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Open_Ultra_SAST/tests/test_loo.py
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"""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
HELPER_SINK = "import os\n\n\ndef run(cmd):\n os.system(cmd)\n\n\ndef ping(host):\n return run('ping ' + host)\n"
HELPER_SINK_FIX = (
"import subprocess\n\n\ndef run(cmd):\n subprocess.run(cmd.split())\n\n\ndef ping(host):\n return run('ping ' + host)\n"
)
def test_hits_outside_the_labeled_function_or_off_label_never_count(tmp_path: Path) -> None:
"""Round-3 mutants: a hit must sit inside the labeled function and name the labeled mechanism or sink."""
from openultrasast.semantic.loo import evaluate_loo
teacher = _case(tmp_path, "t", SYS_C, SYS_C_FIX, function="ping", cwe="CWE-78")
outside = _case(
tmp_path, "outside", HELPER_SINK, HELPER_SINK_FIX, function="ping", cwe="CWE-78"
) # sink call lives in `run`, not `ping`
off_label = PairCase(
**{
**_case(tmp_path, "offlabel", SYS_C, SYS_C_FIX, function="ping", cwe="CWE-78").__dict__,
"expected": (
ExpectedFinding(
cwe="CWE-78", vulnerability_class="x", path="app.py", evidence="", function="ping", mechanism="missing_auth_guard"
),
),
}
)
result = evaluate_loo([teacher, outside, off_label])
by_name = {outcome.pair: outcome for outcome in result.outcomes}
assert by_name["outside"].hits_vuln >= 1 and not by_name["outside"].detected
assert by_name["offlabel"].hits_vuln >= 1 and not by_name["offlabel"].detected
def test_leave_one_out_forwards_search_degradations(tmp_path: Path, monkeypatch: pytest.MonkeyPatch) -> None:
from openultrasast.semantic.loo import evaluate_loo
monkeypatch.setenv("OPENULTRASAST_TREE_SITTER_PROBE", "0")
js = "function run(req) {\n const cmd = req.query.cmd;\n exec(cmd);\n}\n"
(tmp_path / "j-v.js").write_text(js)
(tmp_path / "j-f.js").write_text(js)
case = PairCase(
**{
**_toy(tmp_path)[0].__dict__,
"name": "j",
"language": "javascript",
"vuln_file": tmp_path / "j-v.js",
"fixed_file": tmp_path / "j-f.js",
"relpath": "app.js",
}
)
result = evaluate_loo([*_toy(tmp_path), case])
assert any(item["reason"] == "variants_language_unsupported" for item in result.degradations)
# --- authorization-obligations 4.2: leave-one-out per obligation kind -------------------------------------------------
_HANDLER = "from flask import request\n\n\n@app.route('/{route}/<key>')\ndef {fn}(key):\n{body}"
OBL_A = _HANDLER.format(route="books", fn="get_book", body=" return Book.query.filter_by(book_title=key).first()\n")
OBL_A_FIX = _HANDLER.format(
route="books",
fn="get_book",
body=" user_id = request.user.id\n return Book.query.filter_by(user_id=user_id, book_title=key).first()\n",
)
OBL_B = _HANDLER.format(route="orders", fn="get_order", body=" return Order.query.filter_by(ref=key).first()\n")
OBL_B_FIX = _HANDLER.format(
route="orders", fn="get_order", body=" owner = current_user.id\n return Order.query.filter_by(owner=owner, ref=key).first()\n"
)
OBL_C = _HANDLER.format(
route="login", fn="login", body=" resp = make_response('ok')\n resp.set_cookie('sid', key, samesite='None')\n return resp\n"
)
OBL_C_FIX = _HANDLER.format(
route="login",
fn="login",
body=" resp = make_response('ok')\n resp.set_cookie('sid', key, samesite='Strict', httponly=1)\n return resp\n",
)
def _obligation_case(tmp_path: Path, name: str, vuln: str, fixed: str, *, function: str, obligation: str, mechanism: str) -> PairCase:
case = _case(tmp_path, name, vuln, fixed, function=function, cwe="CWE-639")
row = case.expected[0]
return PairCase(
**{
**case.__dict__,
"slice": "vibe-py",
"expected": (ExpectedFinding(**{**row.__dict__, "mechanism": mechanism, "obligation": obligation}),),
}
)
def _obligation_toy(tmp_path: Path) -> list[PairCase]:
read = {"obligation": "protected_read", "mechanism": "unconstrained_protected_read"}
return [
_obligation_case(tmp_path, "a", OBL_A, OBL_A_FIX, function="get_book", **read),
_obligation_case(tmp_path, "b", OBL_B, OBL_B_FIX, function="get_order", **read),
_obligation_case(tmp_path, "c", OBL_C, OBL_C_FIX, function="login", obligation="security_setting", mechanism="permissive_default"),
]
def test_leave_one_out_scores_obligation_rows_per_kind_and_names_the_teaching_pair(tmp_path: Path) -> None:
"""Req 7.4: recall, silence and Youden per obligation kind; found_by names the shape record that supplied known_fix."""
from openultrasast.semantic.loo import evaluate_loo
result = evaluate_loo(_obligation_toy(tmp_path))
by_name = {outcome.pair: outcome for outcome in result.outcomes}
a, b, c = by_name["a"], by_name["b"], by_name["c"]
assert a.obligations == ("protected_read",) and c.obligations == ("security_setting",)
assert a.detected and a.silent and [pairs for _, pairs in a.found_by] == [("b",)] # b taught the identity discharger
assert b.detected and b.silent and [pairs for _, pairs in b.found_by] == [("a",)]
assert all(record_id.startswith("corpus:") for record_id, _ in a.found_by)
assert c.teaches and not c.detected and c.found_by == () and c.silent # reached and undischarged, but nobody else teaches the kind
kinds = result.per_obligation_kind
assert kinds["protected_read"]["pairs"] == 2 and kinds["protected_read"]["detected"] == 2 and kinds["protected_read"]["youden"] == 1.0
assert kinds["security_setting"]["pairs"] == 1 and kinds["security_setting"]["detected"] == 0
assert "unconstrained_protected_read" in result.per_mechanism # flow mechanisms and obligation kinds sit side by side
payload = result.to_dict()
assert "per_obligation_kind" in payload and payload["outcomes"][0]["obligations"] == ["protected_read"]
json.dumps(payload)
def test_obligation_rows_are_not_found_by_the_facts_alone(tmp_path: Path) -> None:
"""A finding without a known fix from the held-out store is the checker's own work, not the corpus teaching."""
from openultrasast.semantic.loo import evaluate_loo
(only,) = [outcome for outcome in evaluate_loo(_obligation_toy(tmp_path)[:1]).outcomes]
assert only.hits_vuln >= 1 and not only.detected and only.found_by == () # the leaky read is flagged, but no pair taught it