lgb.unloader: Remove lightgbm and its objects from an environment

In lightgbm: Light Gradient Boosting Machine

Remove lightgbm and its objects from an environment

Description

Attempts to unload LightGBM packages so you can remove objects cleanly without having to restart R. This is useful for instance if an object becomes stuck for no apparent reason and you do not want to restart R to fix the lost object.

Usage

lgb.unloader(restore = TRUE, wipe = FALSE, envir = .GlobalEnv)

Arguments

restore	Whether to reload LightGBM immediately after detaching from R. Defaults to TRUE which means automatically reload LightGBM once unloading is performed.
wipe	Whether to wipe all lgb.Dataset and lgb.Booster from the global environment. Defaults to FALSE which means to not remove them.
envir	The environment to perform wiping on if wipe == TRUE. Defaults to .GlobalEnv which is the global environment.

Value

NULL invisibly.

Examples

data(agaricus.train, package = "lightgbm")
train <- agaricus.train
dtrain <- lgb.Dataset(train$data, label = train$label)
data(agaricus.test, package = "lightgbm")
test <- agaricus.test
dtest <- lgb.Dataset.create.valid(dtrain, test$data, label = test$label)
params <- list(
  objective = "regression"
  , metric = "l2"
  , min_data = 1L
  , learning_rate = 1.0
)
valids <- list(test = dtest)
model <- lgb.train(
  params = params
  , data = dtrain
  , nrounds = 5L
  , valids = valids
)

lgb.unloader(restore = FALSE, wipe = FALSE, envir = .GlobalEnv)
rm(model, dtrain, dtest) # Not needed if wipe = TRUE
gc() # Not needed if wipe = TRUE

library(lightgbm)
# Do whatever you want again with LightGBM without object clashing

lightgbm documentation built on Jan. 17, 2023, 1:13 a.m.