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Workflow file for this run

name: Train on GPU
on:
push:
branches:
- "train_*"
jobs:
start-runner:
name: Start EC2 GPU runner
runs-on: ubuntu-latest
outputs:
label: ${{ steps.start-ec2-runner.outputs.label }}
ec2-instance-id: ${{ steps.start-ec2-runner.outputs.ec2-instance-id }}
steps:
- name: Configure AWS credentials
uses: aws-actions/configure-aws-credentials@v4
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: eu-west-3
- name: Start EC2 runner
id: start-ec2-runner
uses: machulav/ec2-github-runner@v2
with:
mode: start
github-token: ${{ secrets.GH_PAT }}
ec2-image-id: ami-06c62c213d8fdc88f
ec2-instance-type: g4dn.xlarge
subnet-id: subnet-0ed91f5fc60959086
security-group-id: sg-05cd9ff586699e8db
pre-runner-script: |
curl -LsSf https://astral.sh/uv/install.sh | sh
echo "$HOME/.cargo/bin" >> $GITHUB_PATH
train:
name: Run training
needs: start-runner
runs-on: ${{ needs.start-runner.outputs.label }}
steps:
- name: Checkout branch
uses: actions/checkout@v4
- name: Configure AWS credentials
uses: aws-actions/configure-aws-credentials@v4
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: eu-west-3
- name: Install dependencies
run: uv sync
- name: Pull dataset
run: uv run dvc pull data/03_model_input/yolo_train_val.dvc
- name: Run pipeline
run: uv run dvc repro
- name: Push artifacts to DVC remote
run: uv run dvc push
- name: Push results to result branch
run: |
BRANCH_NAME="${GITHUB_REF_NAME}"
RESULT_BRANCH="result_${BRANCH_NAME#train_}"
git config user.name "github-actions[bot]"
git config user.email "github-actions[bot]@users.noreply.github.com"
git checkout -b "$RESULT_BRANCH"
git add dvc.lock
git commit -m "chore: training results from $BRANCH_NAME [skip ci]"
git push origin "$RESULT_BRANCH"
stop-runner:
name: Stop EC2 GPU runner
needs: [start-runner, train]
runs-on: ubuntu-latest
if: ${{ always() }}
steps:
- name: Configure AWS credentials
uses: aws-actions/configure-aws-credentials@v4
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: eu-west-3
- name: Stop EC2 runner
uses: machulav/ec2-github-runner@v2
with:
mode: stop
github-token: ${{ secrets.GH_PAT }}
label: ${{ needs.start-runner.outputs.label }}
ec2-instance-id: ${{ needs.start-runner.outputs.ec2-instance-id }}