hp-tuning #8
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name: hp-tuning | |
on: | |
pull_request: | |
branches: main | |
workflow_dispatch: | |
inputs: | |
PROJECT_NAME: | |
description: 'Name of the project' | |
required: true | |
default: 'cicd-ai' | |
workflow_run: | |
workflows: ["CI"] | |
types: | |
- completed | |
permissions: write-all | |
jobs: | |
hp_tune: | |
runs-on: ubuntu-latest | |
if: startsWith(github.head_ref, 'hp_tune/') | |
steps: | |
- name: Checkout | |
uses: actions/checkout@v3 | |
- name: Printout project name env | |
run: echo $PROJECT_NAME >> $GITHUB_ENV | |
- name: Setup Python | |
uses: actions/setup-python@v4 | |
with: | |
python-version: 3.12 | |
- name: Setup DVC | |
uses: iterative/setup-dvc@v1 | |
- name: Setup CML | |
uses: iterative/setup-cml@v1 | |
- name: Install dependencies | |
run: | | |
pipx install poetry | |
poetry install | |
- name: Run DVC pipeline | |
run: | | |
poetry run dvc repro -f hp_tune | |
- name: Create training branch | |
env: | |
REPO_TOKEN: ${{ secrets.GITHUB_TOKEN }} | |
run: | | |
# Finish the create pull request command | |
cml pr create \ | |
--user-email hp-bot@cicd.ai \ | |
--user-name HPBot \ | |
--message "HP tuning" \ | |
# Write the new head branch name | |
--branch train/${{ github.sha }} \ | |
# Write the target branch name | |
--target-branch main \ | |
# Commit the hyperparameter job output file | |
config/hyperparameters.json |