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[LightGBM] build v4.3.0 with OpenCL/CUDA support #8593

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Jun 13, 2024
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79 changes: 61 additions & 18 deletions L/LightGBM/build_tarballs.jl
characat0 marked this conversation as resolved.
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Original file line number Diff line number Diff line change
@@ -1,13 +1,18 @@
# Note that this script can accept some limited command-line arguments, run
# `julia build_tarballs.jl --help` to see a usage message.
using BinaryBuilder, Pkg
using Base.BinaryPlatforms: arch, tags

name = "LightGBM"
version = v"3.3.5"
version = v"4.3.0"

const YGGDRASIL_DIR = "../.."
include(joinpath(YGGDRASIL_DIR, "fancy_toys.jl"))
include(joinpath(YGGDRASIL_DIR, "platforms", "cuda.jl"))

# Collection of sources required to complete build
sources = [
GitSource("https://github.com/microsoft/LightGBM.git", "ca035b2ee0c2be85832435917b1e0c8301d2e0e0"),
GitSource("https://github.com/microsoft/LightGBM.git", "252828fd86627d7405021c3377534d6a8239dd69"),
DirectorySource("./bundled"),
]

Expand All @@ -17,27 +22,42 @@ cd $WORKSPACE/srcdir/LightGBM
git submodule update --init --depth=1
git submodule update --checkout --depth=1


if [[ $target == *"apple-darwin"* ]]; then
cmake_extra_args="-DAPPLE=1 -DAPPLE_OUTPUT_DYLIB=1"
fi
# https://github.com/microsoft/LightGBM/pull/6457
atomic_patch -p1 "$WORKSPACE/srcdir/patches/lightgbm-cmake-find-cuda.patch"

FLAGS=()
cmake_extra_args=()

if [[ "${bb_full_target}" == *"apple-darwin"* ]]; then
cmake_extra_args+=(-DAPPLE=1 -DAPPLE_OUTPUT_DYLIB=1)
fi

if [[ "${target}" == *-mingw* ]]; then
# Parches windows
for p in $WORKSPACE/srcdir/patches/windows/*.patch; do
atomic_patch -p1 "${p}"
done
cmake_extra_args="-DWIN32=1 -DMINGW=1"
if [[ "${bb_full_target}" == *-mingw* ]]; then
cmake_extra_args+=(-DWIN32=1 -DMINGW=1)
FLAGS+=(LDFLAGS="-no-undefined")
fi

cmake \
if [[ "${bb_full_target}" == *-linux* ]]; then
cmake_extra_args+=(-DUSE_GPU=1)
fi

if [[ ("${bb_full_target}" == *-cuda*) && ("${bb_full_target}" != *-cuda+none*) ]]; then
# nvcc writes to /tmp, which is a small tmpfs in our sandbox.
# make it use the workspace instead
export TMPDIR=${WORKSPACE}/tmpdir
mkdir ${TMPDIR}
export CUDA_PATH=${WORKSPACE}/destdir/cuda
export PATH=$PATH:$CUDA_PATH/bin/

cmake_extra_args+=(-DUSE_CUDA=1 -DCMAKE_CUDA_FLAGS="-L${CUDA_PATH}/lib -L${CUDA_PATH}/lib/stubs")
fi

cmake . \
-DCMAKE_INSTALL_PREFIX=$prefix\
-DCMAKE_TOOLCHAIN_FILE=${CMAKE_TARGET_TOOLCHAIN} \
-DCMAKE_BUILD_TYPE=Release \
$cmake_extra_args
"${cmake_extra_args[@]}"

make -j${nproc} "${FLAGS[@]}"
make install
install_license LICENSE
Expand All @@ -46,20 +66,43 @@ install_license LICENSE
# These are the platforms we will build for by default, unless further
# platforms are passed in on the command line
platforms = expand_cxxstring_abis(supported_platforms())
cuda_platforms = expand_cxxstring_abis(CUDA.supported_platforms(; min_version=v"11"))

