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# Copyright 2022-2025 Gentoo Authors
# Distributed under the terms of the GNU General Public License v2
EAPI=8
PYTHON_COMPAT=( python3_{11..14} )
ROCM_VERSION=6.1
inherit python-single-r1 cmake cuda flag-o-matic prefix rocm toolchain-funcs
MYPN=pytorch
MYP=${MYPN}-${PV}
# caffe2-2.9.0 depends on future version of composable kernel
# TODO: replace it with DEPEND in the future
CK_COMMIT=7fe50dc3da2069d6645d9deb8c017a876472a977
CK_P=composable_kernel-${CK_COMMIT:0:8}
FLASH_PV=2.7.4
FLASH_PN=flash-attention
FLASH_P=${FLASH_PN}-${FLASH_PV}
FLASH_ATT_URI="https://github.com/Dao-AILab/${FLASH_PN}/archive/refs/tags/v${FLASH_PV}.tar.gz -> ${FLASH_P}.gh.tar.gz"
AOTRITON_PV=0.9.2b
AOTRITON_PN=aotriton
AOTRITON_P=${AOTRITON_PN}-${AOTRITON_PV}
AOTRITON_tar=${AOTRITON_P}-manylinux_2_28_x86_64-rocm6.3-shared.tar.gz
DESCRIPTION="A deep learning framework"
HOMEPAGE="https://pytorch.org/"
SRC_URI="
https://github.com/pytorch/${MYPN}/archive/refs/tags/v${PV}.tar.gz -> ${MYP}.tar.gz
rocm? (
https://github.com/ROCm/composable_kernel/archive/${CK_COMMIT}.tar.gz
-> ${CK_P}.tar.gz
)
cuda? (
flash? ( ${FLASH_ATT_URI} )
memefficient? ( ${FLASH_ATT_URI} )
)
"
S="${WORKDIR}"/${MYP}
LICENSE="BSD"
SLOT="0"
KEYWORDS="~amd64 ~arm64"
IUSE="cuda cusparselt distributed fbgemm flash gloo memefficient mkl mpi nccl nnpack +numpy
onednn openblas opencl openmp qnnpack rocm xnnpack"
RESTRICT="test"
REQUIRED_USE="
${PYTHON_REQUIRED_USE}
mpi? ( distributed )
gloo? ( distributed )
?? ( cuda rocm )
rocm? (
|| ( ${ROCM_REQUIRED_USE} )
)
flash? ( || ( cuda rocm ) )
memefficient? ( || ( cuda rocm ) )
nccl? ( rocm )
"
RDEPEND="
${PYTHON_DEPS}
dev-cpp/abseil-cpp:=
dev-cpp/gflags:=
>=dev-cpp/glog-0.5.0:=
dev-libs/cpuinfo
dev-libs/libfmt:=
dev-cpp/opentelemetry-cpp
dev-libs/protobuf:=
dev-libs/sleef
~sci-ml/kineto-0.4.0_p20250617
<sci-ml/onnx-1.18.0
virtual/lapack
cuda? (
dev-libs/cudnn
>=sci-ml/cudnn-frontend-1.12.0:=
>=dev-util/nvidia-cuda-toolkit-12.9:=[profiler]
cusparselt? ( dev-libs/cusparselt )
)
fbgemm? ( sci-ml/FBGEMM )
gloo? ( >=sci-ml/gloo-2025.06.04[cuda?,rocm?] )
mpi? ( virtual/mpi )
nnpack? (
sci-ml/NNPACK
dev-libs/pthreadpool
)
numpy? ( $(python_gen_cond_dep '
dev-python/numpy[${PYTHON_USEDEP}]
') )
onednn? ( =sci-ml/oneDNN-3.5* )
opencl? ( virtual/opencl )
qnnpack? (
!sci-libs/QNNPACK
sci-ml/gemmlowp
dev-libs/pthreadpool
)
rocm? (
nccl? ( >=dev-libs/rccl-6.3:= <dev-libs/rccl-7.2:= )
>=dev-util/hip-6.3:= <dev-util/hip-7.2:=
>=dev-util/roctracer-6.3:= <dev-util/roctracer-7.2:=
>=sci-libs/hipBLAS-6.3:= <sci-libs/hipBLAS-7.2:=[rocsolver(+)]
>=sci-libs/hipBLASLt-6.3:= <sci-libs/hipBLASLt-7.2:=
>=sci-libs/hipFFT-6.3:= <sci-libs/hipFFT-7.2:=
>=sci-libs/hipRAND-6.3:= <sci-libs/hipRAND-7.2:=
>=sci-libs/hipSOLVER-6.3:= <sci-libs/hipSOLVER-7.2:=
>=sci-libs/hipSPARSE-6.3:= <sci-libs/hipSPARSE-7.2:=
