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[megatron] feat: support discrete profiling for mindspeed #9404

[megatron] feat: support discrete profiling for mindspeed

[megatron] feat: support discrete profiling for mindspeed #9404

Workflow file for this run

# # Tests layout
# Each folder under tests/ corresponds to a test category for a sub-namespace in verl. For instance:
# - `tests/trainer` for testing functionality related to `verl/trainer`
# - `tests/models` for testing functionality related to `verl/models`
# - ...
# There are a few folders with `special_` prefix, created for special purposes:
# - `special_distributed`: unit tests that must run with multiple GPUs
# - `special_e2e`: end-to-end tests with training/generation scripts
# - `special_npu`: tests for NPUs
# - `special_sanity`: a suite of quick sanity tests
# - `special_standalone`: a set of test that are designed to run in dedicated environments
# Accelerators for tests
# - By default tests are run with GPU available, except for the ones under `special_npu`, and any test script whose name ends with `on_cpu.py`.
# - For test scripts with `on_cpu.py` name suffix would be tested on CPU resources in linux environment.
# # Workflow layout
# All CI tests are configured by yaml files in `.github/workflows/`. Here's an overview of all test configs:
# 1. A list of always triggered CPU sanity tests: `check-pr-title.yml`, `secrets_scan.yml`, `check-pr-title,yml`, `pre-commit.yml`, `doc.yml`
# 2. Some heavy multi-GPU unit tests, such as `model.yml`, `vllm.yml`, `sgl.yml`
# 3. End-to-end tests: `e2e_*.yml`
# 4. Unit tests
# - `cpu_unit_tests.yml`, run pytest on all scripts with file name pattern `tests/**/test_*_on_cpu.py`
# - `gpu_unit_tests.yml`, run pytest on all scripts with file without the `on_cpu.py` suffix.
# - Since cpu/gpu unit tests by default runs all tests under `tests`, please make sure tests are manually excluded in them when
# - new workflow yaml is added to `.github/workflows`
# - new tests are added to workflow mentioned in 2.
# name: Check PR Title
name: model
on:
# Trigger the workflow on push or pull request,
# but only for the main branch
push:
branches:
- main
- v0.*
pull_request:
branches:
- main
- v0.*
paths:
- "verl/**/*.py"
# Entrypoints
- ".github/workflows/model.yml"
- "tests/special_distributed/test_fsdp_ckpt.py"
- "tests/special_distributed/test_tensor_dict.py"
- "tests/models/**"
- "tests/special_distributed/run_all.sh"
# Declare permissions just read content.
permissions:
contents: read
# Cancel jobs on the same ref if a new one is triggered
concurrency:
group: ${{ github.workflow }}-${{ github.ref }}
cancel-in-progress: ${{ github.ref != 'refs/heads/main' }}
env:
IMAGE: "verl-ci-cn-beijing.cr.volces.com/verlai/verl:vllm011.dev7"
DYNAMIC_RUNNER_ENDPOINT: "https://sd10g3clalm04ug7alq90.apigateway-cn-beijing.volceapi.com/runner"
jobs:
setup:
if: github.repository_owner == 'volcengine'
runs-on: ubuntu-latest
outputs:
runner-label: ${{ steps.create-runner.outputs.runner-label }}
mlp-task-id: ${{ steps.create-runner.outputs.mlp-task-id }}
steps:
- uses: actions/checkout@v4
- id: create-runner
uses: volcengine/vemlp-github-runner@v1
with:
mode: "create"
faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
mlp-image: "${{ env.IMAGE }}"
model_rmpad:
needs: setup
runs-on: ["${{ needs.setup.outputs.runner-label || 'L20x8' }}"]
timeout-minutes: 20 # Increase this timeout value as needed
env:
HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
HF_ENDPOINT: "https://hf-mirror.com"
HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
with:
fetch-depth: 0
- name: Install the current repository and upgrade to latest transformers(4.54.0)/flash_attn, transformers 4.55.0 has strange behavior with model backward
run: |
pip3 install -e .[test]
pip3 install --upgrade transformers
- name: Running rmpad model tests on 8 L20 GPUs + flash_attn 2.5.8
run: |
pytest -s tests/models/test_transformer.py
- name: Running rmpad model tests on 8 L20 GPUs + latest flash_attn
run: |
pytest -s tests/models/test_transformer.py
- name: Running FSDP rmpad model tests on 8 L20 GPUs + latest flash_attn
run: |
STRATEGY=fsdp torchrun --nproc_per_node=8 tests/special_distributed/test_fsdp_ckpt.py
- name: Running transformers ulysses tests on 8 L20 GPUs + latest transformers
run: |
torchrun --nproc_per_node=8 -m pytest tests/models/test_transformers_ulysses.py
- name: Running transformers ulysses tests on 8 L20 GPUs + transformers 4.54.1
run: |
pip3 install transformers==4.54.1
torchrun --nproc_per_node=8 -m pytest tests/models/test_transformers_ulysses.py
- name: Run distributed test
run: |
bash tests/special_distributed/run_all.sh
# TODO: Move this back to model_rmpad once FSDP2 is stable.
# NOTE: List as an independent job to make rerun easier.
model_rmpad_fsdp2_unstable:
needs: setup
runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
timeout-minutes: 20 # Increase this timeout value as needed
env:
HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
HF_ENDPOINT: "https://hf-mirror.com"
HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
with:
fetch-depth: 0
- name: Install the current repository and upgrade to latest transformers/flash_attn
run: |
pip3 install -e .[test]
- name: Running FSDP2 rmpad model tests on 8 L20 GPUs + latest flash_attn
run: |
STRATEGY=fsdp2 torchrun --nproc_per_node=8 tests/special_distributed/test_fsdp_ckpt.py
model_engine:
needs: setup
runs-on: [ "${{ needs.setup.outputs.runner-label || 'L20x8' }}" ]
timeout-minutes: 20 # Increase this timeout value as needed
env:
HTTP_PROXY: ${{ secrets.PROXY_HTTP }}
HTTPS_PROXY: ${{ secrets.PROXY_HTTPS }}
NO_PROXY: "localhost,127.0.0.1,hf-mirror.com"
HF_ENDPOINT: "https://hf-mirror.com"
HF_HUB_ENABLE_HF_TRANSFER: "0" # This is more stable
steps:
- uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
with:
fetch-depth: 0
- name: Install the current repository
run: |
pip3 install -e .[test,mcore]
- name: Download model config files
run: |
hf download Qwen/Qwen2.5-0.5B-Instruct --local-dir $HOME/models/Qwen/Qwen2.5-0.5B-Instruct
- name: Running mcore engine tests on 8 L20 GPUs
run: |
ray stop --force
pytest -s -x tests/models/test_engine.py
cleanup:
runs-on: ubuntu-latest
needs:
[
setup,
model_rmpad,
model_rmpad_fsdp2_unstable,
model_engine
]
if: always()
steps:
- id: destroy-runner
uses: volcengine/vemlp-github-runner@v1
with:
mode: "destroy"
faas-url: "${{ env.DYNAMIC_RUNNER_ENDPOINT }}"
mlp-task-id: "${{ needs.setup.outputs.mlp-task-id }}"