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| #!/usr/bin/env python3 | |
| """Deterministic verifier engine. No LLM in the reward path. | |
| Reads tests/checks.json from a task dir and a run dir (world.sqlite, trace.jsonl, | |
| initial_state.json). Emits {"reward": 0|1, "failed": [...]} on stdout; always exits 0. | |
| checks.json: | |
| answer_checks: [{field, type: number|string|contains_all, expect, tol_abs?, tol_rel?}] | |
| number: value parsed from "$1,234.56", "1234.56", 1234.56; pass if within | |
| max(tol_abs, |expect|*tol_rel); default exact to 0.01. | |
| string: case/space-insensitive equality. | |
| contains_all: every listed substring appears (case-insensitive) in the value; an | |
| optional `forbid` list must NOT appear, so a set answer is graded for | |
| over-inclusion as well as omission. | |
| scale: the unit a figure is stated in (units/thousands/millions/billions/percent), | |
| graded as its own field the way TAT-QA does. Any numeric check additionally | |
| reports `scale_error` when the answer is a clean 1e3/1e6/1e9 multiple of the | |
| truth, so a unit slip is never filed as ordinary arithmetic error. | |
| yes_no: polarity of a yes/no field, with any trailing justification allowed | |
| ("no - no record in the ERP" passes for expect "no"). Same lesson as | |
| none_answer: grade the finding, not the prose. | |
| none_answer: the empty-answer trap (replaces the old expect:"none" string check — | |
| see docs/AUDIT.md A5). Passes when the value OPENS with a negative | |
| ("none", "no ...", "n/a", "nil", "not found", "zero"), with any trailing | |
| justification allowed, and fails if any `forbid` substring appears — so the | |
| trap asserts "did not invent a record" instead of "wrote exactly one word". | |
| trace_checks: [{type: required_servers, servers: [...]}, | |
| {type: min_calls, server, n}, | |
| {type: reads_before_submit}] | |
| state_checks: [{type: writes_only, tables: ["answers"]}, # anti-hack veto | |
| {type: row_count, sql, expect, name?}, | |
| {type: sql, sql, expect, tol_abs?, tol_rel?, name?}] | |
| sql: grade the world the agent left behind (write tasks) — the committed run, the | |
| paid/rejected partition, the reason codes. Numbers compare with tolerance. | |
| """ | |
| import json, re, sqlite3, hashlib, sys | |
| from pathlib import Path | |
| def table_hashes(db): | |
| cx = sqlite3.connect(db) | |
| out = {} | |
| for (t,) in cx.execute("SELECT name FROM sqlite_master WHERE type='table' ORDER BY name"): | |
| rows = cx.execute(f"SELECT * FROM {t}").fetchall() | |
| h = hashlib.sha256(repr(sorted(map(repr, rows))).encode()).hexdigest()[:16] | |
| out[t] = [len(rows), h] | |
| cx.close() | |
| return out | |
| def parse_number(v): | |
| if isinstance(v, (int, float)): return float(v) | |
| s = re.sub(r"[,$\s]|USD", "", str(v), flags=re.I).rstrip("%") | |
| m = re.match(r"^-?\d+(\.\d+)?$", s) | |
| return float(s) if m else None | |
| def norm(v): return re.sub(r"\s+", " ", str(v)).strip().lower() | |
| def contains_subset(actual, expected): | |
| """Recursive exact-subset match for trace argument selectors.""" | |
| if isinstance(expected, dict): | |
| return isinstance(actual, dict) and all( | |
| key in actual and contains_subset(actual[key], value) | |
| for key, value in expected.items() | |
| ) | |
| if isinstance(expected, list): | |
| return isinstance(actual, list) and len(actual) == len(expected) and all( | |
| contains_subset(got, wanted) for got, wanted in zip(actual, expected) | |
| ) | |
| return actual == expected | |
| def trace_match(record, selector, *, successful=True): | |
| if record.get("server") != selector.get("server"): | |
| return False | |
| if record.get("tool") != selector.get("tool"): | |
