Run memory-safe frozen V121 semantic residual #19
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| name: Trace Ace V121 Pretrained Semantic Residual | |
| on: | |
| pull_request: | |
| branches: [agent/trace-ace-mastery-events, agent/v111-runner] | |
| paths: | |
| - 'competitions/trace_the_ace/v121_pretrained_semantic_residual.py' | |
| - 'competitions/trace_the_ace/v121_staged_transport.py' | |
| - '.github/workflows/trace-ace-v121-pretrained-semantic-residual.yml' | |
| workflow_dispatch: | |
| # Infrastructure-only serialization for the frozen 16-shard V121 transport. | |
| concurrency: | |
| group: trace-ace-v121-frozen-16shard | |
| cancel-in-progress: false | |
| env: | |
| TRANSCRIPT_KEY: trace-ace-transcripts-v1-603547640 | |
| TRANSCRIPT_SHA: e685b85b04694e130c25b17d09cdd1892fbda5e9fa685e98b2300114b915aa2d | |
| jobs: | |
| prepare: | |
| runs-on: ubuntu-24.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.12' | |
| cache: pip | |
| - name: Install dependencies | |
| run: python -m pip install --disable-pip-version-check numpy pandas scipy scikit-learn gdown fastembed==0.8.0 | |
| - name: Restore frozen transcript archive | |
| uses: actions/cache/restore@v4 | |
| with: | |
| path: transcripts.zip | |
| key: ${{ env.TRANSCRIPT_KEY }} | |
| fail-on-cache-miss: true | |
| - name: Validate frozen transcript archive | |
| shell: bash | |
| run: | | |
| set -euo pipefail | |
| test "$(stat -c%s transcripts.zip)" = "603547640" | |
| unzip -tq transcripts.zip >/dev/null | |
| test "$(sha256sum transcripts.zip | cut -d' ' -f1)" = "$TRANSCRIPT_SHA" | |
| - name: Download frozen metadata and extract | |
| shell: bash | |
| run: | | |
| set -euo pipefail | |
| gdown 1EpqoamY0vFI2qE57R6wdqU5HwuoVk3Zz -O metadata.zip | |
| mkdir -p data/meta data/transcripts | |
| unzip -q metadata.zip -d data/meta | |
| unzip -q transcripts.zip -d data/transcripts | |
| echo "FEATURES=$(find data/meta -type f -name 'train_features*.csv' -print -quit)" >> "$GITHUB_ENV" | |
| echo "LABELS=$(find data/meta -type f -name 'train_labels*.csv' -print -quit)" >> "$GITHUB_ENV" | |
| FIRST=$(find data/transcripts -type f -name '*.csv' -print -quit) | |
| echo "TRANSCRIPTS=$(dirname "$FIRST")" >> "$GITHUB_ENV" | |
| - name: Prepare exact frozen V121 inputs | |
| run: | | |
| python -m py_compile competitions/trace_the_ace/v121_pretrained_semantic_residual.py competitions/trace_the_ace/v121_staged_transport.py | |
| cd competitions/trace_the_ace | |
| python v121_staged_transport.py prepare \ | |
| --features "../../$FEATURES" --labels "../../$LABELS" \ | |
| --transcripts "../../$TRANSCRIPTS" --rows 2500 --dir ../../v121_prepared | |
| - uses: actions/upload-artifact@v4 | |
| with: | |
| name: v121-prepared | |
| path: v121_prepared/ | |
| retention-days: 2 | |
| compression-level: 6 | |
| embed: | |
| needs: prepare | |
| strategy: | |
| fail-fast: false | |
| max-parallel: 1 | |
| matrix: | |
| shard: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15] | |
| runs-on: ubuntu-24.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.12' | |
| cache: pip | |
| - name: Install dependencies | |
| run: python -m pip install --disable-pip-version-check numpy pandas scipy scikit-learn fastembed==0.8.0 | |
| - uses: actions/download-artifact@v4 | |
| with: | |
| name: v121-prepared | |
| path: v121_prepared | |
| - name: Embed exact frozen V121 texts shard ${{ matrix.shard }} | |
| run: | | |
| cd competitions/trace_the_ace | |
| python v121_staged_transport.py embed --dir ../../v121_prepared \ | |
| --shard ${{ matrix.shard }} --shards 16 \ | |
| --out ../../v121_embeddings_shard_${{ matrix.shard }}.npz | |
| - uses: actions/upload-artifact@v4 | |
| with: | |
| name: v121-embeddings-${{ matrix.shard }} | |
| path: v121_embeddings_shard_${{ matrix.shard }}.npz | |
| retention-days: 2 | |
| compression-level: 0 | |
| evaluate: | |
| needs: embed | |
| runs-on: ubuntu-24.04 | |
| timeout-minutes: 20 | |
| steps: | |
| - uses: actions/checkout@v4 | |
| - uses: actions/setup-python@v5 | |
| with: | |
| python-version: '3.12' | |
| cache: pip | |
| - name: Install dependencies | |
| run: python -m pip install --disable-pip-version-check numpy pandas scipy scikit-learn fastembed==0.8.0 | |
| - uses: actions/download-artifact@v4 | |
| with: | |
| name: v121-prepared | |
| path: v121_prepared | |
| - name: Download all exact embedding shards | |
| uses: actions/download-artifact@v4 | |
| with: | |
| pattern: v121-embeddings-* | |
| path: v121_embedding_shards | |
| merge-multiple: false | |
| - name: Evaluate frozen V121 precommit | |
| run: | | |
| cd competitions/trace_the_ace | |
| python v121_staged_transport.py evaluate --dir ../../v121_prepared \ | |
| --embeddings ../../v121_embedding_shards --out ../../v121_pretrained_semantic_residual.json | |
| - name: Show decision | |
| run: cat v121_pretrained_semantic_residual.json | |
| - uses: actions/upload-artifact@v4 | |
| with: | |
| name: trace-ace-v121-pretrained-semantic-residual | |
| path: v121_pretrained_semantic_residual.json | |
| retention-days: 14 |