nsys-jax: re-work to be more pip-install-able #437
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| name: nsys-jax pure-Python CI | |
| concurrency: | |
| group: ${{ github.workflow }}-${{ github.head_ref || github.run_id }} | |
| cancel-in-progress: ${{ github.ref != 'refs/heads/main' }} | |
| on: | |
| pull_request: | |
| types: | |
| - opened | |
| - reopened | |
| - ready_for_review | |
| - synchronize | |
| paths-ignore: | |
| - '**.md' | |
| push: | |
| branches: | |
| - main | |
| defaults: | |
| run: | |
| shell: bash -x -eo pipefail {0} | |
| env: | |
| NSYS_JAX_PYTHON_FILES: | | |
| JAX-Toolbox/.github/container/nsys_jax | |
| JAX-Toolbox/.github/container/jax-nccl-test | |
| jobs: | |
| mypy: | |
| runs-on: ubuntu-24.04 | |
| steps: | |
| - name: Check out the repository under ${GITHUB_WORKSPACE} | |
| uses: actions/checkout@v4 | |
| with: | |
| path: JAX-Toolbox | |
| sparse-checkout: | | |
| .github/container | |
| - name: "Setup Python 3.10" | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.10' | |
| # jax is just a CPU-only build of the latest release for type-checking purposes | |
| - name: "Install jax / nsys_jax / mypy" | |
| run: pip install jax -e JAX-Toolbox/.github/container/nsys_jax matplotlib mypy nbconvert types-protobuf types-requests | |
| - name: "Install protoc" | |
| # TODO: this could install into the pip prefix as a default | |
| run: | | |
| install-protoc local/ | |
| echo "$PWD/local/bin" >> "${GITHUB_PATH}" | |
| - name: "Fetch XLA .proto files" | |
| uses: actions/checkout@v4 | |
| with: | |
| path: xla | |
| repository: openxla/xla | |
| sparse-checkout: | | |
| *.proto | |
| sparse-checkout-cone-mode: false | |
| - name: "Compile .proto files" | |
| run: | | |
| mkdir compiled_protos compiled_stubs protos | |
| mv -v xla/third_party/tsl/tsl protos/ | |
| mv -v xla/xla protos/ | |
| python -c "from nsys_jax import compile_protos; compile_protos(proto_dir='protos', output_dir='compiled_protos', output_stub_dir='compiled_stubs')" | |
| touch compiled_stubs/py.typed | |
| - name: "Convert .ipynb to .py" | |
| run: | | |
| for notebook in $(find ${NSYS_JAX_PYTHON_FILES} -name '*.ipynb'); do | |
| jupyter nbconvert --to script ${notebook} | |
| done | |
| - name: "Run mypy checks" | |
| run: | | |
| export MYPYPATH="${PWD}/compiled_stubs" | |
| mypy --scripts-are-modules ${NSYS_JAX_PYTHON_FILES} | |
| # Test nsys-jax-combine and notebook execution; in future perhaps upload the rendered | |
| # notebook from here too. These input files were generated with something like | |
| # srun -n 4 --container-name=XXX --container-image=ghcr.io/nvidia/jax:pax-2024-07-06 | |
| # env NPROC=4 XLA_FLAGS=--xla_gpu_enable_latency_hiding_scheduler\ | |
| # --xla_gpu_enable_command_buffer= nsys-jax -o ...-fsdp4-4proc-proc%q{SLURM_PROCID} | |
| # -- test-pax.sh --steps=5 --fsdp=4 --multiprocess | |
| # with newer nsys-jax components bind-mounted in. | |
| combine: | |
| runs-on: ubuntu-24.04 | |
| steps: | |
| - name: Check out the repository under ${GITHUB_WORKSPACE} | |
| uses: actions/checkout@v4 | |
| - name: "Setup Python 3.12" | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.12' | |
| - name: Install nsys-jax and dependencies | |
| run: | | |
| # Installs nsys-jax-combine; use an editable install here for better coverage | |
| pip install -e .github/container/nsys_jax[jupyter] | |
| # TODO: this could install into the pip prefix as a default | |
