internal SweepableEstimator[] Regression(string labelColumnName = DefaultColumnNames.Label, string featureColumnName = DefaultColumnNames.Features, string exampleWeightColumnName = null, bool useFastForest = true, bool useLgbm = true, bool useFastTree = true, bool useLbfgs = true, bool useSdca = true,
FastTreeOption fastTreeOption = null, LgbmOption lgbmOption = null, FastForestOption fastForestOption = null, LbfgsOption lbfgsOption = null, SdcaOption sdcaOption = null,
SearchSpace <FastTreeOption> fastTreeSearchSpace = null, SearchSpace <LgbmOption> lgbmSearchSpace = null, SearchSpace <FastForestOption> fastForestSearchSpace = null, SearchSpace <LbfgsOption> lbfgsSearchSpace = null, SearchSpace <SdcaOption> sdcaSearchSpace = null)
{
var res = new List <SweepableEstimator>();
if (useFastTree)
{
fastTreeOption = fastTreeOption ?? new FastTreeOption();
fastTreeOption.LabelColumnName = labelColumnName;
fastTreeOption.FeatureColumnName = featureColumnName;
fastTreeOption.ExampleWeightColumnName = exampleWeightColumnName;
res.Add(SweepableEstimatorFactory.CreateFastTreeRegression(fastTreeOption, fastTreeSearchSpace ?? new SearchSpace <FastTreeOption>()));
res.Add(SweepableEstimatorFactory.CreateFastTreeTweedieRegression(fastTreeOption, fastTreeSearchSpace ?? new SearchSpace <FastTreeOption>()));
}
if (useFastForest)
{
fastForestOption = fastForestOption ?? new FastForestOption();
fastForestOption.LabelColumnName = labelColumnName;
fastForestOption.FeatureColumnName = featureColumnName;
fastForestOption.ExampleWeightColumnName = exampleWeightColumnName;
res.Add(SweepableEstimatorFactory.CreateFastForestRegression(fastForestOption, fastForestSearchSpace ?? new SearchSpace <FastForestOption>()));
}
if (useLgbm)
{
lgbmOption = lgbmOption ?? new LgbmOption();
lgbmOption.LabelColumnName = labelColumnName;
lgbmOption.FeatureColumnName = featureColumnName;
lgbmOption.ExampleWeightColumnName = exampleWeightColumnName;
res.Add(SweepableEstimatorFactory.CreateLightGbmRegression(lgbmOption, lgbmSearchSpace ?? new SearchSpace <LgbmOption>()));
}
if (useLbfgs)
{
lbfgsOption = lbfgsOption ?? new LbfgsOption();
lbfgsOption.LabelColumnName = labelColumnName;
lbfgsOption.FeatureColumnName = featureColumnName;
lbfgsOption.ExampleWeightColumnName = exampleWeightColumnName;
res.Add(SweepableEstimatorFactory.CreateLbfgsPoissonRegressionRegression(lbfgsOption, lbfgsSearchSpace ?? new SearchSpace <LbfgsOption>()));
}
if (useSdca)
{
sdcaOption = sdcaOption ?? new SdcaOption();
sdcaOption.LabelColumnName = labelColumnName;
sdcaOption.FeatureColumnName = featureColumnName;
sdcaOption.ExampleWeightColumnName = exampleWeightColumnName;
res.Add(SweepableEstimatorFactory.CreateSdcaRegression(sdcaOption, sdcaSearchSpace ?? new SearchSpace <SdcaOption>()));
}
return(res.ToArray());
}