[verified] add B1 OCR eval baseline harness
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@ -59,6 +59,61 @@ GEOMETRY = [
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extract=["--docling", "results/genreport/ocrh556/ocr.json", "--board", "ocr",
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"--marks-fill", "results/genreport/ocrh556/marks_fill.json"]),
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]
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B1_GEOMETRY = [
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dict(slug="b1-aqa-biology-7402-1-2023jun", title="AQA A-level Biology 7402/1 2023 Jun (image-only OCR baseline)",
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board="aqa", level="A-level", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/biology/7402/1/2023-jun/qp.pdf",
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pdf="samples/b1/aqa-biology-7402-1-2023jun.pdf",
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docling="results/b1_rapid/b1-aqa-biology-7402-1-2023jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-biology-7402-1-2023jun/p*.json",
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gt_key="b1-aqa-biology-7402-1-2023jun"),
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dict(slug="b1-aqa-chemistry-7405-1-2022jun", title="AQA A-level Chemistry 7405/1 2022 Jun (image-only OCR baseline)",
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board="aqa", level="A-level", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/chemistry/7405/1/2022-jun/qp.pdf",
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pdf="samples/b1/aqa-chemistry-7405-1-2022jun.pdf",
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docling="results/b1_rapid/b1-aqa-chemistry-7405-1-2022jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-chemistry-7405-1-2022jun/p*.json",
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gt_key="b1-aqa-chemistry-7405-1-2022jun"),
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dict(slug="b1-aqa-physics-7408-1-2022jun", title="AQA A-level Physics 7408/1 2022 Jun (image-only OCR baseline)",
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board="aqa", level="A-level", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/physics/7408/1/2022-jun/qp.pdf",
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pdf="samples/b1/aqa-physics-7408-1-2022jun.pdf",
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docling="results/b1_rapid/b1-aqa-physics-7408-1-2022jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-physics-7408-1-2022jun/p*.json",
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gt_key="b1-aqa-physics-7408-1-2022jun"),
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dict(slug="b1-aqa-biology-8461-1h-2022jun", title="AQA GCSE Biology 8461/1H 2022 Jun (image-only OCR baseline)",
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board="aqa", level="GCSE", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/biology/8461/1h/2022-jun/qp.pdf",
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pdf="samples/b1/aqa-biology-8461-1h-2022jun.pdf",
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docling="results/b1_rapid/b1-aqa-biology-8461-1h-2022jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-biology-8461-1h-2022jun/p*.json",
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gt_key="b1-aqa-biology-8461-1h-2022jun"),
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dict(slug="b1-aqa-chemistry-8462-1h-2022jun", title="AQA GCSE Chemistry 8462/1H 2022 Jun (image-only OCR baseline)",
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board="aqa", level="GCSE", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/chemistry/8462/1h/2022-jun/qp.pdf",
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pdf="samples/b1/aqa-chemistry-8462-1h-2022jun.pdf",
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docling="results/b1_rapid/b1-aqa-chemistry-8462-1h-2022jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-chemistry-8462-1h-2022jun/p*.json",
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gt_key="b1-aqa-chemistry-8462-1h-2022jun"),
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dict(slug="b1-aqa-combined-8464-b1h-2022jun", title="AQA GCSE Combined Science Trilogy 8464/B/1H 2022 Jun (image-only OCR baseline)",
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board="aqa", level="GCSE", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/combined-science-trilogy/8464/b-1h/2022-jun/qp.pdf",
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pdf="samples/b1/aqa-combined-8464-b1h-2022jun.pdf",
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docling="results/b1_rapid/b1-aqa-combined-8464-b1h-2022jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-combined-8464-b1h-2022jun/p*.json",
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gt_key="b1-aqa-combined-8464-b1h-2022jun"),
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dict(slug="b1-aqa-combined-8464-c1h-2022jun", title="AQA GCSE Combined Science Trilogy 8464/C/1H 2022 Jun (image-only OCR baseline; 8465 not present in dev catalogue)",
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board="aqa", level="GCSE", path="B1 image-only OCR (RapidOCR margin-pass)",
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storage_loc="cc.examboards/aqa/combined-science-trilogy/8464/c-1h/2022-jun/qp.pdf",
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pdf="samples/b1/aqa-combined-8464-c1h-2022jun.pdf",
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docling="results/b1_rapid/b1-aqa-combined-8464-c1h-2022jun/merged.json",
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rapid="results/b1_rapid/b1-aqa-combined-8464-c1h-2022jun/p*.json",
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gt_key="b1-aqa-combined-8464-c1h-2022jun"),
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]
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GT_LABELS_PATH = "fixtures/b1_gt_labels.json"
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FAST = [
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dict(slug="aqa-physics-7408-fast", title="AQA A-level Physics 7408/1 (born-digital)", board="aqa",
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level="A-level", pdf="samples/extra/aqa-alevel-physics-7408-1-jun22-qp.pdf",
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@ -95,16 +150,65 @@ def jload(p):
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return {}
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def stats_from(struct, val):
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def load_gt_labels():
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try:
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return json.load(open(GT_LABELS_PATH))
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except Exception:
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return {}
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def part_labels(struct):
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labels = []
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for q in struct.get("questions", []) or []:
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for part in q.get("parts", []) or []:
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lab = part.get("label")
