nixpkgs/pkgs/development/libraries/xgboost/default.nix
2024-04-13 14:24:39 +00:00

145 lines
4.9 KiB
Nix

{ config
, stdenv
, lib
, fetchFromGitHub
, cmake
, gtest
, doCheck ? true
, autoAddDriverRunpath
, cudaSupport ? config.cudaSupport
, ncclSupport ? false
, rLibrary ? false
, cudaPackages
, llvmPackages
, R
, rPackages
}@inputs:
assert ncclSupport -> (cudaSupport && !cudaPackages.nccl.meta.unsupported);
# Disable regular tests when building the R package
# because 1) the R package runs its own tests and
# 2) the R package creates a different binary shared
# object that isn't compatible with the regular CLI
# tests.
assert rLibrary -> doCheck != true;
let
# This ensures xgboost gets the correct libstdc++ when
# built with cuda support. This may be removed once
# #226165 rewrites cudaStdenv
inherit (cudaPackages) backendStdenv;
stdenv = if cudaSupport then backendStdenv else inputs.stdenv;
in
stdenv.mkDerivation rec {
pnameBase = "xgboost";
# prefix with r when building the R library
# The R package build results in a special xgboost.so file
# that contains a subset of the .so file use for the CLI
# and python version. In general, the CRAN version from
# nixpkgs's r-modules should be used, but this non-standard
# build allows for enabling CUDA and NCCL support which aren't
# included in the CRAN release. Build with:
# nix-build -E "with (import $NIXPKGS{}); \
# let \
# xgb = xgboost.override{rLibrary = true; doCheck = false;}; \
# in \
# rWrapper.override{ packages = [ xgb ]; }"
pname = lib.optionalString rLibrary "r-" + pnameBase;
version = "2.0.3";
src = fetchFromGitHub {
owner = "dmlc";
repo = pnameBase;
rev = "v${version}";
fetchSubmodules = true;
hash = "sha256-LWco3A6zwdnAf8blU4qjW7PFEeZaTcJlVTwVrs7nwWM=";
};
nativeBuildInputs = [ cmake ]
++ lib.optionals stdenv.isDarwin [ llvmPackages.openmp ]
++ lib.optionals cudaSupport [ autoAddDriverRunpath ]
++ lib.optionals rLibrary [ R ];
buildInputs = [ gtest ] ++ lib.optional cudaSupport cudaPackages.cudatoolkit
++ lib.optional ncclSupport cudaPackages.nccl;
propagatedBuildInputs = lib.optionals rLibrary [
rPackages.data_table
rPackages.jsonlite
rPackages.Matrix
];
cmakeFlags = lib.optionals doCheck [ "-DGOOGLE_TEST=ON" ]
++ lib.optionals cudaSupport [
"-DUSE_CUDA=ON"
# Their CMakeLists.txt does not respect CUDA_HOST_COMPILER, instead using the CXX compiler.
# https://github.com/dmlc/xgboost/blob/ccf43d4ba0a94e2f0a3cc5a526197539ae46f410/CMakeLists.txt#L145
"-DCMAKE_C_COMPILER=${cudaPackages.backendStdenv.cc}/bin/gcc"
"-DCMAKE_CXX_COMPILER=${cudaPackages.backendStdenv.cc}/bin/g++"
] ++ lib.optionals
(cudaSupport
&& lib.versionAtLeast cudaPackages.cudatoolkit.version "11.4.0")
[ "-DBUILD_WITH_CUDA_CUB=ON" ]
++ lib.optionals ncclSupport [ "-DUSE_NCCL=ON" ]
++ lib.optionals rLibrary [ "-DR_LIB=ON" ];
preConfigure = lib.optionals rLibrary ''
substituteInPlace cmake/RPackageInstall.cmake.in --replace "CMD INSTALL" "CMD INSTALL -l $out/library"
export R_LIBS_SITE="$R_LIBS_SITE''${R_LIBS_SITE:+:}$out/library"
'';
inherit doCheck;
# By default, cmake build will run ctests with all checks enabled
# If we're building with cuda, we run ctest manually so that we can skip the GPU tests
checkPhase = lib.optionalString cudaSupport ''
ctest --force-new-ctest-process ${
lib.optionalString cudaSupport "-E TestXGBoostLib"
}
'';
# Disable finicky tests from dmlc core that fail in Hydra. XGboost team
# confirmed xgboost itself does not use this part of the dmlc code.
GTEST_FILTER =
let
# Upstream Issue: https://github.com/xtensor-stack/xsimd/issues/456
filteredTests = lib.optionals stdenv.hostPlatform.isDarwin [
"ThreadGroup.TimerThread"
"ThreadGroup.TimerThreadSimple"
];
in
"-${builtins.concatStringsSep ":" filteredTests}";
installPhase =
let libname = "libxgboost${stdenv.hostPlatform.extensions.sharedLibrary}";
in ''
runHook preInstall
''
# the R library option builds a completely different binary xgboost.so instead of
# libxgboost.so, which isn't full featured for python and CLI
+ lib.optionalString rLibrary ''
mkdir -p $out/library
export R_LIBS_SITE="$out/library:$R_LIBS_SITE''${R_LIBS_SITE:+:}"
'' + ''
cmake --install .
cp -r ../rabit/include/rabit $out/include
runHook postInstall
'';
postFixup = lib.optionalString rLibrary ''
if test -e $out/nix-support/propagated-build-inputs; then
ln -s $out/nix-support/propagated-build-inputs $out/nix-support/propagated-user-env-packages
fi
'';
meta = with lib; {
description =
"Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library";
homepage = "https://github.com/dmlc/xgboost";
license = licenses.asl20;
mainProgram = "xgboost";
platforms = platforms.unix;
maintainers = with maintainers; [ abbradar nviets ];
};
}