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Open_Ultra_SAST/tests/test_learn_schema.py
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Marius CiepluchandClaude Opus 5.5 d1896cb8e7 feat(learn): candidate feature schema and builders (decision-engine task 1)
learn/schema.py is the closed, typed allow-list of candidate features: 66 features over
11 instruments (language one-hot, quick rules with 23 mechanism buckets and a prior count,
engine, repo-facts, source span, entry-point distance, roles, delta, verify, agree, model
sinks), two profiles (static 57; plane adds verify, agree and model sinks for 66), schema_version and a feature-set digest.
No repository, path, file, function, rule or commit identity is a feature; site_match,
in_fix_range, fixed-pin alerts, case.json fields and costs are refused. Missing is not zero:
each record carries per-instrument state (ran | none | failed | not_applicable), and every
feature of an instrument that did not run is null.

learn/features.py builds records on the host (build_for_scan, whole repository or base..head
delta); plane/tasks/features.py builds them per case in a Run from the delivered artifacts,
dropping site_match and in_fix_range on read and ignoring fixed-pin alerts. The generator
adds a model-free `features` entry per case before `remember`, which stores the records as
`features` rows (re-validated). memory KINDS gains features, label, decision, experiment,
arm_outcome and experiment_result. The committed validation-46 manifests are regenerated
(entries appended; the first Run's entries are unchanged). The runner image must be rebuilt
and re-pinned before a Run executes the new task.

Proof on real artifacts (scratch store, not committed): the recorded validation-46 run gives
75 feature records over 15 cases (43 verify candidates plus vulnerable-pin alerts), each
case's vulnerable pin exported and read (0.5k-9k files); remember stored 75 features rows
beside 43 verdict, 84 alert, 61 unit_cost, 15 facts and 8 coverage rows.

Co-Authored-By: Claude Opus 5.5 <[email protected]>
Claude-Session: https://claude.ai/code/session_01EmM1j46qgKMh3zqD1QMwEo
2026-09-30 18:38:04 +02:00

