Fix ROCm 6.x training error #14
Workflow file for this run
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name: OpenSplat (Ubuntu ROCm/HIP) | |
on: | |
push: | |
branches: | |
- main | |
pull_request: | |
types: [ assigned, opened, synchronize, reopened ] | |
release: | |
types: [ published, edited ] | |
jobs: | |
build: | |
name: ${{ matrix.os }}-rocm-${{ matrix.rocm-version }}-torch-${{ matrix.torch-version }}-${{ matrix.cmake-build-type }} | |
runs-on: ${{ matrix.os }} | |
strategy: | |
fail-fast: false | |
matrix: | |
os: [ubuntu-22.04] # [ubuntu-22.04, ubuntu-20.04, ubuntu-18.04] | |
arch: [x64] # [x64, x86] | |
torch-version: [2.2.1] # [1.12.0, 1.13.0, 2.0.0, 2.1.0, 2.1.1, 2.1.2, 2.2.0, 2.2.1] | |
cuda-version: [11.8.0] # [12.3.2, 12.3.1, 12.1.1, 11.8.0, 11.7.1, 11.6.2, 11.5.2,11.4.4, 11.3.1, 11.2.2, 11.1.1, 11.0.3, cpu] | |
rocm-version: [5.7.1] # [5.4.2, 5.6.1, 5.7.1, 6.0.1, 6.0.2] | |
llvm-version: [16] # [12, 13, 14, 15, 16, 17] | |
cmake-build-type: [Release] # [Debug, ClangTidy] | |
env: | |
CCACHE_DIR: ${{ github.workspace }}/ccache | |
CCACHE_BASEDIR: ${{ github.workspace }} | |
CL: /MP | |
CMAKE_GENERATOR: Ninja | |
CMAKE_GENERATOR_PLATFORM: ${{matrix.arch}} | |
PYTORCH_ROCM_ARCH: gfx906 | |
steps: | |
- name: Checkout Repository | |
uses: actions/checkout@v4 | |
with: | |
submodules: recursive | |
- name: Setup Ubuntu | |
run: | | |
wget -O - https://apt.llvm.org/llvm-snapshot.gpg.key | sudo apt-key add - | |
sudo add-apt-repository "deb http://apt.llvm.org/jammy/ llvm-toolchain-jammy-${{ matrix.llvm-version }} main" | |
sudo apt-get update | |
sudo apt-get install -y \ | |
build-essential \ | |
cmake \ | |
ninja-build \ | |
libopencv-dev \ | |
llvm-${{ matrix.llvm-version }}-dev \ | |
libclang-${{ matrix.llvm-version }}-dev \ | |
clang-${{ matrix.llvm-version }} \ | |
wget | |
sudo update-alternatives --install /usr/bin/clang clang /usr/bin/clang-${{ matrix.llvm-version }} 100 | |
sudo update-alternatives --install /usr/bin/clang++ clang++ /usr/bin/clang++-${{ matrix.llvm-version }} 100 | |
sudo update-alternatives --set clang /usr/bin/clang-${{ matrix.llvm-version }} | |
sudo update-alternatives --set clang++ /usr/bin/clang++-${{ matrix.llvm-version }} | |
wget -nv https://github.com/ccache/ccache/releases/download/v4.9.1/ccache-4.9.1-linux-x86_64.tar.xz | |
sudo tar xf ccache-4.9.1-linux-x86_64.tar.xz -C /usr/bin --strip-components=1 --no-same-owner ccache-4.9.1-linux-x86_64/ccache | |
rm -f ccache-*-linux-x86_64.tar.xz | |
ccache --version | |
- name: Free disk space | |
run: | | |
df -hT | |
# https://github.com/actions/runner-images/issues/2840#issuecomment-790492173 | |
sudo rm -rf /opt/ghc | |
sudo rm -rf /usr/share/dotnet | |
# delete libraries for Android (12G), CodeQL (5.3G), PowerShell (1.3G), Swift (1.7G) | |
sudo rm -rf /usr/local/lib/android | |
sudo rm -rf "${AGENT_TOOLSDIRECTORY}/CodeQL" | |
sudo rm -rf /usr/local/share/powershell | |
sudo rm -rf /usr/share/swift | |
echo "Disk usage after cleanup:" | |
df -hT | |
- name: Sudo Tar Wrapper | |
run: | | |
# Workaround: https://github.com/containers/podman/discussions/17868 | |
sudo mv -fv /usr/bin/tar /usr/bin/tar.orig | |
echo -e '#!/bin/sh\n\nsudo /usr/bin/tar.orig "$@"' | sudo tee -a /usr/bin/tar | |
sudo chmod +x /usr/bin/tar | |
- name: Restore CUDA Cache | |
uses: actions/cache@v4 | |
id: cuda-cache | |
with: | |
key: cuda-${{matrix.CUDA-VERSION}}-ubuntu | |
path: | | |