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if lab:
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labels.append(lab)
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return labels
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def coverage_against_labels(struct, labels):
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if not labels:
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return None
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rec = set(part_labels(struct))
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gt = set(labels)
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hit = sorted(rec & gt)
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miss = sorted(gt - rec)
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return {"coverage_pct": round(len(hit) / len(gt) * 100, 1),
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"recovered": len(hit), "total": len(gt), "missed": miss,
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"source": "fixtures/b1_gt_labels.json"}
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def answer_region_count(struct):
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top = len(struct.get("regions", []) or [])
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per_part = 0
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for q in struct.get("questions", []) or []:
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for part in q.get("parts", []) or []:
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per_part += len(part.get("regions", []) or [])
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return top + per_part
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def ensure_rapid_cache(p):
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if os.path.exists(p["docling"]):
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return True
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if not os.path.exists(p["pdf"]):
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print(f" ! missing source PDF for {p['slug']}: {p['pdf']} (storage_loc={p.get('storage_loc')})")
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return False
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return run(["scripts/rapid_pass.py", p["pdf"], "b1_rapid/" + p["slug"]])
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def stats_from(struct, val, gt_labels=None):
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st = struct.get("stats", {}) or {}
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mc = st.get("marks_check") or {}
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cov = struct.get("coverage", {}) or {}
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cov = coverage_against_labels(struct, gt_labels) if gt_labels else (struct.get("coverage", {}) or {})
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return {
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"board": struct.get("board"), "paper_code": struct.get("paper_code"),
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"n_questions": st.get("n_questions"), "n_parts": st.get("n_parts"),
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"marks_sum": mc.get("sum"), "official_max": mc.get("expected_max"),
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"marks_pct": mc.get("pct"),
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"coverage_pct": cov.get("coverage_pct"), "coverage_missed": cov.get("missed", []),
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"coverage_pct": cov.get("coverage_pct"), "coverage_recovered": cov.get("recovered"),
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"coverage_total": cov.get("total"), "coverage_source": cov.get("source"),
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"coverage_missed": cov.get("missed", []), "answer_regions": answer_region_count(struct),
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"validate_verdict": (val.get("summary") or {}).get("worst_severity"),
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"validate_flags": val.get("flags", []),
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"questions_expected": (val.get("summary") or {}).get("questions_expected"),
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@ -113,12 +217,15 @@ def stats_from(struct, val):
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}
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def do_geometry(p, overlays):
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def do_geometry(p, overlays, gt_labels=None, prepare_ocr=False):
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d = os.path.join(FINAL, p["slug"]); os.makedirs(d, exist_ok=True)
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S, F, B, R, T, V = (os.path.join(d, f) for f in
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("structured.json", "furniture.json", "bands.json", "page_roles.json",
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"template.json", "validate.json"))
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ex = ["extract.py"] + p["extract"] + ["--out", S]
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if prepare_ocr and not ensure_rapid_cache(p):
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raise RuntimeError(f"unable to prepare B1 OCR cache for {p['slug']}")
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extract_args = p.get("extract") or ["--docling", p["docling"], "--rapid", p["rapid"], "--board", p.get("board", "aqa")]
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ex = ["extract.py"] + extract_args + ["--out", S]
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if p.get("gt"):
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ex += ["--gt", p["gt"]]
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run(ex)
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@ -138,7 +245,7 @@ def do_geometry(p, overlays):
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odbg = os.path.join(d, "overlays", "debug")
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run(["scripts/overlay.py", S, p["pdf"], "--docling", p["docling"], "--bands", B,
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"--furniture", F, "--pages", "1,2,3,4,5", "--dpi", "120", "--out", odbg])
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return stats_from(jload(S), jload(V)), d
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return stats_from(jload(S), jload(V), gt_labels), d
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def do_fast(p):
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@ -164,6 +271,7 @@ def per_paper_report(p, s, d, kind):
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+ (f" (missed {s['coverage_missed'][:8]})" if s.get('coverage_missed') else "")
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if s['coverage_pct'] is not None else "- **coverage vs GT:** n/a",
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f"- **G6 verdict:** {s['validate_verdict']}",
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f"- **answer-region count:** {s.get('answer_regions')}",
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]
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if s["validate_flags"]:
