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Initial README

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+ # bench_score
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+
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+ Per-(prediction-repo-sha × model) IoU-24 scores for the BenchCAD/cad_bench_200
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+ benchmark. Updated by `eval/remote_iou24_service.py` (see cadrille repo).
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+
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+ Layout:
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+ ```
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+ per_case/{sha[:8]}/{model}.parquet # one row per stem
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+ summary.parquet # rolled-up by (sha, model)
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+ ```
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+
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+ Per-case parquet schema:
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+ sha_short, model, stem, code_hash, iou, iou_24, rot_idx, exec_ok,
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+ reason, latency_s, scored_at
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+
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+ Summary schema:
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+ sha_short, model, n_total, n_exec_ok, exec_rate,
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+ mean_iou_24, median_iou_24, pass_iou_24_0.5, pass_iou_24_0.7,
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+ updated_at