"""corpus-seeded-mechanisms task 3.1: leave-one-out is the corpus's own detection rate (offline).""" from __future__ import annotations import json from pathlib import Path import pytest from openultrasast.benchmark import ExpectedFinding from openultrasast.pairs import PairCase EXEC_A = ( "import sqlite3\n\n\ndef lookup(user):\n c = sqlite3.connect('x').cursor()\n" + " c.execute(\"SELECT * FROM t WHERE u = '%s'\" % user)\n" ) EXEC_A_FIX = ( "import sqlite3\n\n\ndef lookup(user):\n c = sqlite3.connect('x').cursor()\n c.execute('SELECT * FROM t WHERE u = ?', (user,))\n" ) EXEC_B = ( "import sqlite3\n\n\ndef delete(name):\n cur = sqlite3.connect('y').cursor()\n cur.execute('DELETE FROM t WHERE n = ' + name)\n" ) EXEC_B_FIX = ( "import sqlite3\n\n\ndef delete(name):\n cur = sqlite3.connect('y').cursor()\n" + " cur.execute('DELETE FROM t WHERE n = ?', (name,))\n" ) SYS_C = "import os\n\n\ndef ping(host):\n os.system('ping ' + host)\n" SYS_C_FIX = "import os\nimport subprocess\n\n\ndef ping(host):\n subprocess.run(['ping', host])\n" def _case(tmp_path: Path, name: str, vuln: str, fixed: str, *, function: str, cwe: str, provenance: str = "human") -> PairCase: (tmp_path / f"{name}-v.py").write_text(vuln) (tmp_path / f"{name}-f.py").write_text(fixed) return PairCase( name=name, slice="toy", language="python", origin="test", vuln_file=tmp_path / f"{name}-v.py", fixed_file=tmp_path / f"{name}-f.py", relpath="app.py", expected=( ExpectedFinding( cwe=cwe, vulnerability_class="x", path="app.py", evidence="", function=function, mechanism="source_reaches_sink" ), ), min_recall=1.0, fix_policy="silent", provenance=provenance, review_tier="seeded", ) def _toy(tmp_path: Path) -> list[PairCase]: return [ _case(tmp_path, "a", EXEC_A, EXEC_A_FIX, function="lookup", cwe="CWE-89"), _case(tmp_path, "b", EXEC_B, EXEC_B_FIX, function="delete", cwe="CWE-89", provenance="agent"), _case(tmp_path, "c", SYS_C, SYS_C_FIX, function="ping", cwe="CWE-78"), ] def test_leave_one_out_reports_which_pair_taught_which(tmp_path: Path) -> None: from openultrasast.semantic.loo import evaluate_loo result = evaluate_loo(_toy(tmp_path)) by_name = {outcome.pair: outcome for outcome in result.outcomes} assert set(by_name) == {"a", "b", "c"} assert by_name["a"].detected and by_name["a"].silent and by_name["a"].found_by # taught by b's execute shape assert by_name["b"].detected and by_name["b"].silent and any("a" in pairs for _, pairs in by_name["b"].found_by) assert not by_name["c"].detected and by_name["c"].found_by == () # nobody else teaches os.system: c only tests slice_metrics = result.per_slice["toy"] assert slice_metrics["pairs"] == 3 and slice_metrics["detected"] == 2 and slice_metrics["silent"] == 3 assert abs(slice_metrics["recall"] - 2 / 3) < 1e-9 and slice_metrics["silence"] == 1.0 and abs(slice_metrics["youden"] - 2 / 3) < 1e-9 assert result.per_profile["agent"]["pairs"] == 1 and result.per_profile["human"]["pairs"] == 2 assert "source_reaches_sink" in result.per_mechanism payload = result.to_dict() assert set(payload) >= {"per_slice", "per_profile", "per_mechanism", "outcomes"} json.dumps(payload) # artifact-ready def test_leave_one_out_seeds_only_trusted_pairs_and_skips_known_limit(tmp_path: Path) -> None: from openultrasast.semantic.loo import evaluate_loo cases = _toy(tmp_path) cases[1] = PairCase(**{**cases[1].__dict__, "review_tier": "advisory"}) # b may be tested, never teaches cases[2] = PairCase(**{**cases[2].__dict__, "known_limit": "engine"}) result = evaluate_loo(cases) by_name = {outcome.pair: outcome for outcome in result.outcomes} assert set(by_name) == {"a", "b"} # known_limit excluded entirely assert not by_name["a"].detected # b is advisory: it cannot teach a assert by_name["b"].detected # a (seeded) teaches b, which is scored as a held-out target assert result.skipped == (("c", "known_limit:engine"),) def test_cli_pairs_loo_writes_the_artifact_offline(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None: import io from contextlib import redirect_stdout from openultrasast.cli import main monkeypatch.chdir(Path.cwd()) buf = io.StringIO() with redirect_stdout(buf): assert main(["pairs", "--slice", "vibe-py", "--loo", "--json", "--loo-out", str(tmp_path / "loo.json")]) == 0 payload = json.loads(buf.getvalue()) assert payload["per_slice"]["vibe-py"]["pairs"] == 35 and "found_by" in payload["outcomes"][0] assert json.loads((tmp_path / "loo.json").read_text()) == payload