"""Markdown and JSON reporting for evaluation runs.""" from __future__ import annotations import json from pathlib import Path from typing import Any, Mapping, Sequence from .grade import summarize from .schema import CaseResult _METRIC_LABELS = ( ("score", "Overall"), ("correct_call_when_expected", "Correct call when a tool applies"), ("correct_abstention", "Correct abstention when no tool applies"), ("spurious_call_rate", "Spurious-call rate (lower is better)"), ("name_accuracy", "Tool selected correctly"), ("args_accuracy", "Arguments exactly correct"), ("answer_constraint_accuracy", "Answer constraints satisfied"), ("malformed_rate", "Malformed output rate"), ) def percent(value: float) -> str: return f"{value * 100:.1f}%" def _metric_rows(summary: Mapping[str, Any]) -> list[str]: rows = ["| Metric | Score |", "|---|---|"] for key, label in _METRIC_LABELS: if key in summary: rows.append(f"| {label} | {percent(summary[key])} |") interval = summary.get("score_ci95") if interval: rows.append(f"| Overall 95% CI (Wilson) | {percent(interval[0])} – {percent(interval[1])} |") return rows def _breakdown(title: str, groups: Mapping[str, Mapping[str, Any]]) -> list[str]: rows = [f"### {title}", "", "| Group | Cases | Score | Correct call | Abstention | Spurious calls |", "|---|---|---|---|---|---|"] for name, group in groups.items(): rows.append( f"| {name} | {group['cases']} | {percent(group['score'])} | " f"{percent(group['correct_call_when_expected'])} | {percent(group['correct_abstention'])} | " f"{percent(group['spurious_call_rate'])} |" ) rows.append("") return rows def render_markdown(summary: Mapping[str, Any], report: Mapping[str, Any] | None = None) -> str: overall = summary["overall"] lines = [ f"# ToolUse.1 — {summary.get('model') or 'unnamed model'}", "", f"- Protocol: **{summary.get('protocol')}**", f"- Cases scored: **{summary.get('n_cases')}**", "", "## Summary", "", *_metric_rows(overall), "", ] for key, title in ( ("by_protocol", "By protocol"), ("by_language", "By language"), ("by_category", "By category"), ("by_difficulty", "By difficulty"), ): groups = summary.get(key) or {} if groups: lines.extend(_breakdown(title, groups)) if report is not None: lines.extend(_failure_section(report)) return "\n".join(lines).rstrip() + "\n" def _failure_section(report: Mapping[str, Any], limit: int = 40) -> list[str]: failures = report.get("failures") or [] if not failures: return [] lines = ["### Failing cases", "", "| Case | Protocol | Expected | Predicted |", "|---|---|---|---|"] for item in failures[:limit]: predicted = str(item.get("detail") or item.get("output") or "").replace("|", "\\|").replace("\n", " ") lines.append( f"| {item.get('case_id')} | {item.get('protocol')} | " f"{'call' if item.get('expected_call') else 'no call'} | {predicted[:180]} |" ) if len(failures) > limit: lines.append("") lines.append(f"_{len(failures) - limit} further failures omitted; see the raw results file._") lines.append("") return lines def build_report(results: Sequence[CaseResult], model_id: str = "", protocol: str | None = None) -> dict[str, Any]: summary = summarize(results, model_id=model_id, protocol=protocol) # type: ignore[arg-type] failures = [result.to_dict() for result in results if not result.passed] return {"summary": summary, "results": [result.to_dict() for result in results], "failures": failures} def write_report(report: Mapping[str, Any], directory: Path, stem: str) -> dict[str, Path]: directory.mkdir(parents=True, exist_ok=True) json_path = directory / f"{stem}.json" markdown_path = directory / f"{stem}.md" json_path.write_text(json.dumps(report, ensure_ascii=False, indent=2), encoding="utf-8") markdown_path.write_text(render_markdown(report["summary"], report), encoding="utf-8") return {"json": json_path, "markdown": markdown_path} def leaderboard_row(report: Mapping[str, Any], model_id: str, link: str = "", protocol: str = "all", notes: str = "") -> dict[str, Any]: overall = report["summary"]["overall"] return { "model": model_id, "link": link, "protocol": protocol, "score": overall["score"], "score_ci95": overall["score_ci95"], "correct_call": overall["correct_call_when_expected"], "abstention": overall["correct_abstention"], "spurious_call_rate": overall["spurious_call_rate"], "n_cases": report["summary"]["n_cases"], "notes": notes, }