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lines += ["", "**Flags (human-review hints):**"] + [f"- {f}" for f in s["validate_flags"]]
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@ -178,21 +286,28 @@ def per_paper_report(p, s, d, kind):
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def main():
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ap = argparse.ArgumentParser()
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ap.add_argument("--no-overlays", action="store_true")
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ap.add_argument("--b1-only", action="store_true", help="run only the Sprint B1 image-only OCR eval corpus")
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ap.add_argument("--prepare-ocr", action="store_true", help="populate missing B1 RapidOCR caches via dsync before running")
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a = ap.parse_args()
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os.makedirs(FINAL, exist_ok=True)
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catalog = {"generated_at": datetime.datetime.now().isoformat(timespec="seconds"),
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"papers": []}
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total_imgs = 0
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for p in GEOMETRY:
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gt_fixtures = load_gt_labels()
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geometry = B1_GEOMETRY if a.b1_only else GEOMETRY
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fast = [] if a.b1_only else FAST
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for p in geometry:
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print(f"[geometry] {p['slug']}")
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s, d = do_geometry(p, not a.no_overlays)
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gt_labels = (gt_fixtures.get(p.get("gt_key") or p["slug"], {}) or {}).get("labels")
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s, d = do_geometry(p, not a.no_overlays, gt_labels=gt_labels, prepare_ocr=a.prepare_ocr)
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n = per_paper_report(p, s, d, p["path"])
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total_imgs += n
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catalog["papers"].append({**{k: p[k] for k in ("slug", "title", "board", "level")},
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"kind": "geometry", "path": p["path"], "dir": d,
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"overlay_images": n, **s})
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for p in FAST:
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for p in fast:
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print(f"[fast] {p['slug']}")
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s, d = do_fast(p)
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per_paper_report(p, s, d, "born-digital fast-path")
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@ -214,13 +329,13 @@ def write_index(catalog, total_imgs):
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"`overlays/template/` (human-review view, all pages) and `overlays/debug/` (raw-detection view).",
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"Machine catalog: `catalog.json`.", "",
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"## Image-only / OCR-path (with geometry + overlays)", "",
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"| Paper | Board / level | Q/parts | Marks/max | Coverage | G6 | Images |",
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"|---|---|---|---|---|---|---|"]
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"| Paper | Board / level | Q/parts | Marks/max | Coverage | Answer regions | G6 | Images |",
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"|---|---|---|---|---|---|---|---|"]
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for p in g:
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cov = f"{p['coverage_pct']}%" if p['coverage_pct'] is not None else "n/a"
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L.append(f"| [{p['title']}]({p['slug']}/report.md) | {p['board']} {p['level']} | "
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f"{p['n_questions']}/{p['n_parts']} | {p['marks_sum']}/{p['official_max']} "
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f"({p['marks_pct']}%) | {cov} | {p['validate_verdict']} | "
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f"({p['marks_pct']}%) | {cov} | {p.get('answer_regions')} | {p['validate_verdict']} | "
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f"{p['overlay_images']} |")
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L += ["", "## Born-digital fast-path (CPU, no geometry)", "",
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"| Paper | Board / level | Q/parts | Marks/max | Coverage | G6 |",
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356
api/services/docling/fixtures/b1_gt_labels.json
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356
api/services/docling/fixtures/b1_gt_labels.json
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@ -0,0 +1,356 @@
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{
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"b1-aqa-biology-7402-1-2023jun": {
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"source_pdf": "cc.examboards/aqa/biology/7402/1/2023-jun/qp.pdf",
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"source_method": "AQA born-digital text-layer parsed with existing extract.py AQA grammar; used as reproducible GT label set for image-only OCR baseline.",
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"board_detected": "aqa",
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"paper_code_detected": "7402/1",
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"labels": [
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"01.1",
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"01.2",
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"01.3",
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"02.1",
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"02.2",
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"02.3",
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"03.1",
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"03.2",
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"03.3",
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"03.4",
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"03.5",
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"04.1",
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"04.2",
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"04.3",
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"05.1",
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"05.2",
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"05.3",
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"05.4",
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"05.5",
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"06.1",
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"06.2",
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"06.3",
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"06.4",
