Update train_and_release.yml #4

	name: Train and Release Model

	on:
	push:
	branches:
	- main # Trigger when pushing to main
	workflow_dispatch: # Allow manual trigger

	jobs:
	train-and-release:
	runs-on: ubuntu-latest
	permissions:
	contents: write
	steps:
	- name: Checkout Repository
	uses: actions/checkout@v3

	- name: Set up Python
	uses: actions/setup-python@v4
	with:
	python-version: '3.9'

	- name: Install Dependencies
	run: \|
	pip install -r requirements.txt

	- name: Train the Model
	run: \|
	python main.py # Modify if needed to run training

	- name: Archive Model
	run: \|
	mkdir -p release
	cp models/saved/*/model.pkl release/model.pkl
	cp models/saved/*/metadata.json release/metadata.json
	cp models/saved/*/metrics.json release/metrics.json
	tar -czvf trained_model.tar.gz -C release .

	- name: Create GitHub Release
	uses: softprops/action-gh-release@v1
	with:
	tag_name: latest-model-${{ github.run_number }}
	name: Latest Trained Model
	body: "This model was trained automatically on commit ${{ github.sha }}"
	files: trained_model.tar.gz
	env:
	GITHUB_TOKEN: ${{ secrets.GH_PAT }}

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