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diff --git a/sci-ml/caffe2/caffe2-2.9.1-r1.ebuild b/sci-ml/caffe2/caffe2-2.9.1-r1.ebuild
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@@ -0,0 +1,406 @@
+# 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
+ 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
+}