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Update base for Update on "[Cutlass] Implement cutlass epilogue visitor python codegen"
This PR implements the second codegen task of CUTLASS EVT: translating inductor epilogue nodes into python code that will be traced by the EVT infra. Details: The implementation uses a simple ops wrapper which only supports add and mul pointwise ops today (to be extended in the future). This ops wrapper generates python code from inner_fn of the epilogue nodes in the format EVT expects. The main caveat is that one of the outputs needs to be named "D" and the accumulator input needs to be named "acc". Reads/writes are named according to the inductor buffer names otherwise. Previously merged: * #150904 * #150903 * #150346 * #150345 * #150344 cc voznesenskym penguinwu EikanWang jgong5 Guobing-Chen XiaobingSuper zhuhaozhe blzheng wenzhe-nrv jiayisunx ipiszy chenyang78 kadeng muchulee8 amjames chauhang aakhundov [ghstack-poisoned]
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‎.github/ci_commit_pins/xla.txt

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ac9a39f4b768cef09b9d2be8e074be496d7783b6
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‎.github/scripts/generate_binary_build_matrix.py

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"pytorch_extra_install_requirements": (
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PYTORCH_EXTRA_INSTALL_REQUIREMENTS["xpu"]
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if gpu_arch_type == "xpu"
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else PYTORCH_EXTRA_INSTALL_REQUIREMENTS[CUDA_STABLE]
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if os != "linux"
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else ""
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),
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}

‎.github/workflows/_binary-build-linux.yml

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fi
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- name: Checkout PyTorch to pytorch dir
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uses: actions/checkout@v4
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uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
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with:
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ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
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submodules: recursive
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- name: configure aws credentials
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id: aws_creds
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if: ${{ steps.filter.outputs.is-test-matrix-empty == 'False' && inputs.build_environment != 'linux-s390x-binary-manywheel' && startsWith(github.event.ref, 'refs/tags/ciflow/') }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::308535385114:role/gha_workflow_s3_and_ecr_read_only
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aws-region: us-east-1
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# Ensure the working directory gets chowned back to the current user
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docker run --rm -v "${RUNNER_TEMP}/artifacts:/v" -w /v "${ALPINE_IMAGE}" chown -R "$(id -u):$(id -g)" .
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- uses: actions/upload-artifact@v4.4.0
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- uses: actions/upload-artifact@50769540e7f4bd5e21e526ee35c689e35e0d6874 # v4.4.0
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if: ${{ steps.filter.outputs.is-test-matrix-empty == 'False' }}
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with:
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name: ${{ inputs.build_name }}

‎.github/workflows/_binary-test-linux.yml

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mkdir "${GITHUB_WORKSPACE}"
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- name: Checkout PyTorch to pytorch dir
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uses: actions/checkout@v4
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uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
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with:
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ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
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submodules: recursive
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- name: Download Build Artifacts
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if: ${{ steps.filter.outputs.is-test-matrix-empty == 'False' }}
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uses: actions/download-artifact@v4.1.7
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uses: actions/download-artifact@65a9edc5881444af0b9093a5e628f2fe47ea3b2e # v4.1.7
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with:
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name: ${{ inputs.build_name }}
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path: "${{ runner.temp }}/artifacts/"
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- name: configure aws credentials
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id: aws_creds
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if: ${{ steps.filter.outputs.is-test-matrix-empty == 'False' && inputs.build_environment != 'linux-s390x-binary-manywheel' && startsWith(github.event.ref, 'refs/tags/ciflow/') }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::308535385114:role/gha_workflow_s3_and_ecr_read_only
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aws-region: us-east-1

‎.github/workflows/_binary-upload.yml

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- name: Configure AWS credentials(PyTorch account) for nightly
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if: ${{ github.event_name == 'push' && github.event.ref == 'refs/heads/nightly' }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::749337293305:role/gha_workflow_nightly_build_wheels
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aws-region: us-east-1
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- name: Configure AWS credentials(PyTorch account) for RC builds
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if: ${{ github.event_name == 'push' && (startsWith(github.event.ref, 'refs/tags/') && !startsWith(github.event.ref, 'refs/tags/ciflow/')) }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::749337293305:role/gha_workflow_test_build_wheels
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aws-region: us-east-1
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# NB: When the previous build job is skipped, there won't be any artifacts and
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# this step will fail. Binary build jobs can only be skipped on CI, not nightly
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continue-on-error: true
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uses: actions/download-artifact@v4.1.7
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uses: actions/download-artifact@65a9edc5881444af0b9093a5e628f2fe47ea3b2e # v4.1.7
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with:
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name: ${{ inputs.build_name }}
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path: "${{ runner.temp }}/artifacts/"

