public static CommonOutputs.AnomalyDetectionOutput CreateAnomalyPipelineEnsemble(IHostEnvironment env, PipelineAnomalyInput input)
{
Contracts.CheckValue(env, nameof(env));
var host = env.Register("CombineModels");
host.CheckValue(input, nameof(input));
host.CheckNonEmpty(input.Models, nameof(input.Models));
IRegressionOutputCombiner combiner;
switch (input.ModelCombiner)
{
case ScoreCombiner.Median:
combiner = new Median(host);
break;
case ScoreCombiner.Average:
combiner = new Average(host);
break;
default:
throw host.Except("Unknown combiner kind");
}
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.Const.ScoreColumnKind.AnomalyDetection);
return(CreatePipelineEnsemble <CommonOutputs.AnomalyDetectionOutput>(host, input.Models, ensemble));
}
public static CommonOutputs.BinaryClassificationOutput CreateBinaryPipelineEnsemble(IHostEnvironment env, PipelineClassifierInput input)
{
Contracts.CheckValue(env, nameof(env));
var host = env.Register("CombineModels");
host.CheckValue(input, nameof(input));
host.CheckNonEmpty(input.Models, nameof(input.Models));
IBinaryOutputCombiner combiner;
switch (input.ModelCombiner)
{
case ClassifierCombiner.Median:
combiner = new Median(host);
break;
case ClassifierCombiner.Average:
combiner = new Average(host);
break;
case ClassifierCombiner.Vote:
combiner = new Voting(host);
break;
default:
throw host.Except("Unknown combiner kind");
}
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, MetadataUtils.Const.ScoreColumnKind.BinaryClassification);
return(CreatePipelineEnsemble <CommonOutputs.BinaryClassificationOutput>(host, input.Models, ensemble));
}
public static CommonOutputs.MulticlassClassificationOutput CreateMulticlassPipelineEnsemble(IHostEnvironment env, PipelineClassifierInput input)
{
Contracts.CheckValue(env, nameof(env));
var host = env.Register("CombineModels");
host.CheckValue(input, nameof(input));
host.CheckNonEmpty(input.Models, nameof(input.Models));
IOutputCombiner <VBuffer <Single> > combiner;
switch (input.ModelCombiner)
{
case ClassifierCombiner.Median:
combiner = new MultiMedian(host, new MultiMedian.Options()
{
Normalize = true
});
break;
case ClassifierCombiner.Average:
combiner = new MultiAverage(host, new MultiAverage.Options()
{
Normalize = true
});
break;
case ClassifierCombiner.Vote:
combiner = new MultiVoting(host);
break;
default:
throw host.Except("Unknown combiner kind");
}
var ensemble = SchemaBindablePipelineEnsembleBase.Create(host, input.Models, combiner, AnnotationUtils.Const.ScoreColumnKind.MulticlassClassification);
return(CreatePipelineEnsemble <CommonOutputs.MulticlassClassificationOutput>(host, input.Models, ensemble));
}