| install-flamegraph local/ | |
| install-protoc local/ | |
| echo "$PWD/local/bin" >> "${GITHUB_PATH}" | |
| - name: Use nsys-jax-combine to merge profiles from multiple nsys processes | |
| run: | | |
| nsys-jax-combine \ | |
| --analysis summary \ | |
| --analysis communication \ | |
| -o pax_fsdp4_4proc.zip \ | |
| .github/workflows/nsys-jax/test_data/pax_fsdp4_4proc_proc*.zip | |
| - name: Extract the output .zip file | |
| run: | | |
| mkdir combined/ | |
| unzip -d combined/ pax_fsdp4_4proc.zip | |
| - name: Execute the notebook | |
| run: | | |
| NOTEBOOK=$(python -c 'from importlib.resources import files; print(files("nsys_jax") / "analyses" / "Analysis.ipynb")') | |
| # Point to the extracted nsys-jax-combine output | |
| export NSYS_JAX_DEFAULT_PREFIX="${PWD}/combined" | |
| # Run with ipython for the sake of getting a clear error message | |
| ipython "${NOTEBOOK}" | |
| # TODO: add a test that generates + runs install.sh | |
| # This input file was generated with something like | |
| # srun -n 1 --container-name=XXX --container-image=ghcr.io/nvidia/jax:pax-2024-07-06 | |
| # env NPROC=4 XLA_FLAGS=--xla_gpu_enable_latency_hiding_scheduler\ | |
| # --xla_gpu_enable_command_buffer= nsys-jax -o ...-fsdp4-1proc -- test-pax.sh | |
| # --steps=5 --fsdp=4 | |
| notebook: | |
| env: | |
| # TODO: these could/should be saved in the repository settings instead | |
| RENDERED_NOTEBOOK_GIST_ID: e2cd3520201caab6b67385ed36fad3c1 | |
| MOCK_RENDERED_NOTEBOOK_GIST_ID: 16698d9e9e52320243165d61b5bb3975 | |
| # Name/bash regex for shields.io endpoint JSON files | |
| PUBLISH_NOTEBOOK_FILES: '(.*\.ipynb|.*\.svg)' | |
| runs-on: ubuntu-24.04 | |
| steps: | |
| - name: Check out the repository under ${GITHUB_WORKSPACE} | |
| uses: actions/checkout@v4 | |
| - name: Extract the post-processed profile data from a real .zip file (no .nsys-rep) | |
| run: | | |
| # Get the actual test data from a real archive, minus the .nsys-rep file | |
| mkdir profile_data/ | |
| unzip -d profile_data/ .github/workflows/nsys-jax/test_data/pax_fsdp4_1proc.zip | |
| - name: "Setup Python 3.10" | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.10' | |
| - name: Install nsys-jax and dependencies | |
| run: | | |
| # Do *not* use an editable install (covered above) for better coverage | |
| pip install .github/container/nsys_jax[jupyter] | |
| # TODO: this could install into the pip prefix as a default | |
| install-flamegraph local/ | |
| install-protoc local/ | |
| echo "$PWD/local/bin" >> "${GITHUB_PATH}" | |
| - name: Execute the notebook | |
| id: exec | |
| run: | | |
| NOTEBOOK=$(python -c 'from importlib.resources import files; print(files("nsys_jax") / "analyses" / "Analysis.ipynb")') | |
| # Point to the extracted profile data | |
| export NSYS_JAX_DEFAULT_PREFIX="${PWD}/profile_data" | |
| # Run with ipython for the sake of getting a clear error message | |
| ipython "${NOTEBOOK}" | |
| echo "NOTEBOOK=${NOTEBOOK}" >> $GITHUB_OUTPUT | |
| - name: Render the notebook | |
| id: render | |
| run: | | |
| workdir=$(mktemp -d) | |
| export NSYS_JAX_DEFAULT_PREFIX="${PWD}/profile_data" | |
| jupyter nbconvert --execute --inplace '${{ steps.exec.outputs.NOTEBOOK }}' | |
| # TODO: verify the .svg is still written to *this* directory | |
| cp *.ipynb *.svg "${workdir}" | |
| echo "WORKDIR=${workdir}" >> $GITHUB_OUTPUT | |
| - name: Upload rendered notebook to Gist | |
| id: upload | |
