BwUniCluster2.0/Software/R/terra: Difference between revisions
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<span style="color:red"><b>Note that the instructions provided below refer to R 4.4.1 (but not R 4.2.1)!</b></span> |
<span style="color:red"><b>Note that the instructions provided below refer to R 4.4.1 (but not R 4.2.1)!</b></span> |
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In order to install those, we need to fulfill the following [https://cran.r-project.org/web/packages/terra/index.html system requirements]: |
In order to install those, we need to fulfill the following [https://cran.r-project.org/web/packages/terra/index.html system requirements]: |
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* C++17 compiler |
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* [https://gdal.org/ GDAL] 2.2.3 or higher |
* [https://gdal.org/ GDAL] 2.2.3 or higher |
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* [https://proj.org/ PROJ] 4.9.3 or higher |
* [https://proj.org/ PROJ] 4.9.3 or higher |
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* [https://libgeos.org/ GEOS] 3.4.0 or higher |
* [https://libgeos.org/ GEOS] 3.4.0 or higher |
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These packages are not available centrally on the cluster, but can be installed manually (to the |
These packages are not available centrally on the cluster, but can be installed manually (to the <code>$HOME</code>-directory). Specifically, to install these packages, they need to be built from source. |
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= Installation = |
= Installation = |
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Please enter |
Please enter (or copy & paste) the code, presented in the boxes below, directly into your shell/command line on bwUniCluster. The whole process will take approximately 45 minutes. |
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First, for compilation we obtain an interactive session with multiple cores (on a compute node): |
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The whole process will take approximately 45 minutes. |
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<pre> |
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# Obtain interactive session |
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salloc -n 8 -t 60 -p single |
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</pre> |
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== Preparations == |
== Preparations == |
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Prepare .R |
Prepare an <code>.R/Makevars</code> file (if it does not already exist). This file specifies how R should compile the packages (i.e., sets some 'compiler flags'). |
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If you already have a .R/Makevars file, check whether these flags are already set. |
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If an <code>.R/Makevars</code> file is present in your home directory (<code>$HOME</code>), check whether the flags displayed below are already set and apply adjustments, if necessary: |
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<pre> |
<pre> |
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cat |
cat $HOME/.R/Makevars |
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CXX14=g++ |
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CXX17=g++ |
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CXXFLAGS = -O3 -fPIC -march=cascadelake -ffp-contract=off -fno-fast-math -fno-signed-zeros -fopenmp -Wno-unknown-warning-option |
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CXX14FLAGS += -std=c++14 |
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CXX17FLAGS += -std=c++17 |
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</pre> |
</pre> |
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Please run the following lines of code to set the flags, if necessary: |
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<pre> |
<pre> |
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mkdir -p ~/.R |
mkdir -p ~/.R |
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echo "CXX14=g++" > ~/.R/Makevars |
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echo " |
echo "CXX17=g++" >> ~/.R/Makevars |
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echo "CXXFLAGS = -O3 -fPIC -march=cascadelake -ffp-contract=off -fno-fast-math -fno-signed-zeros -fopenmp -Wno-unknown-warning-option" >> ~/.R/Makevars |
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echo "CXX17=icpc" >> ~/.R/Makevars |
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echo "CXX14FLAGS= |
echo "CXX14FLAGS += -std=c++14" >> ~/.R/Makevars |
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echo "CXX17FLAGS= |
echo "CXX17FLAGS += -std=c++17" >> ~/.R/Makevars |
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echo "CXXFLAGS += -wd308" >> ~/.R/Makevars |
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echo "PKG_CXXFLAGS += -std=c++14 -wd308" >> ~/.R/Makevars |
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</pre> |
</pre> |
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== Install external programs == |
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Next, we create the directories for the source code and installation targets, respectively. Furthermore, we load all (software) modules relevant for compilation and ensure that the compilers are found: |
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First, we download the sources of GDAL, PROJ, GEOS and install the three programs. |
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<pre> |
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We will gather them in a folder src, unpack there and then compile. |
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# We install the libraries into the ~/sw/R directory. |
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mkdir -p ~/sw/R |
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# Source directory. |
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We strongly recommend to use a interactive session with multiple cores. |
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mkdir -p ~/src |
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# Load required modules. |
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<pre> |
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module purge |
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salloc -n 4 -t 60 -p single |
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module load devel/cmake/3.29.3 |
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</pre> |
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module load devel/python/3.12.3_gnu_13.3 |
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# Check that the GNU compiler 13.3 is loaded. |
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gcc --version |
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# Set compiler for cmake and make. |
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export CC=$(which gcc) |
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export CXX=$(which g++) |
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</pre> |
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The Python 3.12.3 module is missing some required packages which are included in the Python default module. Therefore, we install them in the user environment: |
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First, provide the source directory (if not yet existing) |
