322 instantiations of VectorTypeAttribute
Microsoft.ML.AutoML.Samples (3)
AutoMLExperiment.cs (1)
114[VectorType(50)]
DataStructures\PixelData.cs (1)
8[VectorType(64)]
Sweepable\SweepableLightGBMBinaryExperiment.cs (1)
141[VectorType(50)]
Microsoft.ML.IntegrationTests (3)
Datasets\TypeTestData.cs (1)
67[LoadColumn(15, 15 + _numFeatures - 1), VectorType(_numFeatures)]
ModelFiles.cs (1)
32[VectorType(6)]
SchemaDefinitionTests.cs (1)
103[VectorType(6)]
Microsoft.ML.OnnxTransformerTest (19)
DnnImageFeaturizerTest.cs (4)
25[VectorType(InputSize)] 30[VectorType(2)] 35[VectorType(InputSize)] 40[VectorType(InputSize)]
OnnxTransformTests.cs (15)
35[VectorType(InputSize)] 41[VectorType(5)] 44[VectorType(5)] 50[VectorType(2, 3)] 53[VectorType(2, 3)] 59[VectorType(2)] 65[VectorType(InputSize)] 71[VectorType(InputSize)] 76[VectorType(4)] 82[VectorType(1)] 88[VectorType(3)] 94[VectorType(1)] 100[VectorType(3, 3)] 106[VectorType(3)] 664[VectorType(3)]
Microsoft.ML.PerformanceTests (1)
PredictionEngineBench.cs (1)
186[ColumnName("Features"), VectorType(9)]
Microsoft.ML.Samples (136)
Dynamic\DataOperations\LoadFromEnumerable.cs (1)
103[VectorType(5)]
Dynamic\TensorFlow\ImageClassification.cs (1)
91[VectorType(imageHeight, imageWidth, numChannels)]
Dynamic\TensorFlow\TextClassification.cs (3)
156[VectorType] 167[VectorType(MaxSentenceLength)] 176[VectorType(2)]
Dynamic\Trainers\AnomalyDetection\RandomizedPcaSample.cs (1)
83[VectorType(3)]
Dynamic\Trainers\AnomalyDetection\RandomizedPcaSampleWithOptions.cs (1)
93[VectorType(3)]
Dynamic\Trainers\BinaryClassification\AveragedPerceptron.cs (1)
112[VectorType(50)]
Dynamic\Trainers\BinaryClassification\AveragedPerceptronWithOptions.cs (1)
123[VectorType(50)]
Dynamic\Trainers\BinaryClassification\FactorizationMachine.cs (1)
120[VectorType(50)]
Dynamic\Trainers\BinaryClassification\FastForest.cs (1)
115[VectorType(50)]
Dynamic\Trainers\BinaryClassification\FastForestWithOptions.cs (1)
127[VectorType(50)]
Dynamic\Trainers\BinaryClassification\FastTree.cs (1)
118[VectorType(50)]
Dynamic\Trainers\BinaryClassification\FastTreeWithOptions.cs (1)
130[VectorType(50)]
Dynamic\Trainers\BinaryClassification\FieldAwareFactorizationMachine.cs (3)
114[VectorType(featureLength)] 118[VectorType(featureLength)] 122[VectorType(featureLength)]
Dynamic\Trainers\BinaryClassification\FieldAwareFactorizationMachineWithOptions.cs (3)
125[VectorType(featureLength)] 129[VectorType(featureLength)] 133[VectorType(featureLength)]
Dynamic\Trainers\BinaryClassification\Gam.cs (1)
128[VectorType(2)]
Dynamic\Trainers\BinaryClassification\GamWithOptions.cs (1)
135[VectorType(2)]
Dynamic\Trainers\BinaryClassification\LbfgsLogisticRegression.cs (1)
115[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LbfgsLogisticRegressionWithOptions.cs (1)
124[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LdSvm.cs (1)
112[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LdSvmWithOptions.cs (1)
121[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LightGbm.cs (1)
115[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LightGbmWithOptions.cs (1)
126[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LinearSvm.cs (1)
112[VectorType(50)]
Dynamic\Trainers\BinaryClassification\LinearSvmWithOptions.cs (1)
121[VectorType(50)]
Dynamic\Trainers\BinaryClassification\PriorTrainer.cs (1)