197 lines
10 KiB
Python

"""The candidate feature schema (learned-decision-engine task 1; Req 1.2, 7.2): a closed allow-list with no
identities, missing distinct from zero, and no label-carrying field reaching a feature."""
from __future__ import annotations
import copy
import tomllib
from pathlib import Path
from typing import Any
import pytest
from openultrasast.findings import quick_scan_findings
from openultrasast.learn import schema
from openultrasast.learn.features import Delta, Part, build_for_scan, record
from openultrasast.learn.schema import EXCLUDED_FIELDS, FEATURES, FeatureRecordError, validate_record
from openultrasast.mapping import analyze_entry_points, attach_reachability_hints
from openultrasast.plane.tasks.features import case_features
from openultrasast.preprocess import preprocess_repository
from openultrasast.rank import rank_targets
ROOT = Path(__file__).resolve().parents[1]
APP = """import os
def {inner}(value):
os.system(value)
def {outer}():
{inner}("x")
"""
def _scan(root: Path) -> list[dict[str, Any]]:
_, targets = preprocess_repository(root)
assert targets and all((root / t.path).stat().st_size > 0 for t in targets), "the fixture was read"
targets = attach_reachability_hints(targets, analyze_entry_points(root, targets))
findings = quick_scan_findings(root, targets, rank_targets(targets))
assert findings, "the fixture's os.system fires a quick rule"
engine = {"questions": 3, "completed": 3, "degradations": [], "findings": []}
return build_for_scan(root, findings, engine)
def _repo(root: Path, path: str, inner: str, outer: str) -> Path:
(root / path).parent.mkdir(parents=True, exist_ok=True)
(root / path).write_text(APP.format(inner=inner, outer=outer))
return root
# --- the allow-list ----------------------------------------------------------------------------------------------
def test_features_are_allow_listed(tmp_path: Path) -> None:
names = [spec.name for spec in FEATURES]
assert len(names) == len(set(names)), "a feature name is declared twice"
for spec in FEATURES:
assert spec.type in ("bool", "int", "float", "enum"), f"{spec.name}: no free text"
assert spec.instrument in schema.INSTRUMENTS and spec.profile in schema.PROFILES
assert (spec.type == "int") == (spec.cap is not None), spec.name
assert (spec.type == "enum") == bool(spec.vocabulary), spec.name
assert spec.name.rsplit(".", 1)[-1] not in EXCLUDED_FIELDS, f"{spec.name} names a label or identity field"
mechanisms = tomllib.loads((ROOT / "benchmarks" / "pairs" / "mechanisms.toml").read_text())["mechanism"]
assert tuple(m["id"] for m in mechanisms) == schema.MECHANISMS, "the mechanism buckets are the closed vocabulary"
assert set(schema.RULE_TAG_MECHANISM.values()) <= set(schema.MECHANISMS)
records = _scan(_repo(tmp_path, "app/one.py", "alpha", "beta"))
assert records
for rec in records:
assert set(rec["x"]) == {s.name for s in schema.features_for("static")}, "every emitted key is in FEATURES"
assert rec["profile"] == "static" and not any(k.startswith(("verify.", "agree.", "ms.")) for k in rec["x"])
assert {s.name for s in schema.features_for("static")} < set(names)
assert [s.name for s in FEATURES if s.prior] == ["qr.prior_hits"]
def test_record_is_name_invariant(tmp_path: Path) -> None:
"""Two repositories that differ only in repository name, paths, file and function names and commit ids give the
same features: nothing identifies a repository."""
first = _scan(_repo(tmp_path / "acme-shop", "app/one.py", "alpha", "beta"))
second = _scan(_repo(tmp_path / "other-thing", "lib/sub/two.py", "gamma", "delta"))
assert [r["x"] for r in first] == [r["x"] for r in second]
assert [r["instruments"] for r in first] == [r["instruments"] for r in second]
assert first[0]["candidate"] != second[0]["candidate"], "the key differs; it lives only in the envelope"
assert first[0]["x"]["qr.enabled_hits"] >= 1 and first[0]["x"]["facts.entry_distance"] is not None
root = tmp_path / "acme-shop"
_, targets = preprocess_repository(root)
findings = quick_scan_findings(root, targets, rank_targets(targets))
changed = {"app/one.py": [(5, 5)]}
one = build_for_scan(root, findings, None, base=Delta(root, changed, pin="a" * 40))
two = build_for_scan(root, findings, None, base=Delta(root, changed, pin="b" * 40))
assert len(one) == 1 and one[0]["unit"] == "delta" and one[0]["base"] == "a" * 40
assert one[0]["x"]["delta.novelty"] == "new" and one[0]["x"]["delta.changed_lines"] == 1
assert [r["x"] for r in one] == [r["x"] for r in two], "a commit id is envelope, never a feature"
# --- label fields ------------------------------------------------------------------------------------------------
AGREED = {
"family": "injection",
"candidates": [
