Index

A

after_iteration() (xgboost.callback.EarlyStopping method) (xgboost.callback.EvaluationMonitor method) (xgboost.callback.LearningRateScheduler method) (xgboost.callback.TrainingCallback method) (xgboost.callback.TrainingCheckPoint method) after_training() (xgboost.callback.EarlyStopping method) (xgboost.callback.EvaluationMonitor method) (xgboost.callback.TrainingCallback method)

apply() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) attr() (xgboost.Booster method) attributes() (xgboost.Booster method)

B

before_iteration() (xgboost.callback.TrainingCallback method) before_training() (xgboost.callback.EarlyStopping method) (xgboost.callback.TrainingCallback method) (xgboost.callback.TrainingCheckPoint method) best_iteration (xgboost.Booster property) (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property)

best_score (xgboost.Booster property) (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property) boost() (xgboost.Booster method) Booster (class in xgboost) BoosterHandle (C++ type)

C

clear() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) coef_ (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property)

config_context() (in module xgboost) copy() (xgboost.Booster method) (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) cv() (in module xgboost)

D

data_split_mode() (xgboost.DMatrix method) DataHolderHandle (C++ type) DataIter (class in xgboost) DataIterHandle (C++ type)

DataIterResetCallback (C++ type) DMatrix (class in xgboost) DMatrixHandle (C++ type) dump_model() (xgboost.Booster method)

E

EarlyStopping (class in xgboost.callback) eval() (xgboost.Booster method) eval_set() (xgboost.Booster method) evals_result() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) EvaluationMonitor (class in xgboost.callback) explainParam() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

explainParams() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) extractParamMap() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

F

feature_importances_ (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property) feature_names (xgboost.Booster property) (xgboost.DMatrix property) feature_names_in_ (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property)

feature_types (xgboost.Booster property) (xgboost.DMatrix property) fit() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRegressor method) (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) fitMultiple() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRegressor method)

G

get_base_margin() (xgboost.DMatrix method) get_booster() (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressorModel method) (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) get_callbacks() (xgboost.DataIter method) get_categories() (xgboost.Booster method) (xgboost.DMatrix method) get_config() (in module xgboost) get_data() (xgboost.DMatrix method) get_dump() (xgboost.Booster method) get_feature_importances() (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressorModel method) get_float_info() (xgboost.DMatrix method) get_fscore() (xgboost.Booster method) get_group() (xgboost.DMatrix method) get_label() (xgboost.DMatrix method) get_metadata_routing() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) get_num_boosting_rounds() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) get_params() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) get_quantile_cut() (xgboost.DMatrix method) get_score() (xgboost.Booster method) get_split_value_histogram() (xgboost.Booster method) get_uint_info() (xgboost.DMatrix method) get_weight() (xgboost.DMatrix method) get_xgb_params() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method)

getFeaturesCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) getLabelCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) getOrDefault() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) getParam() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) getPredictionCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) getProbabilityCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) getRawPredictionCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) getValidationIndicatorCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) getWeightCol() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

H

hasDefault() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

hasParam() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

I

inplace_predict() (xgboost.Booster method) intercept_ (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property) isDefined() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

isSet() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

L

LearningRateScheduler (class in xgboost.callback) load() (xgboost.spark.SparkXGBClassifier class method) (xgboost.spark.SparkXGBClassifierModel class method) (xgboost.spark.SparkXGBRanker class method) (xgboost.spark.SparkXGBRankerModel class method) (xgboost.spark.SparkXGBRegressor class method) (xgboost.spark.SparkXGBRegressorModel class method)

load_config() (xgboost.Booster method) load_model() (xgboost.Booster method) (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method)

M

module xgboost.callback xgboost.core xgboost.plotting xgboost.sklearn xgboost.spark xgboost.training

N

n_features_in_ (xgboost.XGBClassifier property) (xgboost.XGBRanker property) (xgboost.XGBRegressor property) (xgboost.XGBRFClassifier property) (xgboost.XGBRFRegressor property)

next() (xgboost.DataIter method) num_boosted_rounds() (xgboost.Booster method) num_col() (xgboost.DMatrix method) num_features() (xgboost.Booster method) num_nonmissing() (xgboost.DMatrix method) num_row() (xgboost.DMatrix method)

