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August meetup agenda #1

August meetup agenda

August meetup agenda #1

name: Integration Tests
on:
workflow_dispatch:
pull_request:
branches: [main]
merge_group:
branches: [main]
types: [checks_requested]
concurrency:
group: ${{ github.ref }}
cancel-in-progress: ${{ github.ref != 'refs/heads/master' }}
env:
TRITON_USE_ASSERT_ENABLED_LLVM: "TRUE"
jobs:
Runner-Preparation:
runs-on: ubuntu-latest
outputs:
matrix-required: ${{ steps.set-matrix.outputs.matrix-required }}
matrix-optional: ${{ steps.set-matrix.outputs.matrix-optional }}
steps:
- name: Prepare runner matrix
id: set-matrix
run: |
if [ x"${{ github.repository }}" == x"openai/triton" ]; then
echo '::set-output name=matrix-required::[["self-hosted", "A100"], ["self-hosted", "H100"]]'
echo '::set-output name=matrix-optional::[]'
else
echo '::set-output name=matrix-required::["ubuntu-latest"]'
echo '::set-output name=matrix-optional::["ubuntu-latest"]'
fi
Integration-Tests-Nvidia:
needs: Runner-Preparation
runs-on: ${{ matrix.runner }}
strategy:
matrix:
runner: ${{fromJson(needs.Runner-Preparation.outputs.matrix-required)}}
steps:
- name: Checkout
uses: actions/checkout@v2
- name: Set CUDA ENV
if: ${{(matrix.runner[0] == 'self-hosted') && (matrix.runner[1] == 'V100' || matrix.runner[1] == 'A100' || matrix.runner[1] == 'H100')}}
run: |
echo "BACKEND=CUDA" >> "${GITHUB_ENV}"
echo "ENABLE_TMA=0" >> "${GITHUB_ENV}"
echo "ENABLE_MMA_V3=0" >> "${GITHUB_ENV}"
- name: Clear cache
run: |
rm -rf ~/.triton
- name: Update PATH
run: |
echo "PATH=${HOME}/.local/bin:${PATH}" >> "${GITHUB_ENV}"
- name: Install Triton
if: ${{ env.BACKEND == 'CUDA'}}
run: |
cd python
python3 -m pip install --upgrade pip
python3 -m pip install cmake==3.24
python3 -m pip install --no-build-isolation -vvv '.[tests]'
python3 -m pip install pytest-xdist
- name: Run lit tests
if: ${{ env.BACKEND == 'CUDA'}}
run: |
python3 -m pip install lit
cd python
LIT_TEST_DIR="build/$(ls build | grep -i cmake)/test"
if [ ! -d "${LIT_TEST_DIR}" ]; then
echo "Coult not find '${LIT_TEST_DIR}'" ; exit -1
fi
lit -v "${LIT_TEST_DIR}"
- name: Enable MMAV3 and TMA
if: ${{(matrix.runner[0] == 'self-hosted') && (matrix.runner[1] == 'H100')}}
run: |
echo "ENABLE_TMA=1" >> "${GITHUB_ENV}"
echo "ENABLE_MMA_V3=1" >> "${GITHUB_ENV}"
- name: Run python tests on CUDA with ENABLE_TMA=1 and ENABLE_MMA_V3=1
if: ${{ env.BACKEND == 'CUDA' && env.ENABLE_TMA == '1' && env.ENABLE_MMA_V3 == '1'}}
run: |
cd python/test/unit
python3 -m pytest -n 8 --ignore=runtime
# run runtime tests serially to avoid race condition with cache handling.
python3 -m pytest runtime/
- name: Run python tests on CUDA with ENABLE_TMA=0 and ENABLE_MMA_V3=0
if: ${{ env.BACKEND == 'CUDA' && env.ENABLE_TMA == '0' && env.ENABLE_MMA_V3 == '0'}}