# CUDA errors for other platforms
filter!(p -> (Sys.islinux(p) && arch(p) == "x86_64"), cuda_platforms)

# The products that we will ensure are always built
products = [
LibraryProduct("lib_lightgbm", :lib_lightgbm),
ExecutableProduct("lightgbm", :lightgbm),
]

all_platforms = [platforms; cuda_platforms]

# Dependencies that must be installed before this package can be built
dependencies = [
# For OpenMP we use libomp from `LLVMOpenMP_jll` where we use LLVM as compiler (BSD
# systems), and libgomp from `CompilerSupportLibraries_jll` everywhere else.
Dependency(PackageSpec(name="CompilerSupportLibraries_jll", uuid="e66e0078-7015-5450-92f7-15fbd957f2ae"); platforms=filter(!Sys.isbsd, platforms)),
Dependency(PackageSpec(name="LLVMOpenMP_jll", uuid="1d63c593-3942-5779-bab2-d838dc0a180e"); platforms=filter(Sys.isbsd, platforms)),
Dependency(PackageSpec(name="CompilerSupportLibraries_jll", uuid="e66e0078-7015-5450-92f7-15fbd957f2ae"); platforms=filter(!Sys.isbsd, all_platforms)),
Dependency(PackageSpec(name="LLVMOpenMP_jll", uuid="1d63c593-3942-5779-bab2-d838dc0a180e"); platforms=filter(Sys.isbsd, all_platforms)),

# GPU support is enabled via OpenCL and is hard to cross compile for other platforms
Dependency(PackageSpec(name="OpenCL_jll", uuid="6cb37087-e8b6-5417-8430-1f242f1e46e4"); platforms=filter(Sys.islinux, all_platforms)),
BuildDependency(PackageSpec(name="OpenCL_Headers_jll", uuid="a7aa756b-2b7f-562a-9e9d-e94076c5c8ee"); platforms=filter(Sys.islinux, all_platforms)),

Dependency(PackageSpec(name="boost_jll", uuid="28df3c45-c428-5900-9ff8-a3135698ca75"); compat="=1.76.0", platforms=filter(Sys.islinux, all_platforms)),
]

# Build the tarballs, and possibly a `build.jl` as well.
build_tarballs(ARGS, name, version, sources, script, platforms, products, dependencies; julia_compat="1.6", preferred_gcc_version = v"8.1.0")
for platform in all_platforms
if platform in platforms && CUDA.is_supported(platform)
platform["cuda"] = "none"
end

deps = [dependencies; CUDA.required_dependencies(platform; static_sdk=true)]

should_build_platform(triplet(platform)) || continue

# Build the tarballs, and possibly a `build.jl` as well.
build_tarballs(ARGS, name, version, sources, script, [platform], products, deps;
julia_compat="1.6", preferred_gcc_version = v"8.1", augment_platform_block=CUDA.augment)
end
72 changes: 72 additions & 0 deletions L/LightGBM/bundled/patches/lightgbm-cmake-find-cuda.patch
Original file line number Diff line number Diff line change
@@ -0,0 +1,72 @@
diff --git a/CMakeLists.txt b/CMakeLists.txt
index 1ff289b9..e71d5b99 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -198,32 +198,28 @@ if(__INTEGRATE_OPENCL)
endif()

if(USE_CUDA)
- find_package(CUDA 11.0 REQUIRED)
- include_directories(${CUDA_INCLUDE_DIRS})
+ find_package(CUDAToolkit 11.0 REQUIRED)
+ include_directories(${CUDAToolkit_INCLUDE_DIRS})
set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -Xcompiler=${OpenMP_CXX_FLAGS} -Xcompiler=-fPIC -Xcompiler=-Wall")