112[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SdcaLogisticRegression.cs (1)
120[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SdcaLogisticRegressionWithOptions.cs (1)
132[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SdcaNonCalibrated.cs (1)
119[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SdcaNonCalibratedWithOptions.cs (1)
134[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SgdCalibrated.cs (1)
112[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SgdCalibratedWithOptions.cs (1)
124[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SgdNonCalibrated.cs (1)
112[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SgdNonCalibratedWithOptions.cs (1)
121[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SymbolicSgdLogisticRegression.cs (1)
115[VectorType(50)]
Dynamic\Trainers\BinaryClassification\SymbolicSgdLogisticRegressionWithOptions.cs (1)
124[VectorType(50)]
Dynamic\Trainers\Clustering\KMeans.cs (1)
122[VectorType(50)]
Dynamic\Trainers\Clustering\KMeansWithOptions.cs (1)
130[VectorType(50)]
Dynamic\Trainers\MulticlassClassification\LbfgsMaximumEntropy.cs (1)
116[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\LbfgsMaximumEntropyWithOptions.cs (1)
124[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\LightGbm.cs (1)
119[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\LightGbmWithOptions.cs (1)
129[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\LogLossPerClass.cs (1)
99[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\NaiveBayes.cs (1)
124[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\OneVersusAll.cs (1)
117[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\PairwiseCoupling.cs (1)
117[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\SdcaMaximumEntropy.cs (1)
123[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\SdcaMaximumEntropyWithOptions.cs (1)
133[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\SdcaNonCalibrated.cs (1)
124[VectorType(20)]
Dynamic\Trainers\MulticlassClassification\SdcaNonCalibratedWithOptions.cs (1)
133[VectorType(20)]
Dynamic\Trainers\Ranking\FastTree.cs (1)
100[VectorType(50)]
Dynamic\Trainers\Ranking\FastTreeWithOptions.cs (1)
114[VectorType(50)]
Dynamic\Trainers\Ranking\LightGbm.cs (1)
100[VectorType(50)]
Dynamic\Trainers\Ranking\LightGbmWithOptions.cs (1)
115[VectorType(50)]
Dynamic\Trainers\Regression\FastForest.cs (1)
94[VectorType(50)]
Dynamic\Trainers\Regression\FastForestWithOptions.cs (1)
107[VectorType(50)]
Dynamic\Trainers\Regression\FastTree.cs (1)
94[VectorType(50)]
Dynamic\Trainers\Regression\FastTreeTweedie.cs (1)
94[VectorType(50)]
Dynamic\Trainers\Regression\FastTreeTweedieWithOptions.cs (1)
109[VectorType(50)]
Dynamic\Trainers\Regression\FastTreeWithOptions.cs (1)
110[VectorType(50)]
Dynamic\Trainers\Regression\Gam.cs (1)
94[VectorType(50)]
Dynamic\Trainers\Regression\GamAdvanced.cs (1)
127[VectorType(2)]
Dynamic\Trainers\Regression\GamWithOptions.cs (1)
105[VectorType(50)]
Dynamic\Trainers\Regression\GamWithOptionsAdvanced.cs (1)
135[VectorType(2)]
Dynamic\Trainers\Regression\LbfgsPoissonRegression.cs (1)
92[VectorType(50)]
Dynamic\Trainers\Regression\LbfgsPoissonRegressionWithOptions.cs (1)
106[VectorType(50)]
Dynamic\Trainers\Regression\LightGbm.cs (1)
95[VectorType(50)]
Dynamic\Trainers\Regression\LightGbmWithOptions.cs (1)