run: |
cd python/test/unit
python3 -m pytest -n 8 --ignore=runtime
# run runtime tests serially to avoid race condition with cache handling.
python3 -m pytest runtime/
- name: Create artifacts archive
if: ${{(matrix.runner[0] == 'self-hosted') && (matrix.runner[1] == 'V100' || matrix.runner[1] == 'A100' || matrix.runner[1] == 'H100')}}
run: |
cd ~/.triton
tar -czvf artifacts.tar.gz cache
- name: Upload artifacts archive
if: ${{(matrix.runner[0] == 'self-hosted') && (matrix.runner[1] == 'V100' || matrix.runner[1] == 'A100' || matrix.runner[1] == 'H100')}}
uses: actions/upload-artifact@v2
with:
name: artifacts ${{ matrix.runner[1] }}
path: ~/.triton/artifacts.tar.gz
- name: Run CXX unittests
if: ${{ env.BACKEND == 'CUDA'}}
run: |
cd python
cd "build/$(ls build | grep -i cmake)"
ctest
- name: Regression tests
if: ${{ contains(matrix.runner, 'A100') }}
run: |
python3 -m pip install pytest-rerunfailures
cd python/test/regression
sudo nvidia-smi -i 0 -pm 1
sudo nvidia-smi -i 0 --lock-gpu-clocks=1280,1280
python3 -m pytest -vs . --reruns 10
sudo nvidia-smi -i 0 -rgc
Integration-Tests-Third-Party:
needs: Runner-Preparation
runs-on: ${{ matrix.runner }}
strategy:
matrix:
runner: ${{fromJson(needs.Runner-Preparation.outputs.matrix-optional)}}
steps:
- name: Checkout
uses: actions/checkout@v2
- name: Set ROCM ENV
if: ${{(matrix.runner[0] == 'self-hosted') && (matrix.runner[1] == 'gfx908')}}
run: |
echo "BACKEND=ROCM" >> "${GITHUB_ENV}"
- name: Set XPU ENV
if: ${{(matrix.runner[0] == 'self-hosted') && (matrix.runner[1] == 'arc770')}}
run: |
echo "BACKEND=XPU" >> "${GITHUB_ENV}"
- name: Clear cache
run: |
rm -rf ~/.triton
- name: Update PATH
run: |
echo "PATH=${HOME}/.local/bin:${PATH}" >> "${GITHUB_ENV}"
- name: Check pre-commit
if: ${{ matrix.runner != 'macos-10.15' && (matrix.runner[1] != 'arc770') }}
run: |
python3 -m pip install --upgrade pre-commit
python3 -m pre_commit run --all-files --verbose
- name: Check pre-commit arc770
if: ${{ matrix.runner != 'macos-10.15' && (matrix.runner[1] == 'arc770') }}
run: |
source ${HOME}/triton_vars.sh
source ${HOME}/miniconda3/bin/activate
conda activate triton-xpu-ci
python3 -m pip install --upgrade pre-commit
python3 -m pre_commit run --all-files
- name: Install Triton on ROCM
if: ${{ env.BACKEND == 'ROCM'}}
run: |
cd python
python3 -m pip install --upgrade pip
python3 -m pip install cmake==3.24
python3 -m pip install torch==1.13.1 --index-url https://download.pytorch.org/whl/rocm5.2
python3 -m pip install --no-build-isolation -vvv '.[tests]'
- name: Install Triton on XPU
if: ${{ env.BACKEND == 'XPU'}}
run: |
source ${HOME}/triton_vars.sh
source ${HOME}/miniconda3/bin/activate
conda activate triton-xpu-ci
git submodule update --init --recursive
cd python
python3 -m pip install --upgrade pip
python3 -m pip install cmake==3.24
export TRITON_CODEGEN_INTEL_XPU_BACKEND=1
python3 -m pip uninstall -y triton
python3 setup.py build
python3 -m pip install --no-build-isolation -vvv '.[tests]'
- name: Run python tests on ROCM
if: ${{ env.BACKEND == 'ROCM'}}
run: |
cd python/test/unit/language
python3 -m pytest --capture=tee-sys -rfs --verbose "test_core.py::test_empty_kernel"
- name: Run python tests on XPU
if: ${{ env.BACKEND == 'XPU'}}
run: |
source ${HOME}/triton_vars.sh
source ${HOME}/miniconda3/bin/activate
conda activate triton-xpu-ci
cd python/test/backend/third_party_backends
python3 -m pytest --capture=tee-sys -rfs --verbose --backend xpu
Compare-artifacts:
needs: Integration-Tests-Nvidia
runs-on: ubuntu-latest
steps:
- name: Checkout
uses: actions/checkout@v2
- name: Install gh CLI
run: |
sudo apt-key adv --keyserver keyserver.ubuntu.com --recv-key 23F3D4EA75716059
echo "deb [arch=$(dpkg --print-architecture)] https://cli.github.com/packages focal main" | sudo tee /etc/apt/sources.list.d/github-cli.list > /dev/null
sudo apt update
sudo apt install gh
- name: Download latest main artifacts
env:
ARTIFACT_NAME: artifacts A100
