Scikit-Learn API

The following table lists both implemented and not implemented methods. If you have need of an operation that is listed as not implemented, feel free to open an issue on the GitHub repository, or give a thumbs up to already created issues. Contributions are also welcome!

The following table is structured as follows: The first column contains the method name. The second column contains link to a description of corresponding lightgbm method. The third column is a flag for whether or not there is an implementation in Xorbits for the method in the left column. Y stands for yes, N stands for no, P stands for partial (meaning some parameters may not be supported yet), and D stands for default to lightgbm.

LGBMClassifier

xorbits.lightgbm	lightgbm	Implemented? (Y/N/P/D)	Notes for Current implementation
LGBMClassifier.fit	LGBMClassifier.fit	Y
LGBMClassifier.get_metadata_routing	LGBMClassifier.get_metadata_routing	Y
LGBMClassifier.get_params	LGBMClassifier.get_params	Y
LGBMClassifier.load_model	LGBMClassifier.load_model	Y
LGBMClassifier.predict	LGBMClassifier.predict	Y
LGBMClassifier.predict_proba	LGBMClassifier.predict_proba	Y
LGBMClassifier.score	LGBMClassifier.score	Y
LGBMClassifier.set_fit_request	LGBMClassifier.set_fit_request	Y
LGBMClassifier.set_params	LGBMClassifier.set_params	Y
LGBMClassifier.set_predict_proba_request	LGBMClassifier.set_predict_proba_request	Y
LGBMClassifier.set_predict_request	LGBMClassifier.set_predict_request	Y
LGBMClassifier.set_score_request	LGBMClassifier.set_score_request	Y
LGBMClassifier.to_local	LGBMClassifier.to_local	Y

LGBMRegressor

xorbits.lightgbm	lightgbm	Implemented? (Y/N/P/D)	Notes for Current implementation
LGBMRegressor.fit	LGBMRegressor.fit	Y
LGBMRegressor.get_metadata_routing	LGBMRegressor.get_metadata_routing	Y
LGBMRegressor.get_params	LGBMRegressor.get_params	Y
LGBMRegressor.load_model	LGBMRegressor.load_model	Y
LGBMRegressor.predict	LGBMRegressor.predict	Y
LGBMRegressor.predict_proba	LGBMRegressor.predict_proba	Y
LGBMRegressor.score	LGBMRegressor.score	Y
LGBMRegressor.set_fit_request	LGBMRegressor.set_fit_request	Y
LGBMRegressor.set_params	LGBMRegressor.set_params	Y
LGBMRegressor.set_predict_request	LGBMRegressor.set_predict_request	Y
LGBMRegressor.set_score_request	LGBMRegressor.set_score_request	Y
LGBMRegressor.to_local	LGBMRegressor.to_local	Y

LGBMRanker

xorbits.lightgbm	lightgbm	Implemented? (Y/N/P/D)	Notes for Current implementation
LGBMRanker.fit	LGBMRanker.fit	Y
LGBMRanker.get_metadata_routing	LGBMRanker.get_metadata_routing	Y
LGBMRanker.get_params	LGBMRanker.get_params	Y
LGBMRanker.load_model	LGBMRanker.load_model	Y
LGBMRanker.predict	LGBMRanker.predict	Y
LGBMRanker.predict_proba	LGBMRanker.predict_proba	Y
LGBMRanker.set_fit_request	LGBMRanker.set_fit_request	Y
LGBMRanker.set_params	LGBMRanker.set_params	Y
LGBMRanker.set_predict_request	LGBMRanker.set_predict_request	Y
LGBMRanker.to_local	LGBMRanker.to_local	Y