# reference for mapping of CUDA toolkit component versions to supported architectures ("compute capabilities"):
# https://en.wikipedia.org/wiki/CUDA#GPUs_supported
- set(CUDA_ARCHS "6.0" "6.1" "6.2" "7.0" "7.5")
- if(CUDA_VERSION VERSION_GREATER_EQUAL "11.0")
- list(APPEND CUDA_ARCHS "8.0")
+ set(CUDA_ARCHS "60" "61" "62" "70" "75")
+ if(CUDA_VERSION VERSION_GREATER_EQUAL "110")
+ list(APPEND CUDA_ARCHS "80")
endif()
- if(CUDA_VERSION VERSION_GREATER_EQUAL "11.1")
- list(APPEND CUDA_ARCHS "8.6")
+ if(CUDA_VERSION VERSION_GREATER_EQUAL "111")
+ list(APPEND CUDA_ARCHS "86")
endif()
- if(CUDA_VERSION VERSION_GREATER_EQUAL "11.5")
- list(APPEND CUDA_ARCHS "8.7")
+ if(CUDA_VERSION VERSION_GREATER_EQUAL "115")
+ list(APPEND CUDA_ARCHS "87")
endif()
- if(CUDA_VERSION VERSION_GREATER_EQUAL "11.8")
- list(APPEND CUDA_ARCHS "8.9")
- list(APPEND CUDA_ARCHS "9.0")
+ if(CUDA_VERSION VERSION_GREATER_EQUAL "118")
+ list(APPEND CUDA_ARCHS "89")
+ list(APPEND CUDA_ARCHS "90")
endif()
list(POP_BACK CUDA_ARCHS CUDA_LAST_SUPPORTED_ARCH)
list(APPEND CUDA_ARCHS "${CUDA_LAST_SUPPORTED_ARCH}+PTX")
- cuda_select_nvcc_arch_flags(CUDA_ARCH_FLAGS ${CUDA_ARCHS})
- string(REPLACE ";" " " CUDA_ARCH_FLAGS "${CUDA_ARCH_FLAGS}")
-
- set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} ${CUDA_ARCH_FLAGS}")
if(USE_DEBUG)
set(CMAKE_CUDA_FLAGS "${CMAKE_CUDA_FLAGS} -g")
else()
@@ -260,7 +256,7 @@ if(USE_CUDA)
function(add_histogram hsize hname hadd hconst hdir)
add_library(histo${hsize}${hname} OBJECT src/treelearner/kernels/histogram${hsize}.cu)
set_target_properties(histo${hsize}${hname} PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
- set_target_properties(histo${hsize}${hname} PROPERTIES CUDA_ARCHITECTURES OFF)
+ set_target_properties(histo${hsize}${hname} PROPERTIES CUDA_ARCHITECTURES ${CUDA_ARCHS})
if(hadd)
list(APPEND histograms histo${hsize}${hname})
set(histograms ${histograms} PARENT_SCOPE)
@@ -600,10 +596,10 @@ if(USE_CUDA)
# Disable cmake warning about policy CMP0104. Refer to issue #3754 and PR #4268.
# Custom target properties does not propagate, thus we need to specify for
# each target that contains or depends on cuda source.
- set_target_properties(lightgbm_objs PROPERTIES CUDA_ARCHITECTURES OFF)
- set_target_properties(_lightgbm PROPERTIES CUDA_ARCHITECTURES OFF)
+ set_target_properties(lightgbm_objs PROPERTIES CUDA_ARCHITECTURES ${CUDA_ARCHS})
+ set_target_properties(_lightgbm PROPERTIES CUDA_ARCHITECTURES ${CUDA_ARCHS})
if(BUILD_CLI)
- set_target_properties(lightgbm PROPERTIES CUDA_ARCHITECTURES OFF)
+ set_target_properties(lightgbm PROPERTIES CUDA_ARCHITECTURES ${CUDA_ARCHS})
endif()

set_target_properties(lightgbm_objs PROPERTIES CUDA_SEPARABLE_COMPILATION ON)
18 changes: 0 additions & 18 deletions L/LightGBM/bundled/patches/windows/Ws2_32-iphlpapi.patch

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