ARTIFACT_JOB_NAME: Integration-Tests-Nvidia
GH_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: |
OWNER_REPO="${{ github.repository }}"
echo "OWNER_REPO: $OWNER_REPO"
PR_NUMBERS=($(gh api --method GET repos/$OWNER_REPO/pulls -f state=closed | jq -r ".[] | select(.merged_at != null) | .number"))
# Not all PRs go through integration tests
success=0
for PR_NUMBER in "${PR_NUMBERS[@]}"
do
echo "Last merged PR number: $PR_NUMBER"
BRANCH_NAME=$(gh api repos/$OWNER_REPO/pulls/$PR_NUMBER --jq '.head.ref')
echo "BRANCH_NAME: $BRANCH_NAME"
USER_ID=$(gh api repos/$OWNER_REPO/pulls/$PR_NUMBER --jq '.user.id')
echo "USER_ID: $USER_ID"
page=1
while true; do
run_id=$(gh api --method GET "repos/$OWNER_REPO/actions/runs?page=$page&per_page=100" | jq --arg branch_name "$BRANCH_NAME" --arg run_name "Integration Tests" --arg user_id "$USER_ID" '.workflow_runs[] | select(.head_branch == $branch_name and .name == $run_name and .actor.id == ($user_id | tonumber))' | jq '.id' | head -1)
if [ "$run_id" != "" ]; then
echo "First run ID on branch $BRANCH_NAME is: $run_id"
WORKFLOW_RUN_ID=$run_id
break
fi
((page++))
done
echo "WORKFLOW_RUN_ID: $WORKFLOW_RUN_ID"
ARTIFACT_URL=$(gh api repos/$OWNER_REPO/actions/runs/$WORKFLOW_RUN_ID/artifacts | jq --arg artifact_name "$ARTIFACT_NAME" '.artifacts[] | select(.name == $artifact_name).archive_download_url' --raw-output)
echo "ARTIFACT_URL: $ARTIFACT_URL"
if [ -n "$ARTIFACT_URL" ]; then
echo "Downloading artifact: $ARTIFACT_URL"
curl --location --remote-header-name -H "Authorization: token $GH_TOKEN" -o reference.zip "$ARTIFACT_URL"
# Print the size of the downloaded artifact
echo "Artifact size (stat): $(stat --printf="%s bytes" reference.zip)"
echo "Artifact size (du): $(du -sh reference.zip)"
unzip reference.zip
tar -xzf artifacts.tar.gz
rm reference.zip
rm artifacts.tar.gz
mv cache reference
success=1
break
fi
done
if [ $success -eq 0 ]; then
echo "No artifact found with the name: $ARTIFACT_NAME"
exit 1
fi
- name: Download current job artifacts
uses: actions/download-artifact@v2
with:
name: artifacts A100
- name: Unzip current job artifacts
run: |
# Print the size of the downloaded artifact
echo "Artifact size (stat): $(stat --printf="%s bytes" artifacts.tar.gz)"
echo "Artifact size (du): $(du -sh artifacts.tar.gz)"
tar -xzf artifacts.tar.gz
rm artifacts.tar.gz
mv cache current
- name: Compare artifacts
run: |
set +e
python3 python/test/tools/compare_files.py --path1 reference --path2 current --kernels python/test/kernel_comparison/kernels.yml
exit_code=$?
set -e
echo $exit_code
if [ $exit_code -eq 0 ]; then
echo "Artifacts are identical"
echo "COMPARISON_RESULT=true" >> $GITHUB_ENV
elif [ $exit_code -eq 1 ]; then
echo "Artifacts are different"
echo "COMPARISON_RESULT=false" >> $GITHUB_ENV
else
echo "Error while comparing artifacts"
echo "COMPARISON_RESULT=error" >> $GITHUB_ENV
fi
echo "COMPARISON_RESULT=env.COMPARISON_RESULT"
- name: Check exit code and handle failure
if: ${{ env.COMPARISON_RESULT == 'error' }}
run: |
echo "Error while comparing artifacts"
exit 1
- name: Fetch Run ID
id: get_run_id
run: echo "RUN_ID=${{ github.run_id }}" >> $GITHUB_ENV
- name: Upload results as artifact
uses: actions/upload-artifact@v2
with:
name: kernels-reference-check
path: kernels_reference_check.txt
- name: Check output and comment on PR
if: ${{ env.COMPARISON_RESULT == 'false' }}
uses: actions/github-script@v5
with:
github-token: ${{ secrets.CI_ACCESS_TOKEN }}
script: |
const run_id = ${{ env.RUN_ID }};
const issue_number = context.payload.pull_request.number;
const message = `:warning: **This PR does not produce bitwise identical kernels as the branch it's merged against.** Please check artifacts for details. [Download the output file here](https://github.com/${{ github.repository }}/actions/runs/${run_id}).`;
await github.rest.issues.createComment({
owner: context.repo.owner,
repo: context.repo.repo,
issue_number: issue_number,
body: message
});