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"diff_hunk": "@@ -0,0 +1,134 @@\n+\"\"\"Roll-ups built from CaseView lists.\n+\n+The per-case numeric extraction is reused from calc_stats.py; this module\n+just groups and summarises.\n+\"\"\"\n+\n+from __future__ import annotations\n+\n+import statistics\n+from collections import Counter\n+\n+from report.viewmodel import AggregateStats, CaseView, OutcomeCount, Segment, StatRow\n+\n+SEGMENT_NAMES = (\"succeed\", \"fail_gracefully\", \"refuse\")\n+\n+\n+def segments(cases: list[CaseView]) -> list[Segment]:\n+ by_outcome: dict[str, list[CaseView]] = {name: [] for name in SEGMENT_NAMES}\n+ for c in cases:\n+ by_outcome.setdefault(c.expected_outcome or \"unknown\", []).append(c)\n+ return [Segment(name=name, cases=by_outcome.get(name, [])) for name in SEGMENT_NAMES]\n+\n+\n+def outcome_breakdown(cases: list[CaseView]) -> list[OutcomeCount]:\n+ \"\"\"Count every case by its outcome_label (a passing outcome OR a failure class).\n+\n+ Returns one row per distinct label, sorted by count descending. Each row\n+ carries kind=\"pass\" or \"fail\" so the renderer can colour the badge.\n+ \"\"\"\n+ pass_counts: Counter[str] = Counter()\n+ fail_counts: Counter[str] = Counter()\n+ for c in cases:\n+ if not c.has_grade:\n+ continue\n+ (pass_counts if c.passed else fail_counts)[c.outcome_label] += 1\n+\n+ rows = [OutcomeCount(label=k, count=v, kind=\"pass\") for k, v in pass_counts.items()]\n+ rows += [OutcomeCount(label=k, count=v, kind=\"fail\") for k, v in fail_counts.items()]\n+ rows.sort(key=lambda r: r.count, reverse=True)\n+ return rows\n+\n+\n+def _fmt_int(n: float | int | None) -> str:\n+ if n is None:\n+ return \"—\"\n+ return f\"{int(n):,}\"\n+\n+\n+def _fmt_avg(n: float | None, places: int = 2) -> str:\n+ if n is None:\n+ return \"—\"\n+ return f\"{n:.{places}f}\"\n+\n+\n+def _sub(\n+ label: str,\n+ all_vals: list[float],\n+ pass_vals: list[float],\n+ fail_vals: list[float],\n+ avg_fn=statistics.mean,\n+ fmt=_fmt_avg,\n+) -> StatRow:\n+ def cell(vals: list[float]) -> str:\n+ return fmt(avg_fn(vals)) if vals else \"—\"\n+\n+ return StatRow(kind=\"sub\", label=label, overall=cell(all_vals), passing=cell(pass_vals), failing=cell(fail_vals))\n+\n+\n+def _data(label: str, overall: str, passing: str, failing: str) -> StatRow:\n+ return StatRow(kind=\"data\", label=label, overall=overall, passing=passing, failing=failing)\n+\n+\n+def _group(label: str) -> StatRow:\n+ return StatRow(kind=\"group\", label=label, overall=\"\", passing=\"\", failing=\"\")\n+\n+\n+_SPACER = StatRow(kind=\"spacer\", label=\"\", overall=\"\", passing=\"\", failing=\"\")\n+\n+\n+def aggregate(cases: list[CaseView]) -> AggregateStats:\n+ total = len(cases)\n+ passed = sum(1 for c in cases if c.passed)\n+ failed = total - passed\n+ pass_rate = (passed / total * 100.0) if total else 0.0\n+\n+ pass_cases = [c for c in cases if c.passed]\n+ fail_cases = [c for c in cases if not c.passed]",
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"body": "`aggregate()` counts `passed` purely from `c.passed`, even when `has_grade` is false. If the user forgets to run `grade.py`, the headline pass rate can show as 100% (based on `ok`) while cases are still labeled \"ungraded\" in the table. A safer default is to only treat cases as passing when they have a grade block (treat ungraded as failing in the rollups).",
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"body": "Introduces a `apps/eval/generate_report.py` script that generates an HTML report for a given report. You need to call it after `run_evals.py`, `grade.py` and `calc_stats.py`.\r\n\r\nFuture features include:\r\n- Improve the ergonomics of the whole workflow (perhaps merge scripts into a single command).\r\n- Support passing the initial Nix template (currently it seems to use the config.\r\n- Running and comparing multiple evaluations with different settings (different commits of Nixmac, different Nix templates, different LLM backends, etc.)",
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