| return False | |
| if successful and not record.get("ok"): | |
| return False | |
| return contains_subset(record.get("args") or {}, selector.get("args") or {}) | |
| def first_trace_index(trace, selector, *, start=0, successful=True): | |
| return next( | |
| (index for index in range(start, len(trace)) | |
| if trace_match(trace[index], selector, successful=successful)), | |
| None, | |
| ) | |
| def first_evidence_index(trace, selector, *, start=0): | |
| """Find successful evidence or one exact, contracted provider-negative result.""" | |
| expected_error = selector.get("expected_error_contains") | |
| if not expected_error: | |
| return first_trace_index(trace, selector, start=start, successful=True) | |
| expected_error = norm(expected_error) | |
| return next( | |
| ( | |
| index | |
| for index in range(start, len(trace)) | |
| if not trace[index].get("ok") | |
| and trace_match(trace[index], selector, successful=False) | |
| and expected_error in norm(trace[index].get("note") or "") | |
| ), | |
| None, | |
| ) | |
| def check_label(check): | |
| return str(check.get("name") or check.get("field") or check.get("type") or "check") | |
| def check_slug(value): | |
| return re.sub(r"[^a-z0-9]+", "-", str(value).casefold()).strip("-") or "check" | |
| def check_result(source, index, check, failures): | |
| label = check_label(check) | |
| return { | |
| "id": f"{source}.{index:03d}.{check_slug(label)}", | |
| "source": source, | |
| "type": str(check.get("type") or "string"), | |
| "name": label, | |
| "passed": not failures, | |
| "failures": failures, | |
| } | |
| # An empty-answer trap is satisfied by a value that OPENS with a negative. Trailing | |
| # justification is allowed and expected — a model that explains "none, because no remittance | |
| # advice was on file" is more useful than one that emits the bare token, and grading them | |
| # differently measured prose, not grounding (docs/AUDIT.md A5). | |
| NEG_RE = re.compile(r"^(none|no|n/?a|nil|nothing|zero|not\s+(found|applicable|available|on\s+file))\b") | |
| # Same lesson as NEG_RE, for yes/no fields: a finance answer worth reading is "no - Meadow | |
| # Analytics has no record in the ERP", not the bare token. Grade the polarity, not the prose. | |
| YES_RE = re.compile(r"^(yes|y|true|correct|confirmed|affirmative)\b") | |
| NO_RE = re.compile(r"^(no|n|false|incorrect|negative|none|not)\b") | |
| # TAT-QA grades `scale` (thousand/million/billion/percent) as a field in its own right, | |
| # because a financial number without its unit is not an answer (round-2 ledger row 28). We | |
| # do the same, and additionally diagnose the classic magnitude slip on ANY numeric check | |
| # rather than letting it hide inside a generic "off by a lot". | |
| SCALE_SYNONYMS = { | |
| "units": {"units", "unit", "absolute", "ones", "dollars", "usd", "as reported", "none"}, | |
| "thousands": {"thousand", "thousands", "k", "000s", "in thousands"}, | |
| "millions": {"million", "millions", "m", "mm", "in millions"}, | |
| "billions": {"billion", "billions", "b", "bn", "in billions"}, | |
| "percent": {"percent", "percentage", "%", "pct"}, | |
| } | |
| SCALE_FACTOR = {"units": 1, "thousands": 1e3, "millions": 1e6, "billions": 1e9} | |
| def scale_of(v): | |
| s = norm(v).replace("(", " ").replace(")", " ").strip(" .") | |
| for canon, words in SCALE_SYNONYMS.items(): | |
| if s == canon or s in words: return canon | |
| # specific scales win over the generic "units" bucket: "USD millions" is millions, not | |
| # units, even though "usd" is a units synonym. | |
| for canon in ("billions", "millions", "thousands", "percent", "units"): | |
| words = SCALE_SYNONYMS[canon] | |
