-
Notifications
You must be signed in to change notification settings - Fork 1
75 lines (67 loc) · 2.3 KB
/
ec2-pipeline.yml
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
name: CML-EC2-Runner
on:
workflow_dispatch:
jobs:
launch-runner:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v3
- uses: iterative/setup-cml@v1
- name: Deploy runner on AWS EC2
env:
REPO_TOKEN: ${{ secrets.PERSONAL_ACCESS_TOKEN }}
AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }}
AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }}
run: |
cml runner launch \
--cloud=aws \
--name=session-08 \
--cloud-region=ap-south-1 \
--cloud-type=g4dn.xlarge \
--cloud-hdd-size=64 \
--cloud-spot \
--single \
--labels=cml-gpu \
--idle-timeout=100
train-and-report:
runs-on: [self-hosted, cml-gpu]
needs: launch-runner
timeout-minutes: 20
container:
image: docker://iterativeai/cml:0-dvc2-base1-gpu
options: --gpus all
# runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
with:
ref: ${{ github.event.pull_request.head.sha }}
- name: Authenticate with AWS ECR
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: ${{ secrets.AWS_REGION }}
- name: Install Docker
run: |
curl -fsSL https://get.docker.com -o get-docker.sh
sh get-docker.sh
- name: Login to Amazon ECR
id: login-ecr
uses: aws-actions/amazon-ecr-login@v1
- name: Pull Docker image from ECR
run: |
docker pull ${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest
- name: Run DVC commands in container
run: |
docker run -d --gpus=all \
-e AWS_ACCESS_KEY_ID=${{ secrets.AWS_ACCESS_KEY_ID }} \
-e AWS_SECRET_ACCESS_KEY=${{ secrets.AWS_SECRET_ACCESS_KEY }} \
-e AWS_DEFAULT_REGION=${{ secrets.AWS_REGION }} \
-v "$(pwd):/workspace" \
${{secrets.AWS_ECR_LOGIN_URI}}/${{ secrets.ECR_REPOSITORY_NAME }}:latest \
/bin/bash -c "
ls -a /workspace
"
- name: Clean previous images and containers
run: |
docker system prune -f