>=sci-libs/miopen-6.3:= <sci-libs/miopen-7.2:=
>=sci-libs/rocBLAS-6.3:= <sci-libs/rocBLAS-7.2:=
>=sci-libs/rocRAND-6.3:= <sci-libs/rocRAND-7.2:=
>=sci-libs/rocSOLVER-6.3:= <sci-libs/rocSOLVER-7.2:=
memefficient? ( sci-libs/aotriton-bin:0/0.11 )
distributed? ( >=dev-util/rocm-smi-6.3:= <dev-util/rocm-smi-7.2:= )
)
distributed? (
!rocm? ( sci-ml/tensorpipe[cuda?] )
dev-cpp/cpp-httplib:=
)
xnnpack? (
>=sci-ml/XNNPACK-2024.11
dev-libs/pthreadpool
)
mkl? ( sci-libs/mkl )
openblas? ( sci-libs/openblas )
"
DEPEND="
${RDEPEND}
dev-cpp/nlohmann_json
dev-libs/flatbuffers
dev-libs/FXdiv
dev-libs/pocketfft
dev-libs/psimd
sci-ml/FP16
$(python_gen_cond_dep '
dev-python/pybind11[${PYTHON_USEDEP}]
dev-python/pyyaml[${PYTHON_USEDEP}]
dev-python/typing-extensions[${PYTHON_USEDEP}]
')
cuda? ( >=dev-libs/cutlass-3.9.2[tools(+)] )
onednn? ( sci-ml/ideep )
rocm? (
>=sci-libs/hipCUB-6.3:= <sci-libs/hipCUB-7.2:=
>=sci-libs/rocPRIM-6.3:= <sci-libs/rocPRIM-7.2:=
>=sci-libs/rocThrust-6.3:= <sci-libs/rocThrust-7.2:=
)
qnnpack? ( dev-libs/clog )
"
PATCHES=(
"${FILESDIR}"/${PN}-2.5.1-unbundle_fmt.patch
"${FILESDIR}"/${PN}-2.5.1-unbundle_kineto.patch
"${FILESDIR}"/${PN}-2.8.0-unbundle_pocketfft.patch
"${FILESDIR}"/${PN}-2.5.1-cudnn_include_fix.patch
"${FILESDIR}"/${PN}-2.9.0-gentoo.patch
"${FILESDIR}"/${PN}-2.4.0-cpp-httplib.patch
"${FILESDIR}"/${PN}-2.5.1-glog-0.6.0.patch
"${FILESDIR}"/${PN}-2.5.1-newfix-functorch-install.patch
"${FILESDIR}"/${PN}-2.6.0-rocm-fix-std-cpp17.patch
"${FILESDIR}"/${PN}-2.7.0-glog-0.7.1.patch
"${FILESDIR}"/${PN}-2.7.1-aotriton-fixes.patch
"${FILESDIR}"/${PN}-2.8.0-rocm-minus-flash.patch
"${FILESDIR}"/${PN}-2.9.0-cmake.patch
"${FILESDIR}"/${PN}-2.9.0-rocm-distributed-link.patch
)
src_prepare() {
if use cuda && ( use flash || use memefficient ); then
mv "${WORKDIR}"/${FLASH_P}/* third_party/${FLASH_PN}/ || die
fi
filter-lto #bug 862672
# Unbundle fmt
sed -i \
-e 's|::fmt-header-only||' \
c10/CMakeLists.txt \
cmake/Dependencies.cmake \
torch/CMakeLists.txt \
|| die
# tensorpipe is in system, not a build target of caffe2
sed -e '/target_compile_options_if_supported(tensorpipe/d' -i cmake/Dependencies.cmake || die
# Drop third_party from CMake tree
sed -i \
-e '/add_subdirectory.*third_party/d' \
CMakeLists.txt \
cmake/Dependencies.cmake \
cmake/ProtoBuf.cmake \
aten/src/ATen/CMakeLists.txt \
|| die
# Change libc10* path
sed -i \
-e "/EXPORT/s|DESTINATION lib)|DESTINATION $(get_libdir))|" \
c10/cuda/CMakeLists.txt \
c10/CMakeLists.txt \
c10/hip/CMakeLists.txt \
|| die
# Change libaotriton path
sed -i \
-e "s|}/lib|}/$(get_libdir)|g" \
cmake/External/aotriton.cmake \
|| die
# Noisy warnings from Logging.h
sed -i 's/-Wextra-semi//' cmake/public/utils.cmake || die
cmake_src_prepare
pushd torch/csrc/jit/serialization > /dev/null || die
flatc --cpp --gen-mutable --scoped-enums mobile_bytecode.fbs || die
popd > /dev/null || die