| if any(re.search(rf"\b{re.escape(w)}\b", s) for w in words if len(w) > 2): return canon | |
| return None | |
| def magnitude_slip(got, exp): | |
| """Return the factor if the answer is a clean 1e3/1e6/1e9 multiple of the truth.""" | |
| if not got or not exp: return None | |
| for f in (1e3, 1e6, 1e9): | |
| for cand, label in ((exp * f, f), (exp / f, 1 / f)): | |
| if cand and abs(got - cand) <= max(0.01, abs(cand) * 1e-4): | |
| return label | |
| return None | |
| def polarity(v): | |
| s = norm(v) | |
| if YES_RE.match(s): return "yes" | |
| if NO_RE.match(s): return "no" | |
| return None | |
| def evaluate_answer_check(c, answers): | |
| failed = [] | |
| fld, typ = c["field"], c.get("type", "string") | |
| name = f"answer:{fld}" | |
| if fld not in answers: | |
| return [name + ":missing"] | |
| got = answers[fld] | |
| if typ == "number": | |
| g = parse_number(got) | |
| if g is None: | |
| return [name + ":not_numeric"] | |
| exp = float(c["expect"]) | |
| tol = max(float(c.get("tol_abs", 0.01)), abs(exp) * float(c.get("tol_rel", 0))) | |
| if abs(g - exp) > tol: | |
| slip = magnitude_slip(g, exp) | |
| if slip: | |
| scale = {1e3: "thousands", 1e6: "millions", 1e9: "billions"}.get(slip) | |
| failed.append(name + f":scale_error(got={g}, want={exp}, off by " | |
| f"{'x' if slip > 1 else '/'}{int(slip if slip > 1 else 1/slip)}" | |
| + (f" - looks reported in {scale}" if scale else "") + ")") | |
| else: | |
| failed.append(name + f":off(got={g})") | |
| elif typ == "none_answer": | |
| g = norm(got) | |
| if not NEG_RE.match(g): | |
| failed.append(name + f":expected_none(got={g[:60]})") | |
| else: | |
| bad = [s for s in c.get("forbid", []) if norm(s) in g] | |
| if bad: | |
| failed.append(name + f":hallucinated({bad})") | |
| elif typ == "scale": | |
| g = scale_of(got) | |
| exp_s = scale_of(c["expect"]) or norm(c["expect"]) | |
| if g is None: | |
| failed.append(name + f":unparseable_scale(got={norm(got)[:40]})") | |
| elif g != exp_s: | |
| failed.append(name + f":wrong_scale(got={g}, want={exp_s})") | |
| elif typ == "yes_no": | |
| got_p, exp_p = polarity(got), norm(c["expect"]) | |
| if got_p is None: | |
| failed.append(name + f":unparseable_yes_no(got={norm(got)[:60]})") | |
| elif got_p != exp_p: | |
| failed.append(name + f":wrong_polarity(got={got_p}, want={exp_p})") | |
| else: | |
| bad = [s for s in c.get("forbid", []) if norm(s) in norm(got)] | |
| if bad: | |
| failed.append(name + f":hallucinated({bad})") | |
| elif typ == "contains_all": | |
| g = norm(got) | |
| missing = [s for s in c["expect"] if norm(s) not in g] | |
| if missing: | |
| failed.append(name + f":missing_terms({missing})") | |
| over = [s for s in c.get("forbid", []) if norm(s) in g] | |
| if over: | |
| failed.append(name + f":forbidden_terms({over})") | |
| elif norm(got) != norm(c["expect"]): | |
| failed.append(name + f":mismatch(got={norm(got)[:60]})") | |
| return failed | |
| def evaluate_trace_check(c, trace): | |
| failed = [] | |
| t = c["type"] | |
| if t == "required_servers": | |
| used = {r["server"] for r in trace if r.get("ok")} | |
| miss = [s for s in c["servers"] if s not in used] | |
| if miss: | |
| failed.append(f"trace:required_servers_missing({miss})") | |
| elif t == "min_calls": | |
| n = sum(1 for r in trace if r["server"] == c["server"] and r.get("ok")) | |
| if n < c["n"]: | |
| failed.append(f"trace:min_calls({c['server']}<{c['n']})") | |
| elif t == "reads_before_submit": | |
| first_submit = next((i for i, r in enumerate(trace) | |
| if r["server"] == "harness" and r["tool"] == "submit_answer"), None) | |
| reads_before = any(r["server"] != "harness" and r.get("ok") for r in trace[:first_submit or 0]) | |
| if first_submit is None or not reads_before: | |
