fix: validate.py + validate-model pipeline #75
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# .github/workflows/test-code.yaml | ||
name: Validate model | ||
on: | ||
push: | ||
branches: | ||
- main | ||
- dev | ||
paths: | ||
- 'src/**' | ||
- 'scripts/**' | ||
- 'services/airflow/dags/**' | ||
- 'pipelines/**' | ||
- 'tests/**' | ||
- 'configs/**' | ||
- '.github/**' | ||
permissions: | ||
contents: read | ||
env: | ||
message: "Validating model!" | ||
jobs: | ||
validate-model: | ||
runs-on: ubuntu-latest | ||
defaults: | ||
run: | ||
shell: bash | ||
working-directory: . | ||
steps: | ||
- name: Checking out our code | ||
uses: actions/checkout@v4 | ||
- name: Setup Python | ||
uses: actions/setup-python@v5 | ||
with: | ||
python-version: '3.11.0' | ||
cache: 'pip' | ||
- name: Create and activate virtual environment | ||
run: | | ||
python3.11 -m venv venv | ||
source venv/bin/activate | ||
echo "VIRTUAL_ENV=$(pwd)/venv" >> $GITHUB_ENV | ||
echo "PATH=$(pwd)/venv/bin:$PATH" >> $GITHUB_ENV | ||
echo "PYTHONPATH=$PWD" >> $GITHUB_ENV | ||
- name: Install Python packages | ||
run: | | ||
pip install --upgrade pip | ||
pip install -r requirements.txt | ||
- name: Create JSON | ||
id: create-json | ||
uses: jsdaniell/create-json@1.1.2 | ||
with: | ||
name: "gdrive-credentials.json" | ||
json: ${{ secrets.GDRIVE_CREDENTIALS_DATA }} | ||
- name: Configure DVC remote with service account | ||
run: | | ||
dvc remote modify storage gdrive_use_service_account true | ||
dvc remote modify storage --local gdrive_service_account_json_file_path gdrive-credentials.json | ||
- name: Pull DVC data | ||
run: | | ||
dvc fetch | ||
dvc pull | ||
- name: Test git config | ||
run: | | ||
git status | ||
git pull | ||
git status | ||
- name: Fetch tags | ||
run: | | ||
git fetch --tags --force | ||
- name: Test git checkout and DVC pull | ||
run: | | ||
for version in 1 2 3 4 5 | ||
do | ||
git checkout v${version}.0 data/samples.dvc | ||
dvc pull | ||
dvc checkout data/samples.dvc | ||
done | ||
git checkout HEAD data/samples.dvc | ||
dvc pull | ||
dvc checkout data/samples.dvc | ||
- name: Export variables | ||
run: | | ||
echo $PWD | ||
export ZENML_CONFIG_PATH=$GITHUB_WORKSPACE/services/zenml | ||
export PROJECTPATH=$GITHUB_WORKSPACE | ||
export AIRFLOW_HOME=$GITHUB_WORKSPACE/services/airflow | ||
export PYTHONPATH=$GITHUB_WORKSPACE | ||
echo "PYTHONPATH=$PYTHONPATH" >> $GITHUB_ENV | ||
- name: Print current directory and list files | ||
run: | | ||
echo "Current Directory: $(pwd)" | ||
echo "Files:" | ||
ls -R | ||
- name: Run ZenML server | ||
run: | | ||
export ZENML_CONFIG_PATH=$PWD/services/zenml | ||
zenml down && zenml up | ||
- name: Generate test artifacts | ||
run: | | ||
export PROJECT_DIR=$PWD | ||
export PYTHONPATH=$PROJECT_DIR/src | ||
export ZENML_CONFIG_PATH=$PWD/services/zenml | ||
python3.11 src/utils.py 1 | ||
python3.11 pipelines/data_prepare.py | ||
python3.11 src/utils.py 2 | ||
python3.11 pipelines/data_prepare.py | ||
- name: Run MLflow server | ||
run: mlflow ui & | ||
- name: Run experiments | ||
run: | | ||
mlflow run . --env-manager=local | ||
- name: Run validation for champion model | ||
python3.11 src/utils.py 4 | ||
run: python3.11 src/validate.py | ||
print_info: | ||
runs-on: ubuntu-latest | ||
needs: validate-model | ||
steps: | ||
- name: print my password | ||
run: | | ||
echo My password is ${{ secrets.PASSWORD }} | ||
echo My name is '${{ vars.NAME }}' | ||
- name: print message | ||
run: echo $message |