197 lines
6 KiB
Nix
197 lines
6 KiB
Nix
{
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config,
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stdenv,
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lib,
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fetchFromGitHub,
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cmake,
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gtest,
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doCheck ? true,
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cudaSupport ? config.cudaSupport or false,
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openclSupport ? false,
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mpiSupport ? false,
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javaWrapper ? false,
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hdfsSupport ? false,
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pythonLibrary ? false,
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rLibrary ? false,
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cudaPackages,
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opencl-headers,
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ocl-icd,
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boost,
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llvmPackages,
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openmpi,
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openjdk,
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swig,
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hadoop,
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R,
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rPackages,
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pandoc,
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}:
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assert doCheck -> !mpiSupport;
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assert openclSupport -> !cudaSupport;
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assert cudaSupport -> !openclSupport;
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stdenv.mkDerivation rec {
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pnameBase = "lightgbm";
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# prefix with r when building the R library
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# The R package build results in a special binary file
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# that contains a subset of the .so file use for the CLI
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# and python version. In general, the CRAN version from
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# nixpkgs's r-modules should be used, but this non-standard
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# build allows for enabling CUDA support and other features
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# which aren't included in the CRAN release. Build with:
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# nix-build -E "with (import $NIXPKGS{}); \
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# let \
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# lgbm = lightgbm.override{rLibrary = true; doCheck = false;}; \
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# in \
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# rWrapper.override{ packages = [ lgbm ]; }"
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pname = lib.optionalString rLibrary "r-" + pnameBase;
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version = "4.5.0";
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src = fetchFromGitHub {
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owner = "microsoft";
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repo = pnameBase;
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rev = "v${version}";
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fetchSubmodules = true;
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hash = "sha256-nST6+/c3Y4/hqwgEUhx03gWtjxhlmUu1XKDCy2pSsvU=";
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};
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nativeBuildInputs =
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[ cmake ]
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++ lib.optionals stdenv.hostPlatform.isDarwin [ llvmPackages.openmp ]
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++ lib.optionals openclSupport [
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opencl-headers
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ocl-icd
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boost
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]
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++ lib.optionals mpiSupport [ openmpi ]
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++ lib.optionals hdfsSupport [ hadoop ]
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++ lib.optionals (hdfsSupport || javaWrapper) [ openjdk ]
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++ lib.optionals javaWrapper [ swig ]
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++ lib.optionals rLibrary [
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R
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pandoc
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];
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buildInputs = [ gtest ] ++ lib.optional cudaSupport cudaPackages.cudatoolkit;
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propagatedBuildInputs = lib.optionals rLibrary [
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rPackages.data_table
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rPackages.markdown
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rPackages.rmarkdown
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rPackages.jsonlite
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rPackages.Matrix
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rPackages.R6
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];
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# Skip APPLE in favor of linux build for .so files
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postPatch = ''
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export PROJECT_SOURCE_DIR=./
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substituteInPlace CMakeLists.txt \
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--replace "find_package(GTest CONFIG)" "find_package(GTest REQUIRED)" \
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--replace "OpenCL_INCLUDE_DIRS}" "OpenCL_INCLUDE_DIRS}" \
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--replace "elseif(APPLE)" "elseif(APPLESKIP)"
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substituteInPlace \
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external_libs/compute/include/boost/compute/cl.hpp \
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external_libs/compute/include/boost/compute/cl_ext.hpp \
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--replace "include <OpenCL/" "include <CL/"
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substituteInPlace build_r.R \
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--replace "shQuote(normalizePath" "shQuote(type = 'cmd', string = normalizePath" \
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--replace "file.path(getwd(), \"lightgbm_r\")" "'$out/tmp'" \
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--replace \
