-
Notifications
You must be signed in to change notification settings - Fork 8
64 lines (50 loc) · 1.69 KB
/
azureml-ci-cd.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
name: DevOps for ML (CI/CD)
on:
push:
branches:
- master
paths:
- 'code/**'
jobs:
train-and-deploy:
name: Model Training and Deployment
runs-on: ubuntu-latest
steps:
- name: Check Out Repository
uses: actions/checkout@master
- name: Azure Login
uses: azure/login@v1
with:
creds: ${{ secrets.AZURE_CREDENTIALS }}
- name: Set up Python 3.7
uses: actions/setup-python@v1
with:
python-version: 3.7
- name: Install Dependencies
run: |
python -m pip install --upgrade pip
pip install -r 'aml_service/ci_cd/requirements.txt'
- name: Create or Connect to Workspace
run: |
python 'aml_service/ci_cd/00-WorkSpace.py' --subscription-id ${{ secrets.SUBSCRIPTION_ID }} --workspace-name ${{ secrets.WORKSPACE_NAME }} --resource-group ${{ secrets.RESOURCE_GROUP }} --location ${{ secrets.LOCATION }} --friendly-name ${{ secrets.FRIENDLY_NAME }}
- name: Create or Load Azure Machine Learning Compute
run: |
python 'aml_service/ci_cd/01-AttachAmlCluster.py'
- name: Train Model
run: |
python 'aml_service/ci_cd/10-Train.py'
- name: Evaluate and Register Model
run: |
python 'aml_service/ci_cd/20-RegisterModel.py'
- name: Profile Model
run: |
python 'aml_service/ci_cd/30-ProfileModel.py'
- name: Dev Deployment
run: |
python 'aml_service/ci_cd/40-DevDeployment.py'
- name: Test Deployment
run: |
python 'aml_service/ci_cd/50-TestDeployment.py'
- name: Production Deployment
run: |
python 'aml_service/ci_cd/60-ProdDeployment.py'