| |
| """Score FinGovBench predictions on a public development or validation split.""" |
|
|
| from __future__ import annotations |
|
|
| import argparse |
| import json |
| from pathlib import Path |
|
|
|
|
| def load(path: Path) -> dict[str, dict]: |
| return {row["case_id"]: row for row in (json.loads(line) for line in path.read_text().splitlines() if line.strip())} |
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|
|
|
| def main() -> None: |
| parser = argparse.ArgumentParser() |
| parser.add_argument("--predictions", type=Path, required=True) |
| parser.add_argument("--labels", type=Path, required=True) |
| args = parser.parse_args() |
| predictions, labels = load(args.predictions), load(args.labels) |
| missing = set(labels) - set(predictions) |
| if missing: |
| raise SystemExit(f"predictions are missing {len(missing)} labelled case IDs") |
| |
| |
| predictions = {case_id: predictions[case_id] for case_id in labels} |
| action = unsafe = exact_path = exact_scope = 0 |
| reviewed = required = missed = 0 |
| for case_id, label_row in labels.items(): |
| gold, pred = label_row["gold"], predictions[case_id] |
| action += pred["governance_action"] == gold["governance_action"] |
| unsafe += bool(pred["release_permitted"]) and not gold["release_permitted"] |
| predicted_path = set(pred.get("affected_components", pred.get("affected_nodes", []))) |
| target_path = set(gold.get("affected_components", gold.get("affected_nodes", []))) |
| predicted_scope = set(pred.get("revalidation_components", pred.get("revalidation_scope", []))) |
| target_scope = set(gold.get("revalidation_components", gold.get("revalidation_scope", []))) |
| exact_path += predicted_path == target_path |
| exact_scope += predicted_scope == target_scope |
| reviewed_values = pred.get( |
| "reviewed_components", |
| pred.get("reviewed_nodes", pred.get("revalidation_components", pred.get("revalidation_scope", []))), |
| ) |
| reviewed += len(set(reviewed_values)) |
| required += len(target_scope) |
| missed += len(target_scope - predicted_scope) |
| n = len(labels) |
| print(json.dumps({ |
| "cases": n, |
| "governance_action_accuracy": action / n, |
| "unsafe_release_rate": unsafe / n, |
| "exact_affected_path_rate": exact_path / n, |
| "exact_revalidation_scope_rate": exact_scope / n, |
| "missed_required_review_rate": missed / required if required else 0.0, |
| "mean_reviewed_nodes": reviewed / n, |
| }, indent=2, sort_keys=True)) |
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|
|
|
| if __name__ == "__main__": |
| main() |
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|
