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CFG Semantic Grounding
Get the rows.jsonl data.
Downloading and setting the repositories for each benchmark:
python scripts/setup_swebench.py \
--dataset swebench_lite \
--repos-dir /proj/arise/arise/hj2742/SWEBench \
--output /proj/arise/arise/hj2742/cfg-semantic-grounding/data/swebench_lite_local.jsonl
python scripts/setup_featurebench.py \
--variant full \
--source-repos-dir /proj/arise/arise/hj2742/FeatureBench-Repo \
--repos-dir /proj/arise/arise/hj2742/FeatureBench-Instance-Repo
python scripts/setup_livecodebench.py \
--release release_latest \
--output /proj/arise/arise/hj2742/cfg-semantic-grounding/data/livecodebench_code_generation_lite_release_latest.jsonl \
--repos-dir /proj/arise/arise/hj2742/LiveCodeBench-Instance-Repo
Running baselines:
python -m src.eval.cli list_baselines
python -m src.eval.cli run_defense \
--rows /proj/arise/arise/hj2742/cfg-semantic-grounding/data/synthesized_results/Non-Obfuscated/FCV_LiveCodeBench_OpenHands-Qwen3-Coder-30B/rows.jsonl \
--baseline semgrep \
--repos-root /proj/arise/arise/hj2742/LiveCodeBench-Instance-Repo \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/defense/semgrep_fcv_livecodebench_openhands_qwen3 \
--workers 4
python -m src.eval.cli run_defense \
--rows /proj/arise/arise/hj2742/cfg-semantic-grounding/data/synthesized_results/Non-Obfuscated/FCV_LiveCodeBench_OpenHands-Qwen3-Coder-30B/rows.jsonl \
--baseline bandit \
--repos-root /proj/arise/arise/hj2742/LiveCodeBench-Instance-Repo \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/defense/bandit_fcv_livecodebench_openhands_qwen3 \
--workers 4
OPENAI_API_KEY=sk-your-key \
python -m src.eval.cli run_defense \
--rows /proj/arise/arise/hj2742/cfg-semantic-grounding/data/synthesized_results/Non-Obfuscated/FCV_LiveCodeBench_OpenHands-Qwen3-Coder-30B/rows.jsonl \
--baseline llm_judge \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/defense/llm_judge_fcv_livecodebench_openhands_qwen3 \
--workers 4
Synthetic data generation:
python scripts/generate_synthetic_rows.py \
/proj/arise/arise/hj2742/cfg-semantic-grounding/data/synthesized_results/Non-Obfuscated/FCV_LiveCodeBench_OpenHands-Qwen3-Coder-30B/rows.jsonl \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/synthetic/fcv_livecodebench_openhands_qwen3_openai \
--provider openai \
--model gpt-4.1 \
--workers 4 \
--on-error skip
Build graphs and extract features:
python -m src.eval.cli run_defense \
--rows /proj/arise/arise/hj2742/cfg-semantic-grounding/data/synthesized_results/Non-Obfuscated/FCV_LiveCodeBench_OpenHands-Qwen3-Coder-30B/rows.jsonl \
--baseline structural_misalignment_build_graph \
--repos-root /proj/arise/arise/hj2742/LiveCodeBench-Instance-Repo \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/graphs/real_fcv_livecodebench_openhands_qwen3_openai \
--workers 4 \
--no-resume
HF_HOME=/proj/arise/arise/hj2742/.cache/huggingface \
OPENAI_API_KEY=sk-your-key \
python -m src.eval.cli run_defense \
--rows /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/synthetic/fcv_livecodebench_openhands_qwen3_openai/rows_synthetic.jsonl \
--baseline structural_misalignment_build_graph \
--repos-root /proj/arise/arise/hj2742/LiveCodeBench-Instance-Repo \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/graphs/synthetic_fcv_livecodebench_openhands_qwen3_openai \
--workers 4 \
--no-resume
Train and evaluate models:
python -m src.eval.cli run_defense \
--baseline structural_misalignment_eval_features \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/structural_eval/fcv_livecodebench_openhands_qwen3_features \
--no-resume
python -m src.eval.cli run_defense \
--baseline structural_misalignment_eval_gnn \
--out /proj/arise/arise/hj2742/cfg-semantic-grounding/RES/structural_eval/fcv_livecodebench_openhands_qwen3_gnn \
--no-resume
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