dvc: commit experiment 1647ddcc92676bb4e9bd030a4f87c8440e5855f78401b3… #46
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name: Run an Experiment | |
on: | |
push: | |
branches-ignore: | |
- main | |
permissions: | |
contents: write | |
id-token: write | |
jobs: | |
deploy-runner: | |
runs-on: ubuntu-latest | |
environment: cloud | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: iterative/setup-cml@v1 | |
- uses: aws-actions/configure-aws-credentials@v3 | |
with: | |
aws-region: us-east-2 | |
role-to-assume: arn:aws:iam::342840881361:role/SandboxUser | |
role-duration-seconds: 43200 | |
- name: Create Runner | |
env: | |
REPO_TOKEN: ${{ secrets.PERSONAL_ACCESS_TOKEN }} | |
run: | | |
cml runner launch --single \ | |
--labels=cml \ | |
--cloud=aws \ | |
--cloud-region=us-west-2 \ | |
--cloud-gpu=v100 \ | |
--cloud-hdd-size=100 \ | |
--cloud-type=l | |
runner-job: | |
needs: deploy-runner | |
runs-on: [ self-hosted, cml ] | |
environment: cloud | |
container: | |
image: iterativeai/cml:0-dvc2-base1-gpu | |
options: --gpus all | |
steps: | |
- uses: actions/checkout@v3 | |
- uses: aws-actions/configure-aws-credentials@v1 | |
with: | |
aws-region: us-east-2 | |
role-to-assume: arn:aws:iam::342840881361:role/SandboxUser | |
role-duration-seconds: 43200 | |
- name: training | |
env: | |
REPO_TOKEN: ${{ secrets.PERSONAL_ACCESS_TOKEN }} | |
STUDIO_TOKEN: ${{ secrets.STUDIO_TOKEN }} | |
DVCLIVE_LOGLEVEL: DEBUG | |
run: | | |
cml ci | |
pip install -r requirements.txt | |
dvc exp run --pull | |
dvc exp push origin --rev HEAD -r s3remote | |
git fetch --prune | |
cml pr --squash --skip-ci . | |
echo "# Metrics" > report.md | |
dvc metrics diff --md main >> report.md | |
cml comment update --pr --publish report.md |