P

params (xgboost.spark.SparkXGBClassifier property) (xgboost.spark.SparkXGBClassifierModel property) (xgboost.spark.SparkXGBRanker property) (xgboost.spark.SparkXGBRankerModel property) (xgboost.spark.SparkXGBRegressor property) (xgboost.spark.SparkXGBRegressorModel property) plot_importance() (in module xgboost) plot_tree() (in module xgboost)

predict() (xgboost.Booster method) (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) predict_proba() (xgboost.XGBClassifier method) (xgboost.XGBRFClassifier method) proxy (xgboost.DataIter property)

Q

QuantileDMatrix (class in xgboost)

R

RayParams (class in xgboost_ray) read() (xgboost.spark.SparkXGBClassifier class method) (xgboost.spark.SparkXGBClassifierModel class method) (xgboost.spark.SparkXGBRanker class method) (xgboost.spark.SparkXGBRankerModel class method) (xgboost.spark.SparkXGBRegressor class method) (xgboost.spark.SparkXGBRegressorModel class method)

reraise() (xgboost.DataIter method) reset() (xgboost.Booster method) (xgboost.DataIter method)

S

save() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) save_binary() (xgboost.DMatrix method) save_config() (xgboost.Booster method) save_model() (xgboost.Booster method) (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) save_raw() (xgboost.Booster method) score() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) set() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) set_attr() (xgboost.Booster method) set_base_margin() (xgboost.DMatrix method) set_coll_cfg() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method) set_config() (in module xgboost) set_device() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

set_fit_request() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) set_float_info() (xgboost.DMatrix method) set_float_info_npy2d() (xgboost.DMatrix method) set_group() (xgboost.DMatrix method) set_info() (xgboost.DMatrix method) set_label() (xgboost.DMatrix method) set_param() (xgboost.Booster method) set_params() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) set_predict_proba_request() (xgboost.XGBClassifier method) (xgboost.XGBRFClassifier method) set_predict_request() (xgboost.XGBClassifier method) (xgboost.XGBRanker method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) set_score_request() (xgboost.XGBClassifier method) (xgboost.XGBRegressor method) (xgboost.XGBRFClassifier method) (xgboost.XGBRFRegressor method) set_uint_info() (xgboost.DMatrix method) set_weight() (xgboost.DMatrix method) setParams() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRegressor method) slice() (xgboost.DMatrix method) SparkXGBClassifier (class in xgboost.spark) SparkXGBClassifierModel (class in xgboost.spark) SparkXGBRanker (class in xgboost.spark) SparkXGBRankerModel (class in xgboost.spark) SparkXGBRegressor (class in xgboost.spark) SparkXGBRegressorModel (class in xgboost.spark)

T

to_graphviz() (in module xgboost) TrackerHandle (C++ type) train() (in module xgboost) TrainingCallback (class in xgboost.callback)

TrainingCheckPoint (class in xgboost.callback) transform() (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressorModel method) trees_to_dataframe() (xgboost.Booster method)

U

uid (xgboost.spark.SparkXGBClassifier attribute) (xgboost.spark.SparkXGBClassifierModel attribute) (xgboost.spark.SparkXGBRanker attribute) (xgboost.spark.SparkXGBRankerModel attribute) (xgboost.spark.SparkXGBRegressor attribute) (xgboost.spark.SparkXGBRegressorModel attribute)

update() (xgboost.Booster method)

W

write() (xgboost.spark.SparkXGBClassifier method) (xgboost.spark.SparkXGBClassifierModel method) (xgboost.spark.SparkXGBRanker method) (xgboost.spark.SparkXGBRankerModel method) (xgboost.spark.SparkXGBRegressor method) (xgboost.spark.SparkXGBRegressorModel method)