/usr/local/cuda* | |
- name: Install CUDA | |
if: ${{ steps.cuda-cache.outputs.cache-hit != 'true' }} | |
run: | | |
bash .github/workflows/cuda/${{ runner.os }}.sh ${{ matrix.cuda-version }} | |
- name: Restore ROCm Cache | |
uses: actions/cache@v4 | |
id: rocm-cache | |
with: | |
key: rocm-${{matrix.ROCM-VERSION}}-ubuntu | |
path: | | |
/opt/rocm* | |
/etc/alternatives/rocm | |
- name: Install ROCm | |
if: ${{ steps.rocm-cache.outputs.cache-hit != 'true' }} | |
run: | | |
bash .github/workflows/rocm/${{ runner.os }}.sh ${{ matrix.rocm-version }} ${{ matrix.os }} | |
- name: Setup ROCm And CUDA | |
shell: bash | |
run: | | |
ROCM_VER_FULL=${{ matrix.rocm-version }} | |
ROCM_VER_ARR=($(echo ${ROCM_VER_FULL} | tr "." " ")) | |
ROCM_VER="${ROCM_VER_ARR[0]}.${ROCM_VER_ARR[1]}" | |
ROCM_VER_ID="${ROCM_VER_ARR[0]}_${ROCM_VER_ARR[1]}" | |
ROCM_VER_SHORT="rocm${ROCM_VER_ARR[0]}.${ROCM_VER_ARR[1]}" | |
echo "ROCM_VER_SHORT=${ROCM_VER_SHORT}" >> ${GITHUB_ENV} | |
CUDA_VER_FULL=${{ matrix.cuda-version }} | |
CUDA_VER_ARR=($(echo ${CUDA_VER_FULL} | tr "." " ")) | |
CUDA_VER="${CUDA_VER_ARR[0]}.${CUDA_VER_ARR[1]}" | |
CUDA_VER_ID="${CUDA_VER_ARR[0]}_${CUDA_VER_ARR[1]}" | |
CUDA_VER_SHORT="cu${CUDA_VER_ARR[0]}${CUDA_VER_ARR[1]}" | |
echo "CUDA_VER_SHORT=${CUDA_VER_SHORT}" >> ${GITHUB_ENV} | |
- name: Restore LibTorch Cache | |
uses: actions/cache@v4 | |
id: libtorch-cache | |
with: | |
key: libtorch-${{ matrix.torch-version }}-rocm5.7-ubuntu | |
path: | | |
/mnt/deps/libtorch | |
- name: Install LibTorch | |
if: ${{ steps.libtorch-cache.outputs.cache-hit != 'true' }} | |
run: | | |
sudo mkdir -p -m 777 /mnt/deps | |
wget --no-check-certificate -nv https://download.pytorch.org/libtorch/${ROCM_VER_SHORT}/libtorch-cxx11-abi-shared-with-deps-${{ matrix.torch-version }}%2B${ROCM_VER_SHORT}.zip -O /mnt/deps/libtorch.zip | |
unzip -q /mnt/deps/libtorch.zip -d /mnt/deps | |
rm /mnt/deps/libtorch.zip | |
- name: Cache Build | |
uses: actions/cache@v4 | |
id: cache-builds | |
with: | |
key: ${{ matrix.os }}-rocm-${{ matrix.rocm-version }}-torch-${{ matrix.torch-version }}-${{ matrix.cmake-build-type }}-ccache-${{ github.run_id }} | |
restore-keys: ${{ matrix.os }}-rocm-${{ matrix.rocm-version }}-torch-${{ matrix.torch-version }}-${{ matrix.cmake-build-type }}-ccache- | |
path: ${{ env.CCACHE_DIR }} | |
- name: Configure And Build | |
run: | | |
set -x | |
source .github/workflows/cuda/${{ runner.os }}-env.sh ${CUDA_VER_SHORT} | |
export PATH=$PATH:/opt/rocm/bin | |
clang --version | |
find /opt/rocm -name __clang_cuda_runtime_wrapper.h | |
ls /opt/rocm/llvm/lib/clang | |
sudo ln -s -f /opt/rocm/llvm/lib/clang/16.0.0 /opt/rocm/llvm/lib/clang/16 | |
mkdir build | |
cd build | |
cmake .. \ | |
-G${CMAKE_GENERATOR} \ | |
-DCMAKE_BUILD_TYPE=${{ matrix.cmake-build-type }} \ | |
-DCMAKE_C_COMPILER_LAUNCHER=$(which ccache) \ | |
-DCMAKE_CXX_COMPILER_LAUNCHER=$(which ccache) \ | |
-DCMAKE_PREFIX_PATH=/mnt/deps/libtorch \ | |
-DCMAKE_INSTALL_PREFIX=${{github.workspace}}/install \ | |
-DGPU_RUNTIME=HIP \ | |
-DHIP_ROOT_DIR=/opt/rocm \ | |
-DOPENSPLAT_BUILD_SIMPLE_TRAINER=ON | |
ninja | |
- name: Save Converted Artifacts | |
uses: actions/upload-artifact@v4 | |
with: | |
path: | | |
build/libgsplat.a | |
build/opensplat | |
build/simple_trainer | |
- name: Clean Compiler Cache | |
run: | | |
set -x | |
ccache --show-stats | |
ccache --evict-older-than 7d | |
ccache -s | |
ccache --show-stats |