114[VectorType(50)]
Dynamic\Trainers\Regression\OnlineGradientDescent.cs (1)
83[VectorType(50)]
Dynamic\Trainers\Regression\OnlineGradientDescentWithOptions.cs (1)
99[VectorType(50)]
Dynamic\Trainers\Regression\OrdinaryLeastSquares.cs (1)
91[VectorType(50)]
Dynamic\Trainers\Regression\OrdinaryLeastSquaresWithOptions.cs (1)
103[VectorType(50)]
Dynamic\Trainers\Regression\Sdca.cs (1)
91[VectorType(50)]
Dynamic\Trainers\Regression\SdcaWithOptions.cs (1)
107[VectorType(50)]
Dynamic\Transforms\ApplyOnnxModel.cs (2)
65[VectorType(inputSize)] 87[VectorType(1000)]
Dynamic\Transforms\ApproximatedKernelMap.cs (1)
55[VectorType(7)]
Dynamic\Transforms\Concatenate.cs (1)
81[VectorType(3)]
Dynamic\Transforms\Conversion\MapKeyToValueMultiColumn.cs (1)
83[VectorType(10)]
Dynamic\Transforms\Expression.cs (2)
77[VectorType(3)] 82[VectorType(2)]
Dynamic\Transforms\FeatureSelection\SelectFeaturesBasedOnCount.cs (2)
71[VectorType(3)] 74[VectorType(3)]
Dynamic\Transforms\FeatureSelection\SelectFeaturesBasedOnCountMultiColumn.cs (2)
71[VectorType(3)] 74[VectorType(3)]
Dynamic\Transforms\FeatureSelection\SelectFeaturesBasedOnMutualInformation.cs (1)
68[VectorType(3)]
Dynamic\Transforms\FeatureSelection\SelectFeaturesBasedOnMutualInformationMultiColumn.cs (2)
74[VectorType(3)] 77[VectorType(3)]
Dynamic\Transforms\ImageAnalytics\ConvertToImage.cs (1)
90[VectorType(inputSize)]
Dynamic\Transforms\IndicateMissingValues.cs (1)
58[VectorType(3)]
Dynamic\Transforms\IndicateMissingValuesMultiColumn.cs (2)
68[VectorType(3)] 70[VectorType(2)]
Dynamic\Transforms\NormalizeBinning.cs (1)
119[VectorType(4)]
Dynamic\Transforms\NormalizeBinningMulticolumn.cs (1)
65[VectorType(4)]
Dynamic\Transforms\NormalizeGlobalContrast.cs (1)
49[VectorType(4)]
Dynamic\Transforms\NormalizeLogMeanVariance.cs (1)
97[VectorType(5)]
Dynamic\Transforms\NormalizeLogMeanVarianceFixZero.cs (1)
78[VectorType(5)]
Dynamic\Transforms\NormalizeLpNorm.cs (1)
50[VectorType(4)]
Dynamic\Transforms\NormalizeMeanVariance.cs (1)
99[VectorType(4)]
Dynamic\Transforms\NormalizeMinMax.cs (1)
87[VectorType(4)]
Dynamic\Transforms\NormalizeMinMaxMulticolumn.cs (2)
125[VectorType(4)] 128[VectorType(3)]
Dynamic\Transforms\NormalizeSupervisedBinning.cs (1)
138[VectorType(4)]
Dynamic\Transforms\Projection\VectorWhiten.cs (1)
74[VectorType(10)]
Dynamic\Transforms\Projection\VectorWhitenWithOptions.cs (1)
73[VectorType(10)]
Dynamic\Transforms\ReplaceMissingValues.cs (2)
94[VectorType(3)] 100[VectorType(3)]
Dynamic\Transforms\ReplaceMissingValuesMultiColumn.cs (4)
107[VectorType(3)] 109[VectorType(2)] 115[VectorType(3)] 117[VectorType(2)]
Dynamic\Transforms\TimeSeries\DetectAnomalyBySrCnn.cs (1)
128[VectorType(3)]
Dynamic\Transforms\TimeSeries\DetectAnomalyBySrCnnBatchPrediction.cs (1)
102[VectorType(3)]
Dynamic\Transforms\TimeSeries\DetectChangePointBySsa.cs (1)
134[VectorType(4)]
Dynamic\Transforms\TimeSeries\DetectChangePointBySsaBatchPrediction.cs (1)
110[VectorType(4)]
Dynamic\Transforms\TimeSeries\DetectChangePointBySsaStream.cs (1)
138[VectorType(4)]
Dynamic\Transforms\TimeSeries\DetectEntireAnomalyBySrCnn.cs (1)
95[VectorType]
Dynamic\Transforms\TimeSeries\DetectIidChangePoint.cs (1)
149[VectorType(4)]
Dynamic\Transforms\TimeSeries\DetectIidChangePointBatchPrediction.cs (1)
100[VectorType(4)]
Dynamic\Transforms\TimeSeries\DetectIidSpike.cs (1)
