curso-r / treesnip

Parsnip backends for `tree`, `lightGBM` and `Catboost`
https://curso-r.github.io/treesnip
GNU General Public License v3.0
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LightGbm seems to be way to loud in tidymodels/parsnip/treesnip #56

Closed Steviey closed 2 years ago

Steviey commented 2 years ago

LightGbm seems to be way to loud in tidymodels/treesnip/parsnip. The native verbose-setting has multiple options....

https://github.com/microsoft/LightGBM/issues/4949

dfalbel commented 2 years ago

Yeah, I have experimented disabling it as much as possible but it seems it's not completely possible to be fully disable it. If you have a reprex that shows the messages it would be great!

topepo commented 2 years ago

I had planned on using something like capture.output() but I suspect that the noise is coming from compiled code.

topepo commented 2 years ago

I think that negative verbose values do the job:

library(lightgbm)
#> Loading required package: R6

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,
  early_stopping_rounds = 3L,
  verbose = -1
)

Created on 2022-02-27 by the reprex package (v2.0.1)

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