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File size: 2,702 Bytes
170ad43 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 | from __future__ import annotations
import json
from collections import Counter
from pathlib import Path
ROOT = Path(__file__).resolve().parents[1]
EVAL_DIR = ROOT / "resources" / "evaluation"
def _iter_jsonl(path: Path):
with path.open(encoding="utf-8") as f:
for lineno, line in enumerate(f, start=1):
line = line.strip()
if not line:
continue
try:
yield lineno, json.loads(line)
except json.JSONDecodeError as exc:
raise ValueError(f"{path}:{lineno}: JSON tidak valid: {exc}") from exc
def _labels(row: dict) -> list[str]:
if "label" in row:
return [str(row["label"])]
if "labels" in row:
return [str(x) for x in row["labels"]]
if "spans" in row:
return [str(span.get("label", "")) for span in row["spans"] if span.get("label")]
return []
def validate_file(path: Path) -> dict[str, object]:
ids: set[str] = set()
label_counts: Counter[str] = Counter()
errors: list[str] = []
rows = 0
for lineno, row in _iter_jsonl(path):
rows += 1
for key in ("id", "text", "risk", "compute_note"):
if key not in row:
errors.append(f"{path.name}:{lineno}: field '{key}' wajib ada")
row_id = str(row.get("id", ""))
if row_id in ids:
errors.append(f"{path.name}:{lineno}: id duplikat '{row_id}'")
ids.add(row_id)
labels = _labels(row)
if not labels and path.name != "pii_validation.seed.jsonl":
errors.append(f"{path.name}:{lineno}: label/labels/spans wajib ada")
label_counts.update(labels or ["<none>"])
if "spans" in row:
text = str(row.get("text", ""))
for span in row["spans"]:
start = int(span.get("start", -1))
end = int(span.get("end", -1))
if start < 0 or end <= start or end > len(text):
errors.append(f"{path.name}:{lineno}: span invalid {span}")
return {
"file": path.name,
"rows": rows,
"labels": dict(sorted(label_counts.items())),
"errors": errors,
}
def main() -> int:
summaries = [validate_file(path) for path in sorted(EVAL_DIR.glob("*.jsonl"))]
total_errors = 0
for summary in summaries:
print(f"{summary['file']}: rows={summary['rows']} labels={summary['labels']}")
for error in summary["errors"]:
total_errors += 1
print(f" ERROR {error}")
print(f"\nSUMMARY files={len(summaries)} errors={total_errors}")
return 1 if total_errors else 0
if __name__ == "__main__":
raise SystemExit(main())
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