‎.github/workflows/_docs.yml

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- name: configure aws credentials
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if : ${{ inputs.aws-role-to-assume != '' }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: ${{ inputs.aws-role-to-assume }}
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role-session-name: gha-linux-test
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- name: configure aws credentials
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if : ${{ inputs.upload-aws-role-to-assume != '' }}
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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- name: Upload Python Docs Preview
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uses: seemethere/upload-artifact-s3@v5
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uses: seemethere/upload-artifact-s3@baba72d0712b404f646cebe0730933554ebce96a # v5.1.0
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if: ${{ github.event_name == 'pull_request' && matrix.docs_type == 'python' && steps.build-docs.outcome == 'success' }}
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uses: seemethere/upload-artifact-s3@baba72d0712b404f646cebe0730933554ebce96a # v5.1.0
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if: ${{ github.event_name == 'pull_request' && matrix.docs_type == 'cpp' && steps.build-docs.outcome == 'success' }}
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uses: seemethere/upload-artifact-s3@baba72d0712b404f646cebe0730933554ebce96a # v5.1.0
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if: ${{ github.event_name == 'pull_request' && matrix.docs_type == 'functorch' && steps.build-docs.outcome == 'success' }}
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‎.github/workflows/_linux-build.yml

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if: inputs.build-environment != 'linux-s390x-binary-manywheel'
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- name: configure aws credentials
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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if: ${{ inputs.aws-role-to-assume != '' && inputs.build-environment != 'linux-s390x-binary-manywheel' }}
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with:
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zip -1 -r artifacts.zip dist/ build/custom_test_artifacts build/lib build/bin .additional_ci_files
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- name: Store PyTorch Build Artifacts on S3
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uses: seemethere/upload-artifact-s3@v5
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uses: seemethere/upload-artifact-s3@baba72d0712b404f646cebe0730933554ebce96a # v5.1.0
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if: inputs.build-generates-artifacts && steps.build.outcome != 'skipped' && inputs.build-environment != 'linux-s390x-binary-manywheel'
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with:
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s3-bucket: ${{ inputs.s3-bucket }}
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- name: Store PyTorch Build Artifacts for s390x
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uses: actions/upload-artifact@v4
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uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
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if: inputs.build-generates-artifacts && steps.build.outcome != 'skipped' && inputs.build-environment == 'linux-s390x-binary-manywheel'
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with:
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name: ${{ inputs.build-environment }}

‎.github/workflows/_linux-test.yml

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- name: configure aws credentials
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if : ${{ inputs.aws-role-to-assume != '' && inputs.build-environment != 'linux-s390x-binary-manywheel' }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-session-name: gha-linux-test
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find . -iname "core.[1-9]*" -exec docker exec "${DOCKER_CONTAINER_ID}" sh -c "gdb python {} -ex 'bt' -ex 'q'" \;
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- name: Store Core dumps on S3
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uses: seemethere/upload-artifact-s3@v5
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uses: seemethere/upload-artifact-s3@baba72d0712b404f646cebe0730933554ebce96a # v5.1.0
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if: failure()
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‎.github/workflows/_mac-build.yml

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pip-requirements-file: .github/requirements/pip-requirements-${{ runner.os }}.txt
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- name: Install sccache (only for non-forked PRs, and pushes to trunk)
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uses: nick-fields/retry@v3.0.0
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uses: nick-fields/retry@7152eba30c6575329ac0576536151aca5a72780e # v3.0.0
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if: ${{ github.event_name == 'push' || github.event.pull_request.head.repo.full_name == github.repository }}
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with:
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timeout_minutes: 5
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zip -1 -r artifacts.zip dist/ build/.ninja_log build/compile_commands.json .additional_ci_files
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- name: Store PyTorch Build Artifacts on GHA
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uses: actions/upload-artifact@v4
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uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
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if: inputs.build-generates-artifacts && steps.build.outcome != 'skipped'
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name: ${{ env.BUILD_ENVIRONMENT }}
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- name: Upload sccache stats to GHA
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uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
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# Only if sccache is installed, see above
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if: ${{ (github.event_name == 'push' || github.event.pull_request.head.repo.full_name == github.repository) && steps.build.outcome != 'skipped' }}
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with:

‎.github/workflows/_mac-test-mps.yml

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sysctl machdep.cpu.brand_string kern.osproductversion
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- name: Checkout PyTorch
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uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
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with:
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ref: ${{ github.event_name == 'pull_request' && github.event.pull_request.head.sha || github.sha }}
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show-progress: false

