Data Prep #4
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# Train model, evaluate and test champion model, build containerized model, and deploy model | |
name: Data Prep | |
on: | |
workflow_dispatch: | |
# schedule: | |
# - cron: '00 4 * * *' # Runs at 4:00 AM UTC every day | |
jobs: | |
data_prep: | |
runs-on: ubuntu-latest | |
steps: | |
# Checks-out repository under $GITHUB_WORKSPACE, so the job can access it | |
# Use cache action to cache the virtual environment (https://stackoverflow.com/a/62639424) | |
- uses: actions/checkout@v4 | |
- name: Set up Python 3.10.* | |
uses: actions/setup-python@v4 | |
with: | |
python-version: 3.10.* | |
- name: Get pip cache dir | |
id: pip-cache | |
run: echo "PIP_CACHE_DIR=$(pip cache dir)" >> $GITHUB_ENV | |
# Use cache action to cache the virtual environment | |
- name: Cache pip dependencies | |
uses: actions/cache@v3 | |
with: | |
path: ${{ env.PIP_CACHE_DIR }} | |
key: ${{ runner.os }}-pip-${{ hashFiles('**/requirements.txt') }} | |
restore-keys: | | |
${{ runner.os }}-pip- | |
- name: Install dependencies | |
run: | | |
make install | |
- name: Add project path to sys.path | |
run: | | |
echo "PYTHONPATH=${{github.workspace}}" >> $GITHUB_ENV | |
- name: Prepare data | |
run: | | |
make prep_data | |
- name: Setup Feast | |
run: | | |
make setup_feast | |
- name: Split data | |
run: | | |
make split_data |