Package lightgbm.sklearn

Class LGBMRegressor

  • All Implemented Interfaces:
    Serializable, Cloneable, Map<String,​Object>, HasBooster, org.jpmml.converter.HasNativeConfiguration, org.jpmml.converter.HasOptions, org.jpmml.lightgbm.HasLightGBMOptions, org.jpmml.sklearn.Encodable, sklearn.HasNumberOfFeatures, sklearn.HasNumberOfOutputs, sklearn.HasType, sklearn2pmml.HasPMMLOptions<sklearn.Estimator>, sklearn2pmml.HasPMMLSegmentId<sklearn.Estimator>
    public class LGBMRegressor
extends sklearn.Regressor
implements HasBooster, org.jpmml.lightgbm.HasLightGBMOptions, org.jpmml.sklearn.Encodable
    See Also:
    Serialized Form

    • Field Summary

      • Fields inherited from class sklearn.Estimator

        FIELD_APPLY, FIELD_DECISION_FUNCTION, FIELD_PREDICT

      • Fields inherited from interface org.jpmml.lightgbm.HasLightGBMOptions

        OPTION_COMPACT, OPTION_NAN_AS_MISSING, OPTION_NUM_ITERATION

      • Fields inherited from interface sklearn.HasNumberOfFeatures

        UNKNOWN

      • Fields inherited from interface sklearn.HasNumberOfOutputs

        UNKNOWN

    • Method Summary

      All Methods Instance Methods Concrete Methods 
      Modifier and Type Method Description
      void checkLabel​(org.jpmml.converter.Label label)  
      org.dmg.pmml.mining.MiningModel configureModel​(org.dmg.pmml.Model model)  
      org.jpmml.converter.Schema configureSchema​(org.jpmml.converter.Schema schema)  
      org.dmg.pmml.mining.MiningModel encodeModel​(org.jpmml.converter.Schema schema)  
      org.dmg.pmml.PMML encodePMML()  
      Booster getBooster()  
      int getNumberOfFeatures()  

      • Methods inherited from class sklearn.Regressor

        encodeLabel, getMiningFunction, getNumberOfOutputs, isSupervised

      • Methods inherited from class sklearn.Estimator

        addFeatureImportances, checkFeatures, createApplyField, createMultiApplyField, createPredictProbaFields, encode, encode, encodeApplyOutput, encodeMultiApplyOutput, getAlgorithmName, getClassifierTags, getDataType, getFeatureImportances, getOption, getOpType, getPMMLCustomizations, getPMMLFeatureImportances, getPMMLOptions, getPMMLSegmentId, getRegressorTags, getTargetTags, hasFeatureImportances, putOption, putOptions, setPMMLCustomizations, setPMMLFeatureImportances, setPMMLOptions, setPMMLSegmentId

      • Methods inherited from class sklearn.Step

        checkSkLearnVersion, checkVersion, getFeatureNamesIn, getInputTags, getPMMLName, getSkLearnTags, getSkLearnVersion, setPMMLName

      • Methods inherited from class org.jpmml.python.PythonObject

        containsKey, delattr, get, get, getArray, getArray, getArray, getArrayList, getArrayList, getArrayShape, getArrayShape, getattr, getattr, getBoolean, getBooleanArray, getClassName, getDict, getEnum, getEnumList, getIdentifiable, getInteger, getIntegerArray, getList, getList, getListLike, getListLike, getNumber, getNumberArray, getObject, getObjectArray, getObjectList, getOptional, getOptionalBoolean, getOptionalBoolean, getOptionalDict, getOptionalEnum, getOptionalIdentifiable, getOptionalInteger, getOptionalNumber, getOptionalObject, getOptionalScalar, getOptionalString, getOptionalTuple, getPythonModule, getPythonName, getScalar, getString, getStringArray, getStringList, getTuple, getTupleList, hasattr, put, putAll, remove, setattr, setClassName, update

      • Methods inherited from class net.razorvine.pickle.objects.ClassDict

        __setstate__

      • Methods inherited from interface org.jpmml.lightgbm.HasLightGBMOptions

        getNativeConfiguration

    • Constructor Detail

      • LGBMRegressor

        public LGBMRegressor​(String module,
                     String name)

    • Method Detail

      • getNumberOfFeatures

        public int getNumberOfFeatures()
        Specified by:
        getNumberOfFeatures in interface sklearn.HasNumberOfFeatures
        Overrides:
        getNumberOfFeatures in class sklearn.Estimator

      • checkLabel

        public void checkLabel​(org.jpmml.converter.Label label)
        Overrides:
        checkLabel in class sklearn.Estimator

      • encodeModel

        public org.dmg.pmml.mining.MiningModel encodeModel​(org.jpmml.converter.Schema schema)
        Specified by:
        encodeModel in class sklearn.Estimator

      • configureSchema

        public org.jpmml.converter.Schema configureSchema​(org.jpmml.converter.Schema schema)
        Overrides:
        configureSchema in class sklearn.Estimator

      • configureModel

        public org.dmg.pmml.mining.MiningModel configureModel​(org.dmg.pmml.Model model)
        Overrides:
        configureModel in class sklearn.Estimator

      • encodePMML

        public org.dmg.pmml.PMML encodePMML()
        Specified by:
        encodePMML in interface org.jpmml.sklearn.Encodable