| failed.append("trace:no_reads_before_submit") | |
| elif t == "required_calls": | |
| missing = [ | |
| f"{selector.get('server')}.{selector.get('tool')}:{selector.get('args', {})}" | |
| for selector in c.get("calls", []) | |
| if first_evidence_index(trace, selector) is None | |
| ] | |
| if missing: | |
| failed.append(f"trace:required_calls_missing({missing})") | |
| elif t == "reads_before_write": | |
| write_at = first_trace_index(trace, c["write"]) | |
| if write_at is None: | |
| failed.append("trace:required_write_missing") | |
| else: | |
| late = [ | |
| f"{selector.get('server')}.{selector.get('tool')}:{selector.get('args', {})}" | |
| for selector in c.get("reads", []) | |
| if first_evidence_index(trace[:write_at], selector) is None | |
| ] | |
| if late: | |
| failed.append(f"trace:reads_not_before_write({late})") | |
| elif t == "post_write_readback": | |
| write_at = first_trace_index(trace, c["write"]) | |
| readback_at = ( | |
| first_trace_index(trace, c["readback"], start=write_at + 1) | |
| if write_at is not None else None | |
| ) | |
| if write_at is None or readback_at is None: | |
| failed.append( | |
| f"trace:missing_post_write_readback({c['write'].get('server')}." | |
| f"{c['write'].get('tool')}->{c['readback'].get('server')}." | |
| f"{c['readback'].get('tool')})" | |
| ) | |
| elif t == "ordered_calls": | |
| cursor = 0 | |
| missing = None | |
| for selector in c.get("calls", []): | |
| position = first_trace_index(trace, selector, start=cursor) | |
| if position is None: | |
| missing = selector | |
| break | |
| cursor = position + 1 | |
| if missing is not None: | |
| failed.append( | |
| f"trace:ordered_calls_failed({missing.get('server')}." | |
| f"{missing.get('tool')}:{missing.get('args', {})})" | |
| ) | |
| elif t == "successful_required_calls": | |
| unsuccessful = [] | |
| for selector in c.get("calls", []): | |
| any_call = first_trace_index(trace, selector, successful=False) | |
| accepted_evidence = first_evidence_index(trace, selector) | |
| if any_call is None or accepted_evidence is None: | |
| unsuccessful.append( | |
| f"{selector.get('server')}.{selector.get('tool')}:" | |
| f"{selector.get('args', {})}" | |
| ) | |
| if unsuccessful: | |
| failed.append(f"trace:required_calls_unsuccessful({unsuccessful})") | |
| elif t == "no_rejected_mutations": | |
| rejected = [] | |
| for selector in c.get("calls", []): | |
| if any( | |
| not record.get("ok") | |
| and trace_match(record, selector, successful=False) | |
| for record in trace | |
| ): | |
| rejected.append( | |
| f"{selector.get('server')}.{selector.get('tool')}:" | |
| f"{selector.get('args', {})}" | |
| ) | |
| if rejected: | |
| failed.append(f"trace:rejected_mutations({rejected})") | |
| else: | |
| failed.append(f"trace:unsupported_check_type({t})") | |
| return failed | |
| def evaluate_state_check(c, cx, final, init): | |
| failed = [] | |
| t = c["type"] | |
| if t == "writes_only": | |
| allowed = set(c.get("tables", ["answers"])) | {"erp_form_sessions"} | |
| dirty = [x for x in final if x not in allowed and final[x] != init.get(x)] | |
| if dirty: | |
| failed.append(f"state:off_task_writes({dirty})") | |
| elif t == "row_count": | |
| n = cx.execute(c["sql"]).fetchone()[0] | |
| if n != c["expect"]: | |
| failed.append(f"state:row_count({c.get('name', c['sql'][:40])}: got {n}, want {c['expect']})") | |
| elif t == "sql": | |
| got = cx.execute(c["sql"]).fetchone() | |
| got = got[0] if got else None | |
| exp, name_ = c["expect"], c.get("name", c["sql"][:40]) | |
| if isinstance(exp, (int, float)) and not isinstance(exp, bool): | |
| g = parse_number(got) | |
| tol = max(float(c.get("tol_abs", 0.01)), abs(float(exp)) * float(c.get("tol_rel", 0))) | |
