Active Learning Pipeline #5
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| name: Active Learning Pipeline | |
| on: | |
| schedule: | |
| # Run every Monday at 08:00 UTC | |
| - cron: "0 8 * * 1" | |
| workflow_dispatch: | |
| inputs: | |
| strategy: | |
| description: "Query strategy" | |
| default: "committee_disagreement" | |
| required: false | |
| batch_size: | |
| description: "Number of wallets to select" | |
| default: "20" | |
| required: false | |
| pool_path: | |
| description: "Path to unscored wallet parquet" | |
| default: "data/unscored_wallets.parquet" | |
| required: false | |
| jobs: | |
| active-learning: | |
| runs-on: ubuntu-latest | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - name: Set up Python 3.11 | |
| uses: actions/setup-python@v5 | |
| with: | |
| python-version: "3.11" | |
| cache: pip | |
| - name: Install dependencies | |
| run: pip install -r requirements.txt | |
| - name: Run active learning loop | |
| env: | |
| AL_QUERY_STRATEGY: ${{ github.event.inputs.strategy || 'committee_disagreement' }} | |
| AL_BATCH_SIZE: ${{ github.event.inputs.batch_size || '20' }} | |
| AL_QUEUE_PATH: data/annotation_queue.json | |
| ANNOTATION_HMAC_SECRET: ${{ secrets.ANNOTATION_HMAC_SECRET }} | |
| MODEL_DIR: ${{ vars.MODEL_DIR || './models' }} | |
| run: | | |
| python -m scripts.run_active_learning \ | |
| --pool "${{ github.event.inputs.pool_path || 'data/unscored_wallets.parquet' }}" \ | |
| --strategy "$AL_QUERY_STRATEGY" \ | |
| --batch-size "$AL_BATCH_SIZE" \ | |
| --queue "$AL_QUEUE_PATH" | |
| - name: Upload annotation queue artifact | |
| uses: actions/upload-artifact@v4 | |
| with: | |
| name: annotation-queue-${{ github.run_id }} | |
| path: data/annotation_queue.json | |
| retention-days: 30 |