{"candidate": "a.py::f", "site": "a.py:4:f", "a": True, "b": False, "c": True, "agreed": True, "site_match": True,
"finding": {"family": "injection", "reported_at": "a.py:5"}},
],
"disputed": [],
} # fmt: skip
PASSES = {
"a": [{"path": "a.py", "candidates": [["a.py", "f", 4]], "flagged": [{"candidate": "a.py::f", "reported_at": "a.py:5"}], "turns": 4}],
"b": [{"path": "a.py", "candidates": [["a.py", "f", 4]], "flagged": [], "turns": 6}],
"c": [{"path": "a.py", "candidates": [["a.py", "f", 4]], "flagged": [{"candidate": "a.py::f", "reported_at": "a.py:4"}], "turns": 5}],
}
ALERTS = [
{"rule_id": "python-os-command", "rule_status": "enabled", "path": "a.py", "line": 5, "function": "f", "pin_role": "vulnerable",
"in_fix_range": True},
] # fmt: skip
SUMMARY = {"status": "done", "quick_languages": ["python"], "engine_languages": ["php"]}
def _plane(**overrides: Any) -> list[dict[str, Any]]:
inputs: dict[str, Any] = {
"facts": {"callers": {"a.py::f": [{"path": "b.py", "line": 2}]}}, "passes": PASSES, "models": {"a": "m", "b": "m", "c": "m"},
"agreed": AGREED, "alerts": ALERTS, "alerts_summary": SUMMARY,
} # fmt: skip
return case_features(**{**inputs, **overrides})
def test_label_fields_never_reach_features() -> None:
baseline = _plane()
assert [r["candidate"] for r in baseline] == ["a.py::f"] and baseline[0]["profile"] == "plane"
x = baseline[0]["x"]
assert (x["verify.flag_a"], x["verify.flag_b"], x["verify.flag_c"], x["verify.votes"]) == (True, False, True, 2)
assert x["agree.final"] == "agreed" and x["qr.enabled_hits"] == 1 and x["verify.site_offset"] == 0
flipped = copy.deepcopy(AGREED)
flipped["candidates"][0]["site_match"] = False
outside = [{**ALERTS[0], "in_fix_range": False}]
fixed_pin = [*ALERTS, {**ALERTS[0], "pin_role": "fixed", "line": 9}, {**ALERTS[0], "pin_role": "fixed", "function": "g"}]
for variant in (_plane(agreed=flipped), _plane(alerts=outside), _plane(alerts=fixed_pin)):
assert variant == baseline, "site_match, in_fix_range and fixed-pin alerts change nothing"
for field in ("site_match", "in_fix_range", "rule_id", "path", "repo", "usd"):
smuggled = copy.deepcopy(baseline[0])
smuggled["x"][field] = True
with pytest.raises(FeatureRecordError, match="allow-list"):
validate_record(smuggled)
with pytest.raises(FeatureRecordError):
validate_record({**baseline[0], field: True})
# --- missing is not zero -----------------------------------------------------------------------------------------
def test_missing_is_not_zero() -> None:
uncovered = _plane(alerts=[], alerts_summary={**SUMMARY, "quick_languages": ["php"]})[0]
assert uncovered["instruments"]["quick"]["state"] == "none"
assert all(v is None for k, v in uncovered["x"].items() if k.startswith("qr."))
covered = _plane(alerts=[])[0]
assert covered["instruments"]["quick"]["state"] == "ran"
assert covered["x"]["qr.enabled_hits"] == 0 and covered["x"]["qr.shadow_hits"] == 0, "ran and found nothing is 0"
no_alerts = _plane(alerts=[], alerts_summary=None)[0]
assert no_alerts["instruments"]["quick"]["state"] == "none" and no_alerts["x"]["qr.enabled_hits"] is None
assert covered["instruments"]["engine"]["state"] == "none" and covered["x"]["eng.findings"] is None
assert covered["instruments"]["delta"]["state"] == "not_applicable" and covered["x"]["delta.novelty"] is None
failed = _plane(alerts_summary={**SUMMARY, "status": "failed"})[0]
assert failed["instruments"]["quick"]["state"] == "failed" and failed["x"]["qr.enabled_hits"] is None
php = {"path": "p.php", "line": 3, "function": "q", "pin_role": "vulnerable", "rule_id": "engine:injection", "rule_status": "enabled"}
engine = {**SUMMARY, "engine": {"vulnerable": {"questions": 0, "completed": 0, "files": 5, "degradations": []}}}
[_, unread] = _plane(alerts=[*ALERTS, php], alerts_summary=engine)
assert unread["instruments"]["engine"]["state"] == "failed" and unread["x"]["eng.findings"] is None, "no question is not zero"
def test_build_for_scan_marks_an_engine_that_did_not_run_or_read(tmp_path: Path) -> None:
root = _repo(tmp_path / "r", "app/one.py", "alpha", "beta")
_, targets = preprocess_repository(root)
findings = quick_scan_findings(root, targets, rank_targets(targets))
unread = build_for_scan(root, findings, {"questions": 0, "findings": []})
absent = build_for_scan(root, findings, None)
assert {r["instruments"]["engine"]["state"] for r in unread} == {"failed"}
assert {r["instruments"]["engine"]["state"] for r in absent} == {"none"}
assert all(r["x"]["eng.findings"] is None for r in (*unread, *absent))
def test_validate_record_refuses_values_outside_their_type() -> None:
good = _plane()[0]
validate_record(good)
for name, value in (("agree.final", "maybe"), ("verify.votes", 4), ("qr.enabled_hits", -1), ("lang.python", 1)):
bad = copy