# prefixify the hardcoded paths, after all patches are applied
hprefixify \
aten/CMakeLists.txt \
caffe2/CMakeLists.txt \
cmake/Metal.cmake \
cmake/Modules/*.cmake \
cmake/Modules_CUDA_fix/FindCUDNN.cmake \
cmake/Modules_CUDA_fix/upstream/FindCUDA/make2cmake.cmake \
cmake/Modules_CUDA_fix/upstream/FindPackageHandleStandardArgs.cmake \
cmake/public/LoadHIP.cmake \
cmake/public/cuda.cmake \
cmake/Dependencies.cmake \
torch/CMakeLists.txt \
CMakeLists.txt
if use rocm; then
sed -e "s:/opt/rocm:/usr:" \
-e "s:lib/cmake:$(get_libdir)/cmake:g" \
-i cmake/public/LoadHIP.cmake || die
# TODO: delete, when caffe2 depends on systemwide composable_kernel
sed -e "s:third_party/composable_kernel:../composable_kernel-${CK_COMMIT}:g" \
-i aten/src/ATen/CMakeLists.txt || die
# Bug 959808: fix for gfx101x targets
pushd "${WORKDIR}/composable_kernel-${CK_COMMIT}" > /dev/null || die
eapply "${FILESDIR}"/composable-kernel-7fe50dc-expand-isa.patch
popd > /dev/null || die
if tc-is-clang; then
# Systemwide gcc (for absl and at::TensorBase) + hipcc (llvm>=18) need abi-compat=17.
# But systemwide clang>=18 + hipcc (>=llvm-18) need opposite!
# See also: https://github.com/llvm/llvm-project/issues/102443#issuecomment-2329726287
sed -e '/-fclang-abi-compat=17/d' -i cmake/Dependencies.cmake || die
fi
# Workaround for libc++ issue https://github.com/llvm/llvm-project/issues/100802
sed -e 's/std::memcpy/memcpy/g' -i torch/headeronly/util/Half.h || die
# Typo: https://github.com/pytorch/pytorch/pull/166502
sed -e 's/gloo_hiop/gloo_hip/' -i cmake/Modules/FindGloo.cmake || die
ebegin "HIPifying cuda sources"
${EPYTHON} tools/amd_build/build_amd.py || die
eend $?
fi
}
src_configure() {
if use cuda && [[ -z ${TORCH_CUDA_ARCH_LIST} ]]; then
ewarn "WARNING: caffe2 is being built with its default CUDA compute capabilities: 3.5 and 7.0."
ewarn "These may not be optimal for your GPU."
ewarn ""
ewarn "To configure caffe2 with the CUDA compute capability that is optimal for your GPU,"
ewarn "set TORCH_CUDA_ARCH_LIST in your make.conf, and re-emerge caffe2."
ewarn "For example, to use CUDA capability 7.5 & 3.5, add: TORCH_CUDA_ARCH_LIST=7.5 3.5"
ewarn "For a Maxwell model GPU, an example value would be: TORCH_CUDA_ARCH_LIST=Maxwell"
ewarn ""
ewarn "You can look up your GPU's CUDA compute capability at https://developer.nvidia.com/cuda-gpus"
ewarn "or by running /opt/cuda/extras/demo_suite/deviceQuery | grep 'CUDA Capability'"
fi
local mycmakeargs=(
-DBUILD_CUSTOM_PROTOBUF=OFF
-DLIBSHM_INSTALL_LIB_SUBDIR="${EPREFIX}"/usr/$(get_libdir)
-DPython_EXECUTABLE="${PYTHON}"
-DTORCH_INSTALL_LIB_DIR="${EPREFIX}"/usr/$(get_libdir)
-DUSE_CCACHE=OFF
-DUSE_CUDA=$(usex cuda)
-DUSE_DISTRIBUTED=$(usex distributed)
-DUSE_FBGEMM=$(usex fbgemm)
-DUSE_FLASH_ATTENTION=$(usex flash)
-DUSE_GFLAGS=ON
-DUSE_GLOG=ON
-DUSE_GLOO=$(usex gloo)
-DUSE_ITT=OFF
-DUSE_KINETO=ON
-DUSE_KLEIDIAI=OFF # TODO