122[VectorType(3)]
Dynamic\Transforms\TimeSeries\DetectIidSpikeBatchPrediction.cs (1)
97[VectorType(3)]
Dynamic\Transforms\TimeSeries\DetectSpikeBySsa.cs (1)
134[VectorType(3)]
Dynamic\Transforms\TimeSeries\DetectSpikeBySsaBatchPrediction.cs (1)
123[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\FastForestBinaryFeaturizationWithOptions.cs (1)
147[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\FastForestRegressionFeaturizationWithOptions.cs (1)
145[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\FastTreeBinaryFeaturizationWithOptions.cs (1)
149[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\FastTreeRankingFeaturizationWithOptions.cs (1)
149[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\FastTreeRegressionFeaturizationWithOptions.cs (1)
145[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\FastTreeTweedieFeaturizationWithOptions.cs (1)
145[VectorType(3)]
Dynamic\Transforms\TreeFeaturization\PretrainedTreeEnsembleFeaturizationWithOptions.cs (1)
156[VectorType(3)]
Dynamic\WithOnFitDelegate.cs (1)
83[VectorType(4)]
Microsoft.ML.Samples.GPU (4)
docs\samples\Microsoft.ML.Samples\Dynamic\TensorFlow\ImageClassification.cs (1)
91[VectorType(imageHeight, imageWidth, numChannels)]
docs\samples\Microsoft.ML.Samples\Dynamic\TensorFlow\TextClassification.cs (3)
156[VectorType] 167[VectorType(MaxSentenceLength)] 176[VectorType(2)]
Microsoft.ML.SamplesUtils (5)
SamplesDatasetUtils.cs (5)
217[VectorType(_simpleBinaryClassSampleFeatureLength)] 277[VectorType(_simpleBinaryClassSampleFeatureLength)] 288[VectorType(_simpleBinaryClassSampleFeatureLength)] 341[VectorType(_featureVectorLength)] 347[VectorType(4)]
Microsoft.ML.TensorFlow.Tests (33)
TensorFlowEstimatorTests.cs (8)
28[VectorType(4)] 30[VectorType(4)] 35[VectorType(2)] 37[VectorType(2)] 42[VectorType(4)] 44[VectorType(4)] 49[VectorType(4)] 51[VectorType(4)]
TensorflowTests.cs (25)
94[VectorType(4)] 96[VectorType(4)] 235[VectorType(5)] 240[VectorType(4)] 245[VectorType(1, 2, 2)] 250[VectorType(12)] 255[VectorType(2, 2, 2, 2)] 346[VectorType(2)] 348[VectorType(2)] 350[VectorType(2)] 352[VectorType(2)] 354[VectorType(2)] 356[VectorType(2)] 358[VectorType(2)] 360[VectorType(2)] 362[VectorType(2)] 364[VectorType(2)] 366[VectorType(2)] 986[VectorType(784)] 1254[VectorType(600)] 1256[VectorType(2)] 1309[VectorType(2)] 1313[VectorType(3)] 1319[VectorType(2)] 1322[VectorType(1)]
Microsoft.ML.TestFramework (2)
TestSparseDataView.cs (2)
22[VectorType(2)] 28[VectorType(5)]
Microsoft.ML.Tests (107)
AnomalyDetectionTests.cs (1)
118[VectorType(3)]
CachingTests.cs (1)
27[VectorType(3)]
DatabaseLoaderTests.cs (4)
339[VectorType(2)] 343[VectorType(2)] 353[VectorType(2)] 357[VectorType(2)]
EvaluateTests.cs (1)
24[VectorType(4)]
ImagesTests.cs (1)
1116[VectorType(InputSize)]
OnnxConversionTest.cs (9)
103[LoadColumn(1, 9), VectorType(9)] 118[LoadColumn(3, 7), VectorType(6)] 127[LoadColumn(2, 9), VectorType(8)] 136[LoadColumn(2, 9), VectorType(8)] 402[VectorType(3)] 841[LoadColumn(0, 3), VectorType(4)] 1140[VectorType(3)] 1914[LoadColumn(2, 9), VectorType(8)] 1923[LoadColumn(2, 9), VectorType(8)]
OnnxSequenceTypeWithAttributesTest.cs (1)
34[VectorType(3)]
Scenarios\Api\CookbookSamples\CookbookSamplesDynamicApi.cs (2)
792[VectorType(5)] 879[VectorType(4)]
Scenarios\Api\TestApi.cs (2)