‎.github/workflows/_rocm-test.yml

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- name: configure aws credentials
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id: aws_creds
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::308535385114:role/gha_workflow_s3_and_ecr_read_only
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aws-region: us-east-1
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- name: Login to Amazon ECR
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id: login-ecr
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continue-on-error: true
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uses: aws-actions/amazon-ecr-login@062b18b96a7aff071d4dc91bc00c4c1a7945b076 # v2.0.1
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- name: Calculate docker image
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id: calculate-docker-image
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find . -iname "core.[1-9]*" -exec docker exec "${CONTAINER_NAME}" sh -c "gdb python {} -ex 'bt' -ex 'q'" \;
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- name: Store Core dumps on GitHub
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uses: actions/upload-artifact@v4
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uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
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if: failure()
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- name: Authenticate with AWS
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::308535385114:role/gha_workflow_upload-benchmark-results
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# The max duration enforced by the server side

‎.github/workflows/_win-build.yml

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# Upload to github so that people can click and download artifacts
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‎.github/workflows/_win-test.yml

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# TODO: Move to a requirements.txt file for windows
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- name: Install pip dependencies
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uses: nick-fields/retry@v3.0.0
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uses: nick-fields/retry@7152eba30c6575329ac0576536151aca5a72780e # v3.0.0
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shell: bash
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timeout_minutes: 5
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echo "monitor-script-pid=${!}" >> "${GITHUB_OUTPUT}"
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- name: Download PyTorch Build Artifacts
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uses: seemethere/download-artifact-s3@1da556a7aa0a088e3153970611f6c432d58e80e6 # v4.2.0
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‎.github/workflows/_xpu-test.yml

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- name: configure aws credentials
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aws-region: us-east-1
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- name: Login to Amazon ECR
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uses: aws-actions/amazon-ecr-login@062b18b96a7aff071d4dc91bc00c4c1a7945b076 # v2.0.1
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- name: Calculate docker image
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‎.github/workflows/assigntome-docathon.yml

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issues: write
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steps:
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- name: Check for "/assigntome" in comment
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uses: actions/github-script@60a0d83039c74a4aee543508d2ffcb1c3799cdea # v7.0.1
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GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
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with:

‎.github/workflows/auto_request_review.yml

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# v0.7.0
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uses: necojackarc/auto-request-review@e08cdffa277d50854744de3f76230260e61c67f4
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uses: necojackarc/auto-request-review@e08cdffa277d50854744de3f76230260e61c67f4 # v0.7.0
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with:
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token: ${{ secrets.GITHUB_TOKEN }}
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‎.github/workflows/build-magma-linux.yml

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cuda_version: ["128", "126", "124", "118"]
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- name: Checkout PyTorch
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uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
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# Produces artifacts under magma/output/linux-64/magma-cuda*.bz2
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name: artifact_${{ matrix.cuda_version }}
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- name: Configure AWS credentials(PyTorch account)
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if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/main' }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::308535385114:role/gha_workflow_s3_ossci_linux_windows_read_write
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aws-region: us-east-1

‎.github/workflows/build-magma-rocm-linux.yml

Lines changed: 3 additions & 3 deletions
Original file line numberDiff line numberDiff line change
@@ -37,20 +37,20 @@ jobs:
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rocm_version: ["64", "63"]
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steps:
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- name: Checkout PyTorch
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uses: actions/checkout@v4
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uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
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- name: Build Magma Rocm
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working-directory: .ci/magma-rocm
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run: |
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# Produces artifacts under magma-rocm/output/linux-64/magma-rocm*.bz2
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make magma-rocm${{ matrix.rocm_version }}
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- name: Save as artifact
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uses: actions/upload-artifact@v4
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uses: actions/upload-artifact@ea165f8d65b6e75b540449e92b4886f43607fa02 # v4.6.2
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with:
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path: .ci/magma-rocm/output/linux-64/magma-rocm*.bz2
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name: artifact_${{ matrix.rocm_version }}
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- name: Configure AWS credentials(PyTorch account)
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if: ${{ github.event_name == 'push' && github.ref == 'refs/heads/main' }}
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uses: aws-actions/configure-aws-credentials@v4
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uses: aws-actions/configure-aws-credentials@ececac1a45f3b08a01d2dd070d28d111c5fe6722 # v4.1.0
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with:
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role-to-assume: arn:aws:iam::308535385114:role/gha_workflow_s3_ossci_linux_windows_read_write
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aws-region: us-east-1

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