"""How exactly does the untrained model fail the library bug fixes? Rebuild each calibration episode's planted bug from its seed and check what the model's edits touched. Usage: .venv/bin/python scripts/wrong_fixes.py > reports/wrong-answers/bugfix.txt """ import collections import glob import json import random import sys from pathlib import Path ROOT = Path(__file__).resolve().parents[1] sys.path.insert(0, str(ROOT)) sys.path.insert(0, str(ROOT / "scripts")) from calibrate import first_json_object # noqa: E402 from codedesk.environment import build # noqa: E402 from codedesk.interface import Interface # noqa: E402 FORMAT_ENDS = {"json_plus_text", "no_json", "code_fence", "not_object", "empty", "truncated", "budget"} def main(): rows = [] for f in sorted(glob.glob(str(ROOT / "reports/calibration-code/*/episodes.jsonl"))): for line in open(f): ep = json.loads(line) if not ep["task_id"].startswith("bugfix-") or "seed" not in ep: continue task = build(ep["task_id"], ep["seed"]) try: tools = task.tools() iface = Interface(tools, random.Random(f"names:{ep['task_id']}:{ep['seed']}")) back_tool = {new: old for old, new in iface.tool_names.items()} back_args = {} for old, new in zip(tools, iface.tools): back_args[old.name] = {n: o for o, n in zip(old.args, new.args)} m = task.m bad_line = task.original.splitlines()[m["line"] - 1].strip() mutated_line = (ROOT / "x").name and mutated(task) edits, ran_tests, read_target = [], 0, False for t in ep["turns"]: o = first_json_object(t["reply"]) or {} tool = back_tool.get(str(o.get("tool", "")).strip()) args = {back_args.get(tool, {}).get(k, k): v for k, v in (o.get("args") or {}).items()} path = str(args.get("path", "")).lstrip("./") if tool in ("edit_file", "write_file"): text = str(args.get("old", "")) + "\n" + str(args.get("content", "")) edits.append((path, mutated_line in text or bad_line in text, str(args.get("new", "")))) if tool == "run_tests": ran_tests += 1 if tool == "read_file" and path == m["file"]: read_target = True row = {"task_id": ep["task_id"], "group": task.group, "lib": m["lib"], "level": task.level, "reward": ep["reward"], "end": ep.get("end"), "turns": len(ep["turns"])} lib_edits = [e for e in edits if not e[0].startswith(("tests", "test")) and "/test" not in e[0]] test_edits = [e for e in edits if e not in lib_edits] if ep["reward"] >= 0.999: row["status"] = "solved" elif ep.get("end") in FORMAT_ENDS: row["status"] = "format ending" + (" after editing the bug's line" if any(e[1] for e in lib_edits) else "") elif ep.get("end") == "schema_invalid": row["status"] = "action rejected by the schema" elif not lib_edits and test_edits: row["status"] = "edited only tests" elif not lib_edits: row["status"] = "no edit to the library" + (" (never opened the buggy file)" if not read_target else " (opened the buggy file)") elif any(e[0] == m["file"] and e[1] for e in lib_edits): row["status"] = "edited the bug's line, fix still wrong" elif any(e[0] == m["file"] for e in lib_edits): row["status"] = "edited the right file, wrong place" else: row["status"] = "edited a different file" row["ran_tests"] = ran_tests rows.append(row) finally: task.close() report(rows) def mutated(task): from codedesk.families.bugfix import mutate return mutate(task.original, task.m).splitlines()[task.m["line"] - 1].strip() def report(rows): print(f"bug-fix episodes rebuilt: {len(rows)}\n") wrong = [r for r in rows if r["status"] != "solved"] print("All failed episodes:") for k, v in collections.Counter(r["status"] for r in wrong).most_common(): print(f" {k:55s} {v:4d} {v/len(wrong):.0%}") print("\nBy group (domain library):") for g in sorted({r["group"] for r in rows}): G = [r for r in rows if r["group"] == g] W = [r for r in G if r["status"] != "solved"] top = ", ".join(f"{k} {v}" for k, v in collections.Counter(r["status"] for r in W).most_common(3)) print(f" {g:11s} solved {len(G)-len(W)}/{len(G)} {top}") for lv in (1, 2): L = [r for r in rows if r["level"] == lv] if L: print(f"\nlevel {lv}: solved {sum(r['status']=='solved' for r in L)}/{len(L)}; ran tests in " f"{sum(r['ran_tests']>0 for r in L)/len(L):.0%} of episodes") if __name__ == "__main__": main()