CalibratedModelParametersBase

Prediction\Calibrator.cs (2)

289CalibratedModelParametersBase<TSubModel, TCalibrator>, 640internal sealed class SchemaBindableCalibratedModelParameters<TSubModel, TCalibrator> : CalibratedModelParametersBase<TSubModel, TCalibrator>, ISchemaBindableMapper, ICanSaveModel,

TrainerExtensions\BinaryTrainerExtensions.cs (2)

118LightGbmBinaryTrainer.Options options = TrainerExtensionUtil.CreateLightGbmOptions<LightGbmBinaryTrainer.Options, float, BinaryPredictionTransformer<CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>>, CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>>(sweepParams, columnInfo);

Prediction\Calibrator.cs (7)

143/// <see cref="CalibratedModelParametersBase{TSubPredictor, TCalibrator}.SubModel"/> and 144/// <see cref="CalibratedModelParametersBase{TSubPredictor, TCalibrator}.Calibrator"/>. 400[PredictionTransformerLoadType(typeof(CalibratedModelParametersBase<,>))] 470[PredictionTransformerLoadType(typeof(CalibratedModelParametersBase<,>))] 545[PredictionTransformerLoadType(typeof(CalibratedModelParametersBase<,>))] 1037var p = predictor as CalibratedModelParametersBase<TSubPredictor, TCalibrator>;

Transforms\ExplainabilityCatalog.cs (1)

65ISingleFeaturePredictionTransformer<CalibratedModelParametersBase<TModelParameters, TCalibrator>> predictionTransformer,

Transforms\FeatureContributionCalculationTransformer.cs (1)

296/// <seealso cref="ExplainabilityCatalog.CalculateFeatureContribution{TModelParameters, TCalibrator}(TransformsCatalog, ISingleFeaturePredictionTransformer{Calibrators.CalibratedModelParametersBase{TModelParameters, TCalibrator}}, int, int, bool)"/>

FastTreeClassification.cs (7)

131BinaryPredictionTransformer<CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator>>, 132CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator>> 184private protected override CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator> TrainModelCore(TrainContext context) 301private protected override BinaryPredictionTransformer<CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator>> MakeTransformer( 302CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator> model, DataViewSchema trainSchema) 303=> new BinaryPredictionTransformer<CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator>>(Host, model, trainSchema, FeatureColumn.Name); 309public BinaryPredictionTransformer<CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator>> Fit(IDataView trainData, IDataView validationData)

GamClassification.cs (7)

57BinaryPredictionTransformer<CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>>, 58CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>> 137private protected override CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator> TrainModelCore(TrainContext context) 172private protected override BinaryPredictionTransformer<CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>> 173MakeTransformer(CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator> model, DataViewSchema trainSchema) 174=> new BinaryPredictionTransformer<CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>>(Host, model, trainSchema, FeatureColumn.Name); 180public BinaryPredictionTransformer<CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>> Fit(IDataView trainData, IDataView validationData)

GamModelParameters.cs (3)

882var calibrated = rawPred as CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>; 887calibrated = rawPred as CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>;

TreeEnsembleFeaturizer.cs (2)

415if (predictor is CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator> calibrated) 720if (predictor is CalibratedModelParametersBase<IPredictorProducing<float>, Calibrators.ICalibrator> calibratedModelParametersBase)

Prediction.cs (1)

69var newModel = new TransformerChain<BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>>(transformers.ToArray());

LightGbmBinaryTrainer.cs (7)

115BinaryPredictionTransformer<CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>>, 116CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>> 253private protected override CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator> CreatePredictor() 292private protected override BinaryPredictionTransformer<CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>> 293MakeTransformer(CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator> model, DataViewSchema trainSchema) 294=> new BinaryPredictionTransformer<CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>>(Host, model, trainSchema, FeatureColumn.Name); 300public BinaryPredictionTransformer<CalibratedModelParametersBase<LightGbmBinaryModelParameters, PlattCalibrator>> Fit(IDataView trainData, IDataView validationData)

SymSgdClassificationTrainer.cs (10)

32using TPredictor = CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>; 72public sealed class SymbolicSgdLogisticRegressionBinaryTrainer : TrainerEstimatorBase<BinaryPredictionTransformer<TPredictor>, TPredictor> 217private protected override TPredictor TrainModelCore(TrainContext context) 251private TPredictor CreatePredictor(VBuffer<float> weights, float bias) 262private protected override BinaryPredictionTransformer<TPredictor> MakeTransformer(TPredictor model, DataViewSchema trainSchema) 263=> new BinaryPredictionTransformer<TPredictor>(Host, model, trainSchema, FeatureColumn.Name); 269public BinaryPredictionTransformer<TPredictor> Fit(IDataView trainData, LinearModelParameters modelParameters) 701private TPredictor TrainCore(IChannel ch, RoleMappedData data, LinearModelParameters predictor, int weightSetCount)

KMeansAndLogisticRegressionBench.cs (1)

19public CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator> TrainKMeansAndLR()

TestIniModels.cs (1)

578var calibratedPredictor = model.LastTransformer.Model;

Dynamic\Trainers\BinaryClassification\PermutationFeatureImportanceLoadFromDisk.cs (1)

41var linearPredictor = (model as TransformerChain<ITransformer>).LastTransformer as BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>;

Standard\LogisticRegression\LogisticRegression.cs (7)

83BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>, 84CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>> 179private protected override BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>> 180MakeTransformer(CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator> model, DataViewSchema trainSchema) 181=> new BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>(Host, model, trainSchema, FeatureColumn.Name); 187public BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>> Fit(IDataView trainData, LinearModelParameters modelParameters) 446private protected override CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator> CreatePredictor()

Standard\SdcaBinary.cs (5)

1441/// naturally provide probability output, this generated model's type is <see cref="CalibratedModelParametersBase{TSubModel, TCalibrator}"/>. 1587SdcaBinaryTrainerBase<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>> 1613private protected override CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator> CreatePredictor(VBuffer<float>[] weights, float[] bias) 2264SgdBinaryTrainerBase<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>> 2313private protected override CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator> CreateModel(VBuffer<float> weights, float bias)

CalibratedModelParametersTests.cs (3)

34var castedModel = loadedModel as BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>; 56var castedModel = loadedModel as BinaryPredictionTransformer<CalibratedModelParametersBase<GamBinaryModelParameters, PlattCalibrator>>; 79var castedModel = loadedModel as BinaryPredictionTransformer<CalibratedModelParametersBase<FastTreeBinaryModelParameters, PlattCalibrator>>;

FeatureContributionTests.cs (2)

214ITrainerEstimator<ISingleFeaturePredictionTransformer<CalibratedModelParametersBase<TModelParameters, TCalibrator>>, CalibratedModelParametersBase<TModelParameters, TCalibrator>> trainer,

PermutationFeatureImportanceTests.cs (2)

354var castedModel = loadedModel as BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>; 428var castedModel = loadedModel as BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>;

TrainerEstimators\LbfgsTests.cs (6)

64var transformerChain = pipe.Fit(dataView) as TransformerChain<BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>>; 90var transformer = pipe.Fit(dataView) as TransformerChain<BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>>; 128var lastTransformer = ((TransformerChain<ITransformer>)transformerChain).LastTransformer as BinaryPredictionTransformer<CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>>; 129var model = lastTransformer.Model; 148var result = ModelFileUtils.LoadPredictorOrNull(Env, fs) as CalibratedModelParametersBase<LinearBinaryModelParameters, PlattCalibrator>;