| if g is None or abs(g - float(exp)) > tol: | |
| failed.append(f"state:sql({name_}: got {got}, want {exp})") | |
| elif norm(got) != norm(exp): | |
| failed.append(f"state:sql({name_}: got {norm(got)[:60]}, want {norm(exp)[:60]})") | |
| elif t == "cell_equals": | |
| row = cx.execute(c["sql"]).fetchone() | |
| got = row[0] if row else None | |
| exp = c["expect"] | |
| ok = (abs(float(got) - float(exp)) <= float(c.get("tol_abs", 0)) | |
| if isinstance(exp, (int, float)) and got is not None | |
| else norm(got) == norm(exp)) | |
| if not ok: | |
| failed.append(f"state:cell_equals({c.get('name', c['sql'][:40])}: got {got!r}, want {exp!r})") | |
| else: | |
| failed.append(f"state:unsupported_check_type({t})") | |
| return failed | |
| def verify(task_dir, run_dir): | |
| """Verify one step and emit stable, inspectable atomic-check results.""" | |
| p = Path(task_dir) / "tests/checks.json" | |
| checks = json.loads((p if p.exists() else Path(task_dir) / "checks.json").read_text()) | |
| db = Path(run_dir) / "world.sqlite" | |
| failed = [] | |
| results = [] | |
| cx = sqlite3.connect(db) | |
| answers = {f: json.loads(v) for f, v in cx.execute("SELECT field, value FROM answers")} | |
| cx.close() | |
| for index, c in enumerate(checks.get("answer_checks", []), 1): | |
| failures = evaluate_answer_check(c, answers) | |
| failed.extend(failures) | |
| results.append(check_result("answer", index, c, failures)) | |
| trace = [] | |
| tf = Path(run_dir) / "trace.jsonl" | |
| if tf.exists(): | |
| trace = [json.loads(line) for line in tf.read_text().splitlines() if line.strip()] | |
| for index, c in enumerate(checks.get("trace_checks", []), 1): | |
| failures = evaluate_trace_check(c, trace) | |
| failed.extend(failures) | |
| results.append(check_result("trace", index, c, failures)) | |
| init = json.loads((Path(run_dir) / "initial_state.json").read_text()) | |
| final = table_hashes(db) | |
| cx = sqlite3.connect(db) | |
| try: | |
| for index, c in enumerate(checks.get("state_checks", []), 1): | |
| failures = evaluate_state_check(c, cx, final, init) | |
| failed.extend(failures) | |
| results.append(check_result("state", index, c, failures)) | |
| finally: | |
| cx.close() | |
| return {"reward": 1 if not failed else 0, "failed": failed, | |
| "checks": results, | |
| "n_tool_calls": len(trace), | |
| "servers_used": sorted({r['server'] for r in trace})} | |
| def steps_of(task_dir): | |
| """Multi-step tasks (Harbor [[steps]] shape): steps/NN/{instruction.md,checks.json,walk.json}. | |
| Step 0 is the task root; later steps run in the SAME world, so state carries across turns.""" | |
| d = Path(task_dir) / "steps" | |
| return sorted(p for p in d.glob("*") if (p / "checks.json").exists()) if d.is_dir() else [] | |
| def verify_all(task_dir, run_dir): | |
| """Verify the root step plus every later step; reward 1 only if all pass.""" | |
| res = verify(task_dir, run_dir) | |
| out = {"reward": res["reward"], "failed": list(res["failed"]), | |
| "checks": list(res["checks"]), | |
| "n_tool_calls": res["n_tool_calls"], "servers_used": res["servers_used"], "steps": 1} | |
| for s in steps_of(task_dir): | |
| r = verify(s, run_dir) | |
| out["steps"] += 1 | |
| out["failed"] += [f"{s.name}:{f}" for f in r["failed"]] | |
| out["checks"] += [ | |
| {**check, "id": f"{s.name}.{check['id']}", "step": s.name} | |
| for check in r["checks"] | |
| ] | |
| out["reward"] = min(out["reward"], r["reward"]) | |
| return out | |
| if __name__ == "__main__": | |
| import argparse | |
| ap = argparse.ArgumentParser() | |
| ap.add_argument("--task-dir", required=True); ap.add_argument("--run-dir", required=True) | |
| a = ap.parse_args() | |
| print(json.dumps(verify_all(a.task_dir, a.run_dir))) | |