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"install_args <- c(\"CMD\", \"INSTALL\", \"--no-multiarch\", \"--with-keep.source\", tarball)" \
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"install_args <- c(\"CMD\", \"INSTALL\", \"--no-multiarch\", \"--with-keep.source\", \"-l $out/library\", tarball)"
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# Retry this test in next release. Something fails in the setup, so GTEST_FILTER is not enough
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rm tests/cpp_tests/test_arrow.cpp
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'';
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cmakeFlags =
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lib.optionals doCheck [ "-DBUILD_CPP_TEST=ON" ]
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++ lib.optionals cudaSupport [
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"-DUSE_CUDA=1"
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"-DCMAKE_CXX_COMPILER=${cudaPackages.backendStdenv.cc}/bin/cc"
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]
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++ lib.optionals openclSupport [ "-DUSE_GPU=ON" ]
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++ lib.optionals mpiSupport [ "-DUSE_MPI=ON" ]
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++ lib.optionals hdfsSupport [
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"-DUSE_HDFS=ON"
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"-DHDFS_LIB=${hadoop}/lib/hadoop-${hadoop.version}/lib/native/libhdfs.so"
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"-DHDFS_INCLUDE_DIR=${hadoop}/lib/hadoop-${hadoop.version}/include"
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]
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++ lib.optionals javaWrapper [
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"-DUSE_SWIG=ON"
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# RPATH of binary /nix/store/.../bin/... contains a forbidden reference to /build/
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"-DCMAKE_SKIP_BUILD_RPATH=ON"
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]
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++ lib.optionals rLibrary [ "-D__BUILD_FOR_R=ON" ]
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++ lib.optionals pythonLibrary [ "-D__BUILD_FOR_PYTHON=ON" ];
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configurePhase = lib.optionals rLibrary ''
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export R_LIBS_SITE="$out/library:$R_LIBS_SITE''${R_LIBS_SITE:+:}"
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'';
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# set the R package buildPhase to null because lightgbm has a
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# custom builder script that builds and installs in one step
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buildPhase = lib.optionals rLibrary '''';
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inherit doCheck;
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installPhase =
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''
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runHook preInstall
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''
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+ lib.optionalString (!rLibrary) ''
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mkdir -p $out
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mkdir -p $out/lib
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mkdir -p $out/bin
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cp -r ../include $out
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install -Dm755 ../lib_lightgbm${stdenv.hostPlatform.extensions.sharedLibrary} $out/lib/lib_lightgbm${stdenv.hostPlatform.extensions.sharedLibrary}
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''
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+ lib.optionalString (!rLibrary && !pythonLibrary) ''
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install -Dm755 ../lightgbm $out/bin/lightgbm
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''
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+ lib.optionalString javaWrapper ''
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cp -r java $out
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cp -r com $out
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cp -r lightgbmlib.jar $out
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''
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+ ''''
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+ lib.optionalString rLibrary ''
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mkdir $out
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mkdir $out/tmp
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mkdir $out/library
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mkdir $out/library/lightgbm
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''
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+ lib.optionalString (rLibrary && (!openclSupport)) ''
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Rscript build_r.R \
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-j$NIX_BUILD_CORES
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rm -rf $out/tmp
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''
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+ lib.optionalString (rLibrary && openclSupport) ''
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Rscript build_r.R --use-gpu \
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--opencl-library=${ocl-icd}/lib/libOpenCL.so \
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--opencl-include-dir=${opencl-headers}/include \
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--boost-librarydir=${boost} \
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-j$NIX_BUILD_CORES
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rm -rf $out/tmp
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''
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+ ''
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runHook postInstall
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'';
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postFixup = lib.optionalString rLibrary ''
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if test -e $out/nix-support/propagated-build-inputs; then
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ln -s $out/nix-support/propagated-build-inputs $out/nix-support/propagated-user-env-packages
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fi
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'';
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meta = with lib; {
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description = "LightGBM is a gradient boosting framework that uses tree based learning algorithms.";
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mainProgram = "lightgbm";
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homepage = "https://github.com/microsoft/LightGBM";
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license = licenses.mit;
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platforms = platforms.unix;
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maintainers = with maintainers; [ nviets ];
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};
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}
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