Levanter: Resolve issue with zarr3 #347
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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 | |
env: | |
NSYS_JAX_PYTHON_FILES: | | |
JAX-Toolbox/.github/container/nsys-jax | |
JAX-Toolbox/.github/container/nsys-jax-combine | |
JAX-Toolbox/.github/container/jax_nsys | |
JAX-Toolbox/.github/container/jax-nccl-test | |
jobs: | |
mypy: | |
runs-on: ubuntu-24.04 | |
steps: | |
- name: Check out the repository under ${GITHUB_WORKSPACE} | |
uses: actions/checkout@v4 | |
with: | |
path: JAX-Toolbox | |
sparse-checkout: | | |
.github/container | |
- name: "Setup Python 3.10" | |
uses: actions/setup-python@v5 | |
with: | |
python-version: '3.10' | |
# jax is just a CPU-only build of the latest release for type-checking purposes | |
- name: "Install jax / jax_nsys / mypy" | |
run: pip install jax -e JAX-Toolbox/.github/container/jax_nsys/python/jax_nsys matplotlib mypy nbconvert types-protobuf | |
- name: "Install protoc" | |
run: ./JAX-Toolbox/.github/container/jax_nsys/install-protoc local_protoc | |
- name: "Fetch XLA .proto files" | |
uses: actions/checkout@v4 | |
with: | |
path: xla | |
repository: openxla/xla | |
sparse-checkout: | | |
*.proto | |
sparse-checkout-cone-mode: false | |
- name: "Compile .proto files" | |
shell: bash -x -e {0} | |
run: | | |
mkdir compiled_protos compiled_stubs protos | |
mv -v xla/third_party/tsl/tsl protos/ | |
mv -v xla/xla protos/ | |
PATH=${PWD}/local_protoc/bin:$PATH python -c "from jax_nsys 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" | |
shell: bash -x -e {0} | |
run: | | |
for notebook in $(find ${NSYS_JAX_PYTHON_FILES} -name '*.ipynb'); do | |
jupyter nbconvert --to script ${notebook} | |
done | |
- name: "Run mypy checks" | |
shell: bash -x -e {0} | |
run: | | |
export MYPYPATH="${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 ${GITHUB_WORKSPACE} | |
uses: actions/checkout@v4 | |
- name: "Setup Python 3.12" | |
uses: actions/setup-python@v5 | |
with: | |
python-version: '3.12' | |
# TODO: a modern nsys-jax-combine with old .zip input should probably produce a | |
# .zip with a modern jax_nsys/ | |
- name: Add modern jax_nsys/ files to static .zip inputs | |
run: | | |
cd .github/container/jax_nsys | |
for zip in ../../workflows/nsys-jax/test_data/pax_fsdp4_4proc_proc*.zip; do | |
zip -ur "${zip}" . | |
zipinfo "${zip}" | |
done | |
- name: Use nsys-jax-combine to merge profiles from multiple nsys processes | |
shell: bash -x -e {0} | |
run: | | |
pip install -e .github/container/jax_nsys/python/jax_nsys | |
python .github/container/jax_nsys/install-protoc local_protoc | |
PATH=${PWD}/local_protoc/bin:$PATH .github/container/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: Run the install script, but skip launching Jupyter Lab | |
shell: bash -x -e {0} | |
run: | | |
pip install virtualenv | |
NSYS_JAX_INSTALL_SKIP_LAUNCH=1 ./combined/install.sh | |
- name: Test the Jupyter Lab installation and execute the notebook | |
shell: bash -x -e {0} | |
run: | | |
pushd combined/ | |
./nsys_jax_venv/bin/python -m jupyterlab --version | |
# Run with ipython for the sake of getting a clear error message | |
./nsys_jax_venv/bin/ipython Analysis.ipynb | |
# 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 ${GITHUB_WORKSPACE} | |
uses: actions/checkout@v4 | |
- name: Mock up the structure of an extracted .zip file | |
shell: bash -x -e {0} | |
run: | | |
# Get the actual test data from a real archive, minus the .nsys-rep file | |
unzip -d .github/container/jax_nsys/ .github/workflows/nsys-jax/test_data/pax_fsdp4_1proc.zip | |
- name: "Setup Python 3.10" | |
uses: actions/setup-python@v5 | |
with: | |
python-version: '3.10' | |
- name: Run the install script, but skip launching Jupyter Lab | |
shell: bash -x -e {0} | |
run: | | |
pip install virtualenv | |
NSYS_JAX_INSTALL_SKIP_LAUNCH=1 ./.github/container/jax_nsys/install.sh | |
- name: Test the Jupyter Lab installation and execute the notebook | |
shell: bash -x -e {0} | |
run: | | |
pushd .github/container/jax_nsys | |
./nsys_jax_venv/bin/python -m jupyterlab --version | |
# Run with ipython for the sake of getting a clear error message | |
./nsys_jax_venv/bin/ipython Analysis.ipynb | |
- name: Render the notebook | |
id: render | |
shell: bash -x -e {0} | |
run: | | |
pushd .github/container/jax_nsys | |
workdir=$(mktemp -d) | |
./nsys_jax_venv/bin/jupyter nbconvert --execute --inplace Analysis.ipynb | |
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" | |
shell: bash -x {0} | |
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 |