| uses: actions/github-script@v7 | |
| with: | |
| github-token: ${{ secrets.NVJAX_GIST_TOKEN }} | |
| script: | | |
| const currentDateTime = new Date().toISOString(); | |
| const gistDescription = | |
| `Rendered IPython notebook from workflow: ${{ github.workflow }}, ` + | |
| `Run ID: ${{ github.run_id }}, ` + | |
| `Repository: ${{ github.repository }}, ` + | |
| `Event: ${{ github.event_name }}, ` + | |
| `Created: ${currentDateTime}`; | |
| const fs = require('fs').promises; | |
| const workdir = '${{ steps.render.outputs.WORKDIR }}' | |
| const files = await fs.readdir(workdir); | |
| gist = await github.rest.gists.create({ | |
| description: gistDescription, | |
| public: false, | |
| files: Object.fromEntries( | |
| await Promise.all( | |
| files.map( | |
| async filename => { | |
| const content = await fs.readFile(`${workdir}/${filename}`, 'utf8'); | |
| return [filename, { content }]; | |
| } | |
| ) | |
| ) | |
| ) | |
| }); | |
| console.log(gist) | |
| return gist.data.id; | |
| - name: Copy rendered notebook to Gist with well-known ID | |
| uses: actions/github-script@v7 | |
| with: | |
| github-token: ${{ secrets.NVJAX_GIST_TOKEN }} | |
| script: | | |
| const srcId = ${{ steps.upload.outputs.result }}; | |
| const dstId = "${{ github.ref == 'refs/heads/main' && env.RENDERED_NOTEBOOK_GIST_ID || env.MOCK_RENDERED_NOTEBOOK_GIST_ID }}"; | |
| const { PUBLISH_NOTEBOOK_FILES } = process.env; | |
| // Fetch existing files from destination gist | |
| const { data: dstData } = await github.rest.gists.get({ | |
| gist_id: dstId | |
| }); | |
| // Mark existing files in destination gist for deletion | |
| let filesToUpdate = {}; | |
| for (const filename of Object.keys(dstData.files)) { | |
| filesToUpdate[filename] = null; | |
| } | |
| // Fetch files from source gist | |
| const { data: srcData } = await github.rest.gists.get({ | |
| gist_id: srcId | |
| }); | |
| // Add or update files based on the pattern | |
| const pattern = new RegExp(`${PUBLISH_NOTEBOOK_FILES}`); | |
| for (const [filename, fileObj] of Object.entries(srcData.files)) { | |
| if (filename.match(pattern)) { | |
| // If the total gist size is too large, not all the content will have | |
| // been returned and we need some extra requests. | |
| if (fileObj.truncated) { | |
| const { data } = await github.request(fileObj.raw_url) | |
| filesToUpdate[filename] = { | |
| content: new TextDecoder().decode(data) | |
| }; | |
| } else { | |
| filesToUpdate[filename] = { | |
| content: fileObj.content | |
| }; | |
| } | |
| } | |
| } | |
| // Update files in destination gist | |
| await github.rest.gists.update({ | |
| gist_id: dstId, | |
| files: filesToUpdate | |
| }); | |
| console.log("Files copied successfully."); | |
| console.log(Object.keys(filesToUpdate)); | |
| ruff: | |
| runs-on: ubuntu-24.04 | |
| steps: | |
| - name: Check out the repository under ${GITHUB_WORKSPACE} | |
| uses: actions/checkout@v4 | |
| with: | |
| path: JAX-Toolbox | |
| sparse-checkout: | | |
| .github/container | |
| - name: "Setup Python 3.10" | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.10' | |
| - name: "Install ruff" | |
| run: pip install ruff | |
| - name: "Run ruff checks" | |
| run: | | |
| ruff check ${NSYS_JAX_PYTHON_FILES} | |
| check_status=$? | |
| ruff format --check ${NSYS_JAX_PYTHON_FILES} | |
| format_status=$? | |
| if [[ $format_status != 0 || $check_status != 0 ]]; then | |
| exit 1 | |
| fi |