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"07.1",
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"07.2",
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"89.6",
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"08.1",
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"08.2",
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"08.3",
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"08.4",
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"09.1",
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"09.2",
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"09.3",
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"09.4",
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"09.5",
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"09.6",
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"10.1",
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"10.2",
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"10.3"
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]
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},
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"b1-aqa-chemistry-7405-1-2022jun": {
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"source_pdf": "cc.examboards/aqa/chemistry/7405/1/2022-jun/qp.pdf",
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"source_method": "AQA born-digital text-layer parsed with existing extract.py AQA grammar; used as reproducible GT label set for image-only OCR baseline.",
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"board_detected": "aqa",
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"paper_code_detected": "7405/1",
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"labels": [
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"01.1",
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"01.2",
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"01.3",
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"01.4",
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"01.5",
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"01.6",
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"02.1",
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"02.2",
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"02.3",
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"02.4",
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"02.5",
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"03.1",
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"03.2",
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"03.3",
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"03.4",
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"03.5",
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"04.1",
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"04.2",
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"04.3",
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"04.4",
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"04.5",
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"05.1",
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"05.2",
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"05.3",
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"05.4",
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"05.5",
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"05.6",
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"05.7",
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"06.1",
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"06.2",
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"06.3",
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"06.4",
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"06.5",
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"06.6",
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"06.7",
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"07.1",
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"07.2",
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"07.3",
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"07.4",
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"07.5",
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"07.6",
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"07.7",
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"08.1",
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"08.2",
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"08.3",
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"08.4",
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"08.5"
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]
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},
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"b1-aqa-physics-7408-1-2022jun": {
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"source_pdf": "cc.examboards/aqa/physics/7408/1/2022-jun/qp.pdf",
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"source_method": "AQA born-digital text-layer parsed with existing extract.py AQA grammar; used as reproducible GT label set for image-only OCR baseline.",
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"board_detected": "aqa",
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"paper_code_detected": "7408/1",
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"labels": [
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"01.1",
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"01.2",
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"01.3",
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"01.4",
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"01.5",
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"02.1",
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"02.2",
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"02.3",
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"02.4",
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"03.1",
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"03.2",
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"03.3",
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"03.4",
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"03.5",
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"04.1",
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"04.2",
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"04.3",
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"04.4",
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"04.5",
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"05.1",
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"05.2",
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"05.3",
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"05.4",
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"05.5",
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"05.6",
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"06.1",
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"06.2",
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"06.3",
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"07.0",
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"08.0",
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"09.0",
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