121 lines
3.5 KiB
Nix
121 lines
3.5 KiB
Nix
{ lib
|
|
, config
|
|
, fetchFromGitHub
|
|
, cmake
|
|
, darwin
|
|
, libiconv
|
|
, llvmPackages
|
|
, ninja
|
|
, openssl
|
|
, python3Packages
|
|
, ragel
|
|
, yasm
|
|
, zlib
|
|
, cudaSupport ? config.cudaSupport
|
|
, cudaPackages ? {}
|
|
, llvmPackages_12
|
|
, pythonSupport ? false
|
|
}:
|
|
let
|
|
inherit (llvmPackages) stdenv;
|
|
in
|
|
|
|
stdenv.mkDerivation (finalAttrs: {
|
|
pname = "catboost";
|
|
version = "1.2.5";
|
|
|
|
src = fetchFromGitHub {
|
|
owner = "catboost";
|
|
repo = "catboost";
|
|
rev = "refs/tags/v${finalAttrs.version}";
|
|
hash = "sha256-2dfCCCa0LheytkLRbYuBd25M320f1kbhBWKIVjslor0=";
|
|
};
|
|
|
|
patches = [
|
|
./remove-conan.patch
|
|
];
|
|
|
|
postPatch = ''
|
|
substituteInPlace cmake/common.cmake \
|
|
--replace-fail "\''${RAGEL_BIN}" "${ragel}/bin/ragel" \
|
|
--replace-fail "\''${YASM_BIN}" "${yasm}/bin/yasm"
|
|
|
|
shopt -s globstar
|
|
for cmakelists in **/CMakeLists.*; do
|
|
sed -i "s/OpenSSL::OpenSSL/OpenSSL::SSL/g" $cmakelists
|
|
${lib.optionalString (lib.versionOlder cudaPackages.cudaVersion "11.8") ''
|
|
sed -i 's/-gencode=arch=compute_89,code=sm_89//g' $cmakelists
|
|
sed -i 's/-gencode=arch=compute_90,code=sm_90//g' $cmakelists
|
|
''}
|
|
done
|
|
'';
|
|
|
|
outputs = [ "out" "dev" ];
|
|
|
|
nativeBuildInputs = [
|
|
cmake
|
|
llvmPackages.bintools
|
|
ninja
|
|
(python3Packages.python.withPackages (ps: with ps; [ six ]))
|
|
ragel
|
|
yasm
|
|
] ++ lib.optionals stdenv.hostPlatform.isDarwin [
|
|
darwin.cctools
|
|
] ++ lib.optionals cudaSupport (with cudaPackages; [
|
|
cuda_nvcc
|
|
]);
|
|
|
|
buildInputs = [
|
|
openssl
|
|
zlib
|
|
] ++ lib.optionals stdenv.isDarwin [
|
|
libiconv
|
|
] ++ lib.optionals cudaSupport (with cudaPackages; [
|
|
cuda_cudart
|
|
cuda_cccl
|
|
libcublas
|
|
]);
|
|
|
|
env = {
|
|
# catboost requires clang 14+ for build, but does clang 12 for cuda build.
|
|
# after bumping the default version of llvm, check for compatibility with the cuda backend and pin it.
|
|
# see https://catboost.ai/en/docs/installation/build-environment-setup-for-cmake#compilers,-linkers-and-related-tools
|
|
CUDAHOSTCXX = lib.optionalString cudaSupport "${llvmPackages_12.stdenv.cc}/bin/cc";
|
|
NIX_CFLAGS_LINK = lib.optionalString stdenv.isLinux "-fuse-ld=lld";
|
|
NIX_LDFLAGS = "-lc -lm";
|
|
};
|
|
|
|
cmakeFlags = [
|
|
(lib.cmakeFeature "CMAKE_BINARY_DIR" "$out")
|
|
(lib.cmakeBool "CMAKE_POSITION_INDEPENDENT_CODE" true)
|
|
(lib.cmakeFeature "CATBOOST_COMPONENTS" "app;libs${lib.optionalString pythonSupport ";python-package"}")
|
|
(lib.cmakeBool "HAVE_CUDA" cudaSupport)
|
|
];
|
|
|
|
installPhase = ''
|
|
runHook preInstall
|
|
|
|
mkdir $dev
|
|
cp -r catboost $dev
|
|
install -Dm555 catboost/app/catboost -t $out/bin
|
|
install -Dm444 catboost/libs/model_interface/static/lib/libmodel_interface-static-lib.a -t $out/lib
|
|
install -Dm444 catboost/libs/model_interface/libcatboostmodel${stdenv.hostPlatform.extensions.sharedLibrary} -t $out/lib
|
|
install -Dm444 catboost/libs/train_interface/libcatboost${stdenv.hostPlatform.extensions.sharedLibrary} -t $out/lib
|
|
|
|
runHook postInstall
|
|
'';
|
|
|
|
meta = with lib; {
|
|
description = "High-performance library for gradient boosting on decision trees";
|
|
longDescription = ''
|
|
A fast, scalable, high performance Gradient Boosting on Decision Trees
|
|
library, used for ranking, classification, regression and other machine
|
|
learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
|
|
'';
|
|
license = licenses.asl20;
|
|
platforms = platforms.unix;
|
|
homepage = "https://catboost.ai";
|
|
maintainers = with maintainers; [ PlushBeaver natsukium ];
|
|
mainProgram = "catboost";
|
|
};
|
|
})
|