cluster model routine training added

.github/workflows/weekly_retrain.yml

@@ -0,0 +1,56 @@
+name: Weekly Model Retraining
+
+on:
+  schedule:
+    # Run at 00:00 every Monday
+    - cron: '0 0 * * 1'
+  workflow_dispatch: # Allow manual trigger for testing
+
+jobs:
+  retrain:
+    runs-on: ubuntu-latest
+    permissions:
+      contents: write # Needed to push changes back to the repo
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Install uv
+        uses: astral-sh/setup-uv@v5
+        with:
+          version: "0.4.15"
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: "3.12"
+
+      - name: Install dependencies
+        run: |
+          cd cluster
+          uv sync
+
+      - name: Fetch new data from Dune
+        env:
+          DUNE_API_KEY: ${{ secrets.DUNE_API_KEY }}
+        run: |
+          cd cluster
+          uv run request.py
+
+      - name: Retrain Model
+        run: |
+          cd cluster
+          uv run train.py
+
+      - name: Update Visualizations
+        run: |
+          cd cluster
+          uv run visualize_clusters.py
+
+      - name: Commit and Push changes
+        uses: stefanzweifel/git-auto-commit-action@v5
+        with:
+          commit_message: "Weekly Model Retraining: Updated data and artifacts"
+          file_pattern: "cluster/data/* cluster/*.csv cluster/*.pkl cluster/docs/*.png"
+          branch: main

.gitignore

@@ -11,4 +11,6 @@ wheels/
 
 .env
 
-PROJECT_LOG.md
+PROJECT_LOG.md
+CONTRIBUTION_ROADMAP.md
+DRAFT_ISSUE.md