NB. This solution works with Intel processors (not Apple M1 silicon)
These are the steps I used to install data.table from source with multithreading/openMP enabled (originally described in https://stackoverflow.com/a/65334247/12957340):
- Reinstall xcode command line tools (even if it says "up to date")
sudo rm -rf /Library/Developer/CommandLineTools
sudo xcode-select --install
- Install gcc & llvm via Homebrew (instructions for installing Homebrew) or, if you already have gcc/llvm installed via Homebrew, skip to the next step
# This can take several hours
brew install gcc
brew install llvm
- Once you have gcc & llvm installed via Homebrew:
brew cleanup
brew update
brew upgrade
brew reinstall gcc
brew reinstall llvm
- Link some headers into /usr/local/include
sudo ln -s /Library/Developer/CommandLineTools/SDKs/MacOSX.sdk/usr/include/* /usr/local/include/
# You can safely ignore warnings like this:
#ln: /usr/local/include//tcl.h: File exists
#ln: /usr/local/include//tclDecls.h: File exists
#ln: /usr/local/include//tclPlatDecls.h: File exists
#ln: /usr/local/include//tclTomMath.h: File exists
#ln: /usr/local/include//tclTomMathDecls.h: File exists
#ln: /usr/local/include//tk.h: File exists
#ln: /usr/local/include//tkDecls.h: File exists
#ln: /usr/local/include//tkPlatDecls.h: File exists
- Install the gmp library:
brew install gmp
- Create a new
~/.R/Makevars
file (if you already have a ~/.R/Makevars
file, save it in a different directory (away from ~/.R/
)) and include only these lines in the file:
LOC=/usr/local/gfortran
CC=$(LOC)/bin/gcc -fopenmp
CXX=$(LOC)/bin/g++ -fopenmp
CXX11 = $(LOC)/bin/g++ -fopenmp
CFLAGS=-g -O3 -Wall -pedantic -std=gnu99 -mtune=native -pipe
CXXFLAGS=-g -O3 -Wall -pedantic -std=c++11 -mtune=native -pipe
LDFLAGS=-L$(LOC)/lib -Wl,-rpath,$(LOC)/lib,-L/usr/local/lib
CPPFLAGS=-I$(LOC)/include -I/Library/Developer/CommandLineTools/SDKs/MacOSX.sdk/usr/include -I/usr/local/include
FLIBS=-L/usr/local/gfortran/lib/gcc/x86_64-apple-darwin19/10.2.0 -L/usr/local/gfortran/lib -lgfortran -lquadmath -lm
CXX1X=/usr/local/gfortran/bin/g++
CXX98=/usr/local/gfortran/bin/g++
CXX11=/usr/local/gfortran/bin/g++
CXX14=/usr/local/gfortran/bin/g++
CXX17=/usr/local/gfortran/bin/g++
- Compile data.table from source in R/Rstudio
install.packages("data.table", type = "source")
# To check whether it installed correctly, run:
library(data.table)
- If your package fails to compile, a couple of SO users have had to install a fresh gfortran (re: https://stackoverflow.com/a/65334247/12957340), which you can download from https://github.com/fxcoudert/gfortran-for-macOS/releases