model-training #1

	# TODO, actions I eventually want to include:
	# lint
	# pytest / coverage
	# great expectations
	# mlflow
	# trello

	name: model-training
	on:
	schedule:
	- cron: '0 9 * * 1' # Runs every Monday at 9:00 AM UTC
	workflow_dispatch:

	jobs:
	retrain-and-commit:
	runs-on: ubuntu-latest
	steps:
	- uses: actions/checkout@v3
	- uses: actions/setup-python@v4
	- uses: iterative/setup-cml@v1

	- name: Set up Python environment
	run: \|
	python -m venv venv
	source venv/bin/activate
	pip install --upgrade pip
	pip install -r Streamlit/requirements.txt

	- name: Train model
	run: \|
	source venv/bin/activate
	python Streamlit/train.py

	- name: Create report.md
	run: \|
	cat "Streamlit/Training Report/results.txt" > "Streamlit/Training Report/README.md"
	echo "<p align='center'> <img src='residuals.png' alt='Residuals'> </p>" >> "Streamlit/Training Report/README.md"

	- name: Commit results and update README
	env:
	GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
	run: \|
	git config --global user.name "github-actions[bot]"
	git config --global user.email "github-actions[bot]@users.noreply.github.com"
	git fetch origin main
	git checkout main
	git pull origin main
	git add "Streamlit/Training Report/results.txt"
	git add "Streamlit/Training Report/README.md"
	git add "Streamlit/Training Report/residuals.png"
	git add "Streamlit/light_weight_expected_strokes.pkl"
	git commit -m "Add model, results, and report"
	git push origin main

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