hf_text-generation-inference/.github/workflows/load_test.yaml

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name: Nightly load test
on:
schedule:
- cron: '0 0 * * 1-5'
pull_request:
paths:
- ".github/workflows/load_test.yaml"
branches:
- 'main'
jobs:
start-runner:
name: Start self-hosted EC2 runner
runs-on: ubuntu-latest
env:
AWS_REGION: eu-central-1
EC2_AMI_ID: ami-0ab09c07cfd194259
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EC2_INSTANCE_TYPE: g5.12xlarge
EC2_SUBNET_ID: subnet-988fd9f2,subnet-6f56db13,subnet-6a039326
EC2_SECURITY_GROUP: sg-072f92ae3082936c6
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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@v1
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: ${{ env.AWS_REGION }}
- name: Start EC2 runner
id: start-ec2-runner
uses: philschmid/philschmid-ec2-github-runner@main
with:
mode: start
github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
ec2-image-id: ${{ env.EC2_AMI_ID }}
ec2-instance-type: ${{ env.EC2_INSTANCE_TYPE }}
subnet-id: ${{ env.EC2_SUBNET_ID }}
security-group-id: ${{ env.EC2_SECURITY_GROUP }}
aws-resource-tags: > # optional, requires additional permissions
[
{"Key": "Name", "Value": "ec2-tgi-github-runner"},
{"Key": "GitHubRepository", "Value": "${{ github.repository }}"}
]
load-tests:
concurrency:
group: ${{ github.workflow }}-${{ github.job }}-${{ github.head_ref || github.run_id }}
cancel-in-progress: true
needs: start-runner # required to start the main job when the runner is ready
runs-on: ${{ needs.start-runner.outputs.label }} # run the job on the newly created runner
env:
DOCKER_VOLUME: /cache
steps:
- name: Checkout repository
uses: actions/checkout@v3
- name: Prepare disks
run: |
sudo mkfs -t ext4 /dev/nvme1n1
sudo mkdir ${{ env.DOCKER_VOLUME }}
sudo mount /dev/nvme1n1 ${{ env.DOCKER_VOLUME }}
- name: Install k6
run: |
curl https://github.com/grafana/k6/releases/download/v0.44.0/k6-v0.44.0-linux-amd64.tar.gz -L | tar xvz --strip-components 1
- name: Start starcoder
run: |
docker run --name tgi-starcoder --rm --gpus all -p 3000:80 -v ${{ env.DOCKER_VOLUME }}:/data -e HUGGING_FACE_HUB_TOKEN=${{ secrets.HUGGING_FACE_HUB_TOKEN }} --pull always -d ghcr.io/huggingface/text-generation-inference:latest --model-id bigcode/starcoder --num-shard 2 --max-batch-total-tokens 32768
sleep 10
wget --timeout 10 --retry-on-http-error --waitretry=1 --tries=240 http://localhost:3000/health
- name: Run k6
run: |
./k6 run load_tests/starcoder_load.js
- name: Stop starcoder
if: ${{ always() }}
run: |
docker stop tgi-starcoder || true
stop-runner:
name: Stop self-hosted EC2 runner
needs:
- start-runner
- load-tests
runs-on: ubuntu-latest
env:
AWS_REGION: eu-central-1
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if: ${{ always() }} # required to stop the runner even if the error happened in the previous jobs
steps:
- name: Configure AWS credentials
uses: aws-actions/configure-aws-credentials@v1
with:
aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}
aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
aws-region: ${{ env.AWS_REGION }}
- name: Stop EC2 runner
uses: philschmid/philschmid-ec2-github-runner@main
with:
mode: stop
github-token: ${{ secrets.GH_PERSONAL_ACCESS_TOKEN }}
label: ${{ needs.start-runner.outputs.label }}
ec2-instance-id: ${{ needs.start-runner.outputs.ec2-instance-id }}