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deployment.yml
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name: Deployment workflow
on:
push:
# The following paths specify which files trigger the workflow. We only aim for these because this repo has many more examples.
paths:
- 'deployment/train.py'
- 'deployment/Giskard_test.py'
- '.github/workflows/deployment.yml'
- 'deployment/data.csv'
jobs:
Training:
runs-on: ubuntu-latest
steps:
- name: Extract branch name
shell: bash
run: echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
id: extract_branch
- name: checkout repo content
uses: actions/checkout@v2 # checkout the repository content to github runner
- name: setup python
uses: actions/setup-python@v2
with:
python-version: '3.7.15' # install the python version needed
- uses: syphar/restore-virtualenv@v1
id: cache-virtualenv
with:
requirement_files: deployment/requirements.txt # this is optional
- uses: syphar/restore-pip-download-cache@v1
if: steps.cache-virtualenv.outputs.cache-hit != 'true'
# the package installation will only be executed when the
# requirements-files have changed.
- run: pip install -r requirements.txt
if: steps.cache-virtualenv.outputs.cache-hit != 'true'
working-directory: deployment
- name: execute train script # run sj-gobierno.py to get the latest data
env:
EMAIL_ADDRESS: ${{ secrets.EMAIL_ADDRESS }}
EMAIL_PASSWORD: ${{ secrets.EMAIL_PASSWORD }}
EMAIL_RECIPIENT: ${{ secrets.EMAIL_RECIPIENT }}
GSK_TOKEN: ${{ secrets.GSK_TOKEN }}
GSK_URL: ${{ secrets.GSK_URL }}
GSK_PROJECT_KEY: "credit_scoring_deployment"
GSK_PROJECT_NAME: "German Credit Scoring"
GSK_PROJECT_DESCRIPTION: "Project to predict if user will default"
run: |
python train.py #echo "##[set-output name=model_name;]$(python train.py)"
tar -czvf trained_model.tar.gz trained_model --remove-files
id: train_output
working-directory: deployment
- uses: actions/upload-artifact@v3
with:
name: trained_model-artifact
path: deployment/trained_model.tar.gz
Giskard_Tests:
needs: Training
runs-on: ubuntu-latest
steps:
- name: Extract branch name
shell: bash
run: echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
id: extract_branch
- name: checkout repo content
uses: actions/checkout@v2 # checkout the repository content to github runner
- name: setup python
uses: actions/setup-python@v2
with:
python-version: '3.7.15' # install the python version needed
- uses: syphar/restore-virtualenv@v1
id: cache-virtualenv
with:
requirement_files: deployment/requirements.txt # this is optional
- uses: syphar/restore-pip-download-cache@v1
if: steps.cache-virtualenv.outputs.cache-hit != 'true'
# the package installation will only be executed when the
# requirements-files have changed.
- run: pip install -r requirements.txt
if: steps.cache-virtualenv.outputs.cache-hit != 'true'
working-directory: deployment
- name: Download a single artifact
uses: actions/download-artifact@v3
with:
name: trained_model-artifact
- name: execute test script # run sj-gobierno.py to get the latest data
env:
EMAIL_ADDRESS: ${{ secrets.EMAIL_ADDRESS }}
EMAIL_PASSWORD: ${{ secrets.EMAIL_PASSWORD }}
EMAIL_RECIPIENT: ${{ secrets.EMAIL_RECIPIENT }}
GSK_TOKEN: ${{ secrets.GSK_TOKEN }}
GSK_URL: ${{ secrets.GSK_URL }}
GSK_PROJECT_KEY: "credit_scoring_deployment"
GSK_PROJECT_NAME: "German Credit Scoring"
GSK_PROJECT_DESCRIPTION: "Project to predict if user will default"
run: |
mv ../trained_model.tar.gz .
tar -xzvf trained_model.tar.gz
python Giskard_test.py #echo "##[set-output name=giskard_status;]$(python Giskard_test.py)"
mv trained_model verified_model
tar -czvf verified_model.tar.gz verified_model --remove-files
id: test_output
working-directory: deployment
- uses: actions/upload-artifact@v3
with:
name: verified_model-artifact
path: deployment/verified_model.tar.gz
Deployment:
needs: Giskard_Tests
runs-on: ubuntu-latest
steps:
- name: checkout repo content
uses: actions/checkout@v2 # checkout the repository content to github runner
- name: Extract branch name
shell: bash
run: echo "##[set-output name=branch;]$(echo ${GITHUB_REF#refs/heads/})"
id: extract_branch
- name: Download a single artifact
uses: actions/download-artifact@v3
with:
name: verified_model-artifact
- name: commit files
run: |
mv ../verified_model.tar.gz .
mkdir -p old_deployed_models
[ -d deployed_model ] && mv deployed_model/* old_deployed_models/.
[ -d deployed_model ] && rm -r deployed_model
rmdir --ignore-fail-on-non-empty old_deployed_models
tar -xzvf verified_model.tar.gz
mv verified_model deployed_model
git config --local user.email "action@github.com"
git config --local user.name "GitHub Action"
git config remote.origin.fetch "+refs/heads/*:refs/remotes/origin/*"
git fetch
git checkout ${{ steps.extract_branch.outputs.branch }}
git add -A
git commit -m "model is deployed" -a
working-directory: deployment
- name: push changes
uses: ad-m/github-push-action@v0.6.0
with:
github_token: ${{ secrets.GITHUB_TOKEN }}
branch: ${{ steps.extract_branch.outputs.branch }}
force: 'true'