.github/workflows/main.yaml

# This workflow trains a model AND deploys the full Gradio app with that model.
name: Train and Deploy Gradio App to Spaces

on:
  push:
    branches:
      - main
  workflow_dispatch:

jobs:
  train-and-deploy:
    runs-on: ubuntu-latest
    
    steps:
      # Step 1: Checks out your GitHub repository code
      - name: Checkout Repository
        uses: actions/checkout@v4
        with:
          # Fetch all history for all branches and tags
          fetch-depth: 0

      # Step 2: Set up the Python environment
      - name: Set up Python 3.9
        uses: actions/setup-python@v4
        with:
          python-version: '3.9'

      # Step 3: Install all dependencies from your requirements.txt file
      - name: Install Dependencies
        run: pip install -r requirements.txt

      # Step 4: Prepare the data for training
      - name: Prepare Data
        run: python prepare_data.py

      # Step 5: Train the model to create the model.joblib file
      - name: Train Baseline Linear Model
        run: python train.py

      # Step 6: Push the entire project to your Hugging Face Space
      - name: Push to HF Space
        env:
          # Your HF token, stored as a GitHub secret
          HF_TOKEN: ${{ secrets.HUGGING_FACE_TOKEN }}
        run: |
          # Clones your Hugging Face Space repository into a new folder named 'space'
          git clone https://ashandilgith:$HF_TOKEN@huggingface.co/spaces/ashandilgith/predictive_maintenance space
          
          # Use rsync to copy all files from the current directory to the 'space' directory,
          # excluding the 'space' directory itself to prevent the error.
          rsync -av --delete --exclude='/space' --exclude='.git' ./ ./space/
          
          # Go into the 'space' folder to perform git operations
          cd ./space
          
          # Configure git user for the commit
          git config --global user.email "actions@github.com"
          git config --global user.name "GitHub Actions Bot"
          
          # Add all the new and updated files to be committed
          git add .
          
          # Commit the changes with a descriptive message
          # The '--allow-empty' flag prevents errors if there are no changes to commit.
          git commit -m "feat: Deploy latest version of Gradio app" --allow-empty
          
          # Push the changes to the Hugging Face Space repository
          git push