X

XGBCallbackDataIterNext (C++ type) XGBCallbackSetData (C++ type) XGBClassifier (class in xgboost) XGBGetGlobalConfig (C++ function) XGBGetLastError (C++ function) xgboost.callback module xgboost.core module xgboost.plotting module xgboost.sklearn module xgboost.spark module xgboost.training module XGBoostBatchCSR (C++ struct) XGBoosterBoostedRounds (C++ function) XGBoosterBoostOneIter (C++ function) XGBoosterCreate (C++ function) XGBoosterDumpModel (C++ function) XGBoosterDumpModelEx (C++ function) XGBoosterDumpModelExWithFeatures (C++ function) XGBoosterDumpModelWithFeatures (C++ function) XGBoosterEvalOneIter (C++ function) XGBoosterFeatureScore (C++ function) XGBoosterFree (C++ function) XGBoosterGetAttr (C++ function) XGBoosterGetAttrNames (C++ function) XGBoosterGetNumFeature (C++ function) XGBoosterGetStrFeatureInfo (C++ function) XGBoosterLoadJsonConfig (C++ function) XGBoosterLoadModel (C++ function) XGBoosterLoadModelFromBuffer (C++ function) XGBoosterPredict (C++ function) XGBoosterPredictFromColumnar (C++ function) XGBoosterPredictFromCSR (C++ function) XGBoosterPredictFromCudaArray (C++ function) XGBoosterPredictFromCudaColumnar (C++ function) XGBoosterPredictFromDense (C++ function) XGBoosterPredictFromDMatrix (C++ function) XGBoosterSaveJsonConfig (C++ function) XGBoosterSaveModel (C++ function) XGBoosterSaveModelToBuffer (C++ function) XGBoosterSerializeToBuffer (C++ function) XGBoosterSetAttr (C++ function) XGBoosterSetParam (C++ function) XGBoosterSetStrFeatureInfo (C++ function) XGBoosterSlice (C++ function) XGBoosterTrainOneIter (C++ function) XGBoosterUnserializeFromBuffer (C++ function) XGBoosterUpdateOneIter (C++ function) XGBoostVersion (C++ function) XGBRanker (class in xgboost) XGBRegisterLogCallback (C++ function) XGBRegressor (class in xgboost) XGBRFClassifier (class in xgboost)

XGBRFRegressor (class in xgboost) XGBSetGlobalConfig (C++ function) XGBuildInfo (C++ function) XGCommunicatorAllreduce (C++ function) XGCommunicatorBroadcast (C++ function) XGCommunicatorFinalize (C++ function) XGCommunicatorGetProcessorName (C++ function) XGCommunicatorGetRank (C++ function) XGCommunicatorGetWorldSize (C++ function) XGCommunicatorInit (C++ function) XGCommunicatorIsDistributed (C++ function) XGCommunicatorPrint (C++ function) XGDeviceQuantileDMatrixCreateFromCallback (C++ function) XGDMatrixCallbackNext (C++ type) XGDMatrixCreateFromCallback (C++ function) XGDMatrixCreateFromColumnar (C++ function) XGDMatrixCreateFromCSC (C++ function) XGDMatrixCreateFromCSCEx (C++ function) XGDMatrixCreateFromCSR (C++ function) XGDMatrixCreateFromCSREx (C++ function) XGDMatrixCreateFromCudaArrayInterface (C++ function) XGDMatrixCreateFromCudaColumnar (C++ function) XGDMatrixCreateFromDataIter (C++ function) XGDMatrixCreateFromDense (C++ function) XGDMatrixCreateFromDT (C++ function) XGDMatrixCreateFromFile (C++ function) XGDMatrixCreateFromMat (C++ function) XGDMatrixCreateFromMat_omp (C++ function) XGDMatrixCreateFromURI (C++ function) XGDMatrixDataSplitMode (C++ function) XGDMatrixFree (C++ function) XGDMatrixGetDataAsCSR (C++ function) XGDMatrixGetFloatInfo (C++ function) XGDMatrixGetQuantileCut (C++ function) XGDMatrixGetStrFeatureInfo (C++ function) XGDMatrixGetUIntInfo (C++ function) XGDMatrixNumCol (C++ function) XGDMatrixNumNonMissing (C++ function) XGDMatrixNumRow (C++ function) XGDMatrixSaveBinary (C++ function) XGDMatrixSetDenseInfo (C++ function) XGDMatrixSetFloatInfo (C++ function) XGDMatrixSetInfoFromInterface (C++ function) XGDMatrixSetStrFeatureInfo (C++ function) XGDMatrixSetUIntInfo (C++ function) XGDMatrixSliceDMatrix (C++ function) XGDMatrixSliceDMatrixEx (C++ function) XGProxyDMatrixCreate (C++ function) XGProxyDMatrixSetDataColumnar (C++ function) XGProxyDMatrixSetDataCSR (C++ function) XGProxyDMatrixSetDataCudaArrayInterface (C++ function) XGProxyDMatrixSetDataCudaColumnar (C++ function) XGProxyDMatrixSetDataDense (C++ function) XGQuantileDMatrixCreateFromCallback (C++ function) XGTrackerCreate (C++ function) XGTrackerFree (C++ function) XGTrackerRun (C++ function) XGTrackerWaitFor (C++ function) XGTrackerWorkerArgs (C++ function)