README.md 2.28 KB
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LightGBM R Package
==================

Installation
------------
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Windows users may need to run with administrator rights (either R or the command prompt, depending on the way you are installing this package). Rtools must be installed for Windows. Linux users might require the appropriate user write permissions for packages.
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You can use a command prompt to install via command line:

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```
cd R-package
R CMD INSTALL --build  .
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```

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You can also install directly from R using the repository with `devtools`:

```r
devtools::install_github("Microsoft/LightGBM", subdir = "R-package")
```

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For the `devtools` install scenario, you can safely ignore this message:
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```r
Warning message:
GitHub repo contains submodules, may not function as expected! 
```
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If you want to build the self-contained R package, you can run ```unix_build_package.sh```(for UNIX) or ```win_build_package.cmd ```(for Windows). Then use ```R CMD INSTALL lightgbm_0.1.tar.gz``` to install.

When your package installation is done, you can check quickly if your LightGBM R package is working by running the following:
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```r
library(lightgbm)
data(agaricus.train, package='lightgbm')
train <- agaricus.train
dtrain <- lgb.Dataset(train$data, label=train$label)
params <- list(objective="regression", metric="l2")
model <- lgb.cv(params, dtrain, 10, nfold=5, min_data=1, learning_rate=1, early_stopping_rounds=10)
```
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### OSX installation 

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The default installation cannot successfully complete in OSX because clang doesn't support OpenMP.

You can use the following script to change default compiler to gcc, then compile LightGBM R package:

```bash
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brew install gcc --without-multilib
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mkdir -p ~/.R
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touch ~/.R/Makevars
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cat <<EOF >>~/.R/Makevars
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C=gcc-6
CXX=g++-6
CXX1X=g++-6
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LDFLAGS=-L/usr/local/Cellar/gcc/6.3.0/lib
CPPFLAGS=-I/usr/local/Cellar/gcc/6.3.0/include
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SHLIB_OPENMP_CFLAGS = -fopenmp
SHLIB_OPENMP_CXXFLAGS = -fopenmp
SHLIB_OPENMP_FCFLAGS = -fopenmp
SHLIB_OPENMP_FFLAGS = -fopenmp
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EOF
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```

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Note: for `LDFLAGS=-L/usr/local/Cellar/gcc/6.3.0/lib` and `CPPFLAGS=-I/usr/local/Cellar/gcc/6.3.0/include`, you may need to change `6.3.0` to your gcc version.

To check your LightGBM installation, the test is identical to Linux/Windows versions (check the test provided just before OSX Installation part)
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Examples
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------------
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* Please visit [demo](demo).