144[VectorType(9)] 408[VectorType(4)]
Scenarios\ClusteringTests.cs (1)
25[VectorType(2)]
TrainerEstimators\FAFMEstimator.cs (3)
112[VectorType(_simpleBinaryClassSampleFeatureLength)] 115[VectorType(_simpleBinaryClassSampleFeatureLength)] 118[VectorType(_simpleBinaryClassSampleFeatureLength)]
TrainerEstimators\TreeEstimators.cs (7)
428[VectorType(_columnNumber)] 432[VectorType(_classNumber)] 717[VectorType(20)] 802[VectorType(0)] 804[VectorType(0)] 810[VectorType(0)] 812[VectorType(0)]
Transformers\CategoricalHashTests.cs (4)
28[VectorType(2)] 35[VectorType(2)] 38[VectorType(2)] 41[VectorType(2)]
Transformers\CategoricalTests.cs (5)
28[VectorType(2)] 43[VectorType(2)] 46[VectorType(2)] 49[VectorType(2)] 52[VectorType(2)]
Transformers\CharTokenizeTests.cs (2)
25[VectorType(2)] 32[VectorType(2)]
Transformers\ConvertTests.cs (38)
26[VectorType(2)] 28[VectorType(2)] 30[VectorType(2)] 32[VectorType(2)] 34[VectorType(2)] 36[VectorType(2)] 38[VectorType(2)] 40[VectorType(2)] 42[VectorType(2)] 44[VectorType(2)] 46[VectorType(2)] 48[VectorType(2)] 54[VectorType(2)] 56[VectorType(2)] 58[VectorType(2)] 60[VectorType(2)] 62[VectorType(2)] 64[VectorType(2)] 66[VectorType(2)] 68[VectorType(2)] 70[VectorType(2)] 72[VectorType(2)] 74[VectorType(2)] 76[VectorType(2)] 78[VectorType(2)] 80[VectorType(2)] 82[VectorType(2)] 84[VectorType(2)] 86[VectorType(2)] 88[VectorType(2)] 90[VectorType(2)] 92[VectorType(2)] 94[VectorType(2)] 96[VectorType(2)] 98[VectorType(2)] 100[VectorType(2)] 102[VectorType(2)] 109[VectorType(2)]
Transformers\HashTests.cs (2)
37[VectorType(2)] 40[VectorType(2)]
Transformers\KeyToBinaryVectorEstimatorTest.cs (2)
34[VectorType(2)] 37[VectorType(2)]
Transformers\KeyToVectorEstimatorTests.cs (4)
35[VectorType(2)] 38[VectorType(2)] 41[VectorType(2)] 44[VectorType(2)]
Transformers\NAIndicatorTests.cs (2)
25[VectorType(2)] 27[VectorType(2)]
Transformers\NAReplaceTests.cs (6)
24[VectorType(2)] 27[VectorType(2)] 35[VectorType(2)] 38[VectorType(2)] 43[VectorType(2)] 46[VectorType(2)]
Transformers\NormalizerTests.cs (2)
885[VectorType(5)] 1031[VectorType(Dim1, Dim2, Dim3)]
Transformers\RffTests.cs (2)
27[VectorType(100)] 33[VectorType(200)]
Transformers\TextNormalizer.cs (2)
25[VectorType(2)] 33[VectorType(2)]
Transformers\ValueMappingTests.cs (1)
44[VectorType(2107)]
Transformers\WordTokenizeTests.cs (2)
26[VectorType(2)] 47[VectorType(2)]
Microsoft.ML.TimeSeries.Tests (9)
TimeSeriesDirectApi.cs (5)
28[VectorType(4)] 36[VectorType(4)] 38[VectorType(4)] 40[VectorType(4)] 98[VectorType]
TimeSeriesEstimatorTests.cs (2)
31[VectorType(InputSize)] 36[VectorType(InputSize)]
TimeSeriesSimpleApiTests.cs (2)
21[VectorType(4)] 27[VectorType(3)]
5 references to VectorTypeAttribute
Microsoft.ML.Data (3)
Data\SchemaDefinition.cs (3)
450var vectorAttr = memberInfo.GetCustomAttribute<VectorTypeAttribute>(); 452throw Contracts.ExceptParam(nameof(userType), $"Member {memberInfo.Name} marked with {nameof(VectorTypeAttribute)}, but does not appear to be a vector type", memberInfo.Name);
Microsoft.ML.OnnxTransformer (2)
OnnxMapType.cs (1)
47/// Its uses are similar to those of <see cref="VectorTypeAttribute"/> and other <see langword="class"/>es derived
OnnxSequenceType.cs (1)
53/// Its uses are similar to those of <see cref="VectorTypeAttribute"/> and other <see langword="class"/>es derived