xorbits.lightgbm.LGBMClassifier#

class xorbits.lightgbm.LGBMClassifier(*args, **kwargs)[source]#

LightGBM classifier.

This docstring was copied from lightgbm.

__init__(*args, **kwargs)#

Methods

__init__(*args, **kwargs)

fit(X, y[, sample_weight, init_score, ...])

Build a gradient boosting model from the training set (X, y).

get_metadata_routing()

Get metadata routing of this object.

get_params([deep])

Get parameters for this estimator.

load_model(model)

predict(X, **kwargs)

Return the predicted value for each sample.

predict_proba(X, **kwargs)

Return the predicted probability for each class for each sample.

score(X, y[, sample_weight])

Return the mean accuracy on the given test data and labels.

set_fit_request(*[, eval_init_score, ...])

Request metadata passed to the fit method.

set_params(**params)

Set the parameters of this estimator.

set_predict_proba_request(*[, ...])

Request metadata passed to the predict_proba method.

set_predict_request(*[, num_iteration, ...])

Request metadata passed to the predict method.

set_score_request(*[, sample_weight])

Request metadata passed to the score method.

to_local()