-DUSE_MAGMA=OFF # TODO: In GURU as sci-libs/magma
-DUSE_MEM_EFF_ATTENTION=$(usex memefficient)
-DUSE_MKLDNN=$(usex onednn)
-DUSE_MPI=$(usex mpi)
-DUSE_NCCL=OFF
-DUSE_NNPACK=$(usex nnpack)
-DUSE_NUMA=OFF
-DUSE_NUMPY=$(usex numpy)
-DUSE_OPENCL=$(usex opencl)
-DUSE_OPENMP=$(usex openmp)
-DUSE_PYTORCH_QNNPACK=$(usex qnnpack)
-DUSE_PYTORCH_METAL=OFF
-DUSE_ROCM=$(usex rocm)
-DUSE_SYSTEM_CPUINFO=ON
-DUSE_SYSTEM_EIGEN_INSTALL=ON
-DUSE_SYSTEM_FP16=ON
-DUSE_SYSTEM_FXDIV=ON
-DUSE_SYSTEM_GLOO=ON
-DUSE_SYSTEM_NVTX=ON
-DUSE_SYSTEM_ONNX=ON
-DUSE_SYSTEM_PSIMD=ON
-DUSE_SYSTEM_PTHREADPOOL=ON
-DUSE_SYSTEM_PYBIND11=ON
-DUSE_SYSTEM_SLEEF=ON
-DUSE_SYSTEM_XNNPACK=$(usex xnnpack)
-DUSE_TENSORPIPE=$(use distributed && use !rocm && echo ON || echo OFF)
-DUSE_UCC=OFF
-DUSE_VALGRIND=OFF
-DUSE_XNNPACK=$(usex xnnpack)
-DUSE_XPU=OFF
-Wno-dev
)
if use mkl; then
mycmakeargs+=(-DBLAS=MKL)
elif use openblas; then
mycmakeargs+=(-DBLAS=OpenBLAS)
else
mycmakeargs+=(-DBLAS=Generic -DBLAS_LIBRARIES=)
fi
if use cuda; then
addpredict "/dev/nvidiactl" # bug 867706
addpredict "/dev/char"
addpredict "/proc/self/task" # bug 926116
mycmakeargs+=(
-DUSE_CUDNN=ON
-DTORCH_CUDA_ARCH_LIST="${TORCH_CUDA_ARCH_LIST:-3.5 7.0}"
-DUSE_NCCL=OFF # TODO: NVIDIA Collective Communication Library
-DCMAKE_CUDA_FLAGS="$(cuda_gccdir -f | tr -d \")"
-DUSE_CUSPARSELT=$(usex cusparselt)
)
elif use rocm; then
export PYTORCH_ROCM_ARCH="$(get_amdgpu_flags)"
if use memefficient; then
export AOTRITON_INSTALLED_PREFIX="${ESYSROOT}/usr"
fi
mycmakeargs+=(
-DUSE_NCCL=$(usex nccl)
-DUSE_SYSTEM_NCCL=ON
-DCMAKE_REQUIRE_FIND_PACKAGE_HIP=ON
-DUSE_ROCM_CK_SDPA=OFF # requires flash + aiter, works only on gfx90a/gfx942/gfx950
)
# ROCm libraries produce too much warnings
append-cxxflags -Wno-deprecated-declarations -Wno-unused-result -Wno-unused-value
fi
if use onednn; then
mycmakeargs+=(
-DMKLDNN_FOUND=ON
-DMKLDNN_LIBRARIES=dnnl
-DMKLDNN_INCLUDE_DIR="${ESYSROOT}/usr/include/oneapi/dnnl"
)
fi
cmake_src_configure
}
src_compile() {
PYTORCH_BUILD_VERSION=${PV} \
PYTORCH_BUILD_NUMBER=0 \
cmake_src_compile
}
python_install() {
python_domodule python/torch
mkdir "${D}"$(python_get_sitedir)/torch/bin || die
mkdir "${D}"$(python_get_sitedir)/torch/lib || die
mkdir "${D}"$(python_get_sitedir)/torch/include || die
ln -s ../../../../../include/torch \
"${D}$(python_get_sitedir)"/torch/include/torch || die # bug 923269
ln -s ../../../../../bin/torch_shm_manager \
"${D}"/$(python_get_sitedir)/torch/bin/torch_shm_manager || die
ln -s ../../../../../$(get_libdir)/libtorch_global_deps.so \
"${D}"/$(python_get_sitedir)/torch/lib/libtorch_global_deps.so || die
}
src_install() {
cmake_src_install
# Used by pytorch ebuild
insinto "/var/lib/${PN}"
doins "${BUILD_DIR}"/CMakeCache.txt
dostrip -x /var/lib/${PN}/functorch.so
rm -rf python
mkdir -p python/torch || die
cp torch/version.py python/torch/ || die
python_install
}
|