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pipeline.yml
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name: Train Pipeline
on:
push:
branches:
- main
pull_request:
branches:
- layers
- config-train
workflow_dispatch:
# Allows external webhook trigger
repository_dispatch:
types:
- webhook
jobs:
test_train:
name: Test train
runs-on: ubuntu-latest
steps:
- name: Checkout Repository
uses: actions/checkout@v2
with:
fetch-depth: 1
- name: Set up Python 3.9
uses: actions/setup-python@v2
with:
python-version: 3.9
- name: Install dependencies
run: |
python -m pip install --upgrade pip
if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
- name: Set Environment Variables
run: |
echo "MLFLOW_TRACKING_URI=${{ secrets.MLFLOW_TRACKING_URI }}" >> $GITHUB_ENV
echo "MLFLOW_TRACKING_USERNAME=${{ secrets.MLFLOW_TRACKING_USERNAME }}" >> $GITHUB_ENV
echo "MLFLOW_TRACKING_PASSWORD=${{ secrets.MLFLOW_TRACKING_PASSWORD }}" >> $GITHUB_ENV
echo "MLFLOW_TRACKING_MODEL=${{ secrets.MLFLOW_TRACKING_MODEL }}" >> $GITHUB_ENV
- name: Test files
run: pytest src/test_train.py
check_python_code_style:
name: Check Python code style
runs-on: ubuntu-latest
steps:
- name: Checkout Repository
uses: actions/checkout@v2
with:
fetch-depth: 1
- name: Set up Python 3.9
uses: actions/setup-python@v2
with:
python-version: 3.9
- name: Install dependencies
run: |
python -m pip install --upgrade pip
if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
- name: Validate Python Code Style
run: pycodestyle .
train_pipeline:
name: Train pipeline
runs-on: ubuntu-latest
needs: [test_train]
steps:
- name: Checkout Repository
uses: actions/checkout@v2
with:
fetch-depth: 1
- name: Set up Python 3.9
uses: actions/setup-python@v2
with:
python-version: 3.9
- name: Install dependencies
run: |
python -m pip install --upgrade pip
if [ -f requirements.txt ]; then pip install -r requirements.txt; fi
- name: Set Environment Variables
run: |
echo "MLFLOW_TRACKING_URI=${{ secrets.MLFLOW_TRACKING_URI }}" >> $GITHUB_ENV
echo "MLFLOW_TRACKING_MODEL=${{ secrets.MLFLOW_TRACKING_MODEL }}" >> $GITHUB_ENV
- name: Train Model
run: python src/train.py
build_image:
name: Build image
runs-on: ubuntu-latest
needs: [train_pipeline]
steps:
- uses: actions/checkout@v2
- name: Docker Login
run: docker login -u ${{secrets.DOCKER_USER}} -p ${{secrets.DOCKER_PASSWORD}}
- name: Build the Docker image
run: docker build . --file Dockerfile --tag ${{secrets.DOCKER_USER}}/${{secrets.DOCKER_IMAGE_NAME}}
- name: Docker Push
run: docker push ${{secrets.DOCKER_USER}}/${{secrets.DOCKER_IMAGE_NAME}}