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<pre> |
<pre> |
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pip3 install --user numpy setuptools |
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mkdir -p ~/src |
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cd ~/src |
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</pre> |
</pre> |
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== Install external programs == |
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Then, download and install PROJ |
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First, we download the sources of GDAL, PROJ, GEOS (and their dependencies) and install them: |
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=== Install PROJ === |
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<pre> |
<pre> |
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# Download and unpack the PROJ source code: |
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PROJ_VER=9.3.1 |
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PROJ_VER=9.4.1 |
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cd $HOME/src |
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wget http://download.osgeo.org/proj/proj-$PROJ_VER.tar.gz |
wget http://download.osgeo.org/proj/proj-$PROJ_VER.tar.gz |
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tar xf proj-$PROJ_VER.tar.gz |
tar xf proj-$PROJ_VER.tar.gz |
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cd proj-$PROJ_VER |
cd proj-$PROJ_VER |
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mkdir build && cd build |
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# Compile and install PROJ: |
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cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" .. |
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cmake --build . -j 8 |
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cmake --build . --target install |
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</pre> |
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=== Install GDAL === |
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Building GDAL requires newer versions of <code>OpenEXR</code> and <code>libdeflate</code> then available on the system. |
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<pre> |
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# Download and unpack the libdeflate source code: |
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cd $HOME/src |
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git clone https://github.com/ebiggers/libdeflate |
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cd libdeflate |
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mkdir build && cd build |
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# Compile libdeflate |
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cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" \ |
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-DCMAKE_PREFIX_PATH="$HOME/sw/R" \ |
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-DCMAKE_BUILD_TYPE=Release .. |
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cmake --build . -j 8 |
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cmake --build . --target install |
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# Download and unpack the OpenEXR source code: |
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OPENEXR_VER=3.3.1 |
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cd $HOME/src |
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wget https://github.com/AcademySoftwareFoundation/openexr/releases/download/v$OPENEXR_VER/openexr-$OPENEXR_VER.tar.gz |
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tar xf openexr-$OPENEXR_VER.tar.gz |
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cd openexr-$OPENEXR_VER/ |
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mkdir build |
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cd build |
mkdir build && cd build |
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# Compile OpenEXR: |
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cmake -DCMAKE_INSTALL_PREFIX=$HOME/sw/R .. |
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cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" -DCMAKE_BUILD_TYPE=Release .. |
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cmake --build . -j 8 |
cmake --build . -j 8 |
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cmake --build . --target install |
cmake --build . --target install |
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</pre> |
</pre> |
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Now, all necessary dependencies are available and we can build <code>GDAL</code>: |
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Then, install GDAL |
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<pre> |
<pre> |
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# Download and unpack the GDAL source code: |
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cd $HOME/src |
cd $HOME/src |
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GDAL_VER=3. |
GDAL_VER=3.9.3 |
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wget http://download.osgeo.org/gdal/$GDAL_VER/gdal-$GDAL_VER.tar.gz |
wget http://download.osgeo.org/gdal/$GDAL_VER/gdal-$GDAL_VER.tar.gz |
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tar xf gdal-$GDAL_VER.tar.gz |
tar xf gdal-$GDAL_VER.tar.gz |
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cd gdal-$GDAL_VER |
cd gdal-$GDAL_VER |
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mkdir build && cd build |
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cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" \ |
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mkdir build |
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-DCMAKE_PREFIX_PATH="$HOME/sw/R" \ |
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cd build |
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-DCMAKE_BUILD_TYPE=Release .. |
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cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HOME/sw/R .. |
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cmake --build . -j 8 |
cmake --build . -j 8 |
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cmake --build . --target install |
cmake --build . --target install |
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</pre> |
</pre> |
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=== Install GEOS === |
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The last external package that needs to be compiled and installed is <code>GEOS</code>: |
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<pre> |
<pre> |
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# Download and unpack the GEOS source code. |
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cd $HOME/src |
cd $HOME/src |
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GEOS_VER=3. |
GEOS_VER=3.13.0 |
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wget http://download.osgeo.org/geos/geos-$GEOS_VER.tar.bz2 |
wget http://download.osgeo.org/geos/geos-$GEOS_VER.tar.bz2 |
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tar xf geos-$GEOS_VER.tar.bz2 |
tar xf geos-$GEOS_VER.tar.bz2 |
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cd geos-$GEOS_VER |
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mkdir _build |
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cd _build |
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cd geos-$GEOS_VER |
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cmake -DCMAKE_BUILD_TYPE=Release -DCMAKE_INSTALL_PREFIX=$HOME/sw/R .. |
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mkdir build && cd build |
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# Compile GEOS: |
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cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" \ |
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-DCMAKE_PREFIX_PATH="$HOME/sw/R" \ |
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-DCMAKE_BUILD_TYPE=Release .. |
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make -j 8 |
make -j 8 |
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ctest -j 8 |
ctest -j 8 |
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Line 113: | Line 174: | ||
</pre> |
</pre> |
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== |
== Install the R packages == |
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In order to install the two R packages, we need |
In order to install the two R packages, we need to inform R where to find <code>PROJ</code>, <code>GDAL</code> and <code>GEOS</code>, so we export the necessary paths: |
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<pre> |
<pre> |
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export LD_LIBRARY_PATH=$HOME/sw/R/lib64:$LD_LIBRARY_PATH |
export LD_LIBRARY_PATH=$HOME/sw/R/lib64:$LD_LIBRARY_PATH |
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export PATH=$PATH:$HOME/sw/R/bin |
export PATH=$PATH:$HOME/sw/R/bin |
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<pre> |
<pre> |
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export CFLAGS=-I$HOME/sw/R/include |
export CFLAGS=-I$HOME/sw/R/include |
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export CXX="icpc -std=c++11" |
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export CXX17=icpc |
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</pre> |
</pre> |
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Now, we install terra and sf from within R. |
Now, we install <code>terra</code> and <code>sf</code> from within <code>R</code>. |
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<pre> |
<pre> |
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module load math/R/4.1.2 |
module load math/R/4.4.1-mkl-2022.2.1-gnu-13.3 |
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R> install.packages("terra") |
R> install.packages("terra") |
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R> library(terra) |
R> library(terra) |
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terra 1.7. |
terra 1.7.83 |
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R> install.packages("sf") |
R> install.packages("sf") |
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R> library(sf) |
R> library(sf) |
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Linking to GEOS 3. |
Linking to GEOS 3.13.0, GDAL 3.9.3, PROJ 9.4.1; sf_use_s2() is TRUE |
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</pre> |
</pre> |
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= Preparations to use the terra and sf packages = |
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Since terra and sf depend on the external programs we installed, several environment variables have to be set before using the packages to allow R to address these programs. |
Since <code>terra</code> and <code>sf</code> depend on the external programs we installed, several environment variables have to be set before using the packages to allow R to address these programs. |
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We recommend to add the export commands |
We recommend to add the export commands |
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Line 165: | Line 223: | ||
</pre> |
</pre> |
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to your [[BwUniCluster_2.0_Slurm_common_Features#sbatch_Examples | batch job scripts]] that use terra and sf or to |
to your [[BwUniCluster_2.0_Slurm_common_Features#sbatch_Examples | batch job scripts]] that use <code>terra</code> and <code>sf</code> or to use them in an [[BwUniCluster_2.0_Batch_Queues | interactive session]]. |
Latest revision as of 17:44, 28 October 2024
Note that the instructions provided below refer to R 4.4.1 (but not R 4.2.1)!
General information
terra is a R package for spatial data analysis with vectors (points, lines, polygons) and raster (grid) data.
sf is a R package that provides simple feature access for R.
In order to install those, we need to fulfill the following system requirements:
These packages are not available centrally on the cluster, but can be installed manually (to the $HOME
-directory). Specifically, to install these packages, they need to be built from source.
Installation
Please enter (or copy & paste) the code, presented in the boxes below, directly into your shell/command line on bwUniCluster. The whole process will take approximately 45 minutes.
First, for compilation we obtain an interactive session with multiple cores (on a compute node):
# Obtain interactive session salloc -n 8 -t 60 -p single
Preparations
Prepare an .R/Makevars
file (if it does not already exist). This file specifies how R should compile the packages (i.e., sets some 'compiler flags').
If an .R/Makevars
file is present in your home directory ($HOME
), check whether the flags displayed below are already set and apply adjustments, if necessary:
cat $HOME/.R/Makevars CXX14=g++ CXX17=g++ CXXFLAGS = -O3 -fPIC -march=cascadelake -ffp-contract=off -fno-fast-math -fno-signed-zeros -fopenmp -Wno-unknown-warning-option CXX14FLAGS += -std=c++14 CXX17FLAGS += -std=c++17
Please run the following lines of code to set the flags, if necessary:
mkdir -p ~/.R echo "CXX14=g++" > ~/.R/Makevars echo "CXX17=g++" >> ~/.R/Makevars echo "CXXFLAGS = -O3 -fPIC -march=cascadelake -ffp-contract=off -fno-fast-math -fno-signed-zeros -fopenmp -Wno-unknown-warning-option" >> ~/.R/Makevars echo "CXX14FLAGS += -std=c++14" >> ~/.R/Makevars echo "CXX17FLAGS += -std=c++17" >> ~/.R/Makevars
Next, we create the directories for the source code and installation targets, respectively. Furthermore, we load all (software) modules relevant for compilation and ensure that the compilers are found:
# We install the libraries into the ~/sw/R directory. mkdir -p ~/sw/R # Source directory. mkdir -p ~/src # Load required modules. module purge module load devel/cmake/3.29.3 module load devel/python/3.12.3_gnu_13.3 # Check that the GNU compiler 13.3 is loaded. gcc --version # Set compiler for cmake and make. export CC=$(which gcc) export CXX=$(which g++)
The Python 3.12.3 module is missing some required packages which are included in the Python default module. Therefore, we install them in the user environment:
pip3 install --user numpy setuptools
Install external programs
First, we download the sources of GDAL, PROJ, GEOS (and their dependencies) and install them:
Install PROJ
# Download and unpack the PROJ source code: PROJ_VER=9.4.1 cd $HOME/src wget http://download.osgeo.org/proj/proj-$PROJ_VER.tar.gz tar xf proj-$PROJ_VER.tar.gz cd proj-$PROJ_VER mkdir build && cd build # Compile and install PROJ: cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" .. cmake --build . -j 8 cmake --build . --target install
Install GDAL
Building GDAL requires newer versions of OpenEXR
and libdeflate
then available on the system.
# Download and unpack the libdeflate source code: cd $HOME/src git clone https://github.com/ebiggers/libdeflate cd libdeflate mkdir build && cd build # Compile libdeflate cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" \ -DCMAKE_PREFIX_PATH="$HOME/sw/R" \ -DCMAKE_BUILD_TYPE=Release .. cmake --build . -j 8 cmake --build . --target install # Download and unpack the OpenEXR source code: OPENEXR_VER=3.3.1 cd $HOME/src wget https://github.com/AcademySoftwareFoundation/openexr/releases/download/v$OPENEXR_VER/openexr-$OPENEXR_VER.tar.gz tar xf openexr-$OPENEXR_VER.tar.gz cd openexr-$OPENEXR_VER/ mkdir build && cd build # Compile OpenEXR: cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" -DCMAKE_BUILD_TYPE=Release .. cmake --build . -j 8 cmake --build . --target install
Now, all necessary dependencies are available and we can build GDAL
:
# Download and unpack the GDAL source code: cd $HOME/src GDAL_VER=3.9.3 wget http://download.osgeo.org/gdal/$GDAL_VER/gdal-$GDAL_VER.tar.gz tar xf gdal-$GDAL_VER.tar.gz cd gdal-$GDAL_VER mkdir build && cd build cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" \ -DCMAKE_PREFIX_PATH="$HOME/sw/R" \ -DCMAKE_BUILD_TYPE=Release .. cmake --build . -j 8 cmake --build . --target install
Install GEOS
The last external package that needs to be compiled and installed is GEOS
:
# Download and unpack the GEOS source code. cd $HOME/src GEOS_VER=3.13.0 wget http://download.osgeo.org/geos/geos-$GEOS_VER.tar.bz2 tar xf geos-$GEOS_VER.tar.bz2 cd geos-$GEOS_VER mkdir build && cd build # Compile GEOS: cmake -DCMAKE_INSTALL_PREFIX="$HOME/sw/R" \ -DCMAKE_PREFIX_PATH="$HOME/sw/R" \ -DCMAKE_BUILD_TYPE=Release .. make -j 8 ctest -j 8 make install
Install the R packages
In order to install the two R packages, we need to inform R where to find PROJ
, GDAL
and GEOS
, so we export the necessary paths:
export LD_LIBRARY_PATH=$HOME/sw/R/lib64:$LD_LIBRARY_PATH export PATH=$PATH:$HOME/sw/R/bin export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$HOME/sw/R/lib64/pkgconfig export GDAL_DATA=$HOME/sw/R/share/gdal
Additionally, the R package installation features compilation of built-in C++ code, for which we specify compilation options ('compiler flags')
export CFLAGS=-I$HOME/sw/R/include
Now, we install terra
and sf
from within R
.
module load math/R/4.4.1-mkl-2022.2.1-gnu-13.3 R -q R> install.packages("terra") R> library(terra) terra 1.7.83 R> install.packages("sf") R> library(sf) Linking to GEOS 3.13.0, GDAL 3.9.3, PROJ 9.4.1; sf_use_s2() is TRUE
Preparations to use the terra and sf packages
Since terra
and sf
depend on the external programs we installed, several environment variables have to be set before using the packages to allow R to address these programs.
We recommend to add the export commands
export LD_LIBRARY_PATH=$HOME/sw/R/lib64:$LD_LIBRARY_PATH export PATH=$PATH:$HOME/sw/R/bin export PKG_CONFIG_PATH=$PKG_CONFIG_PATH:$HOME/sw/R/lib64/pkgconfig export GDAL_DATA=$HOME/sw/R/share/gdal
to your batch job scripts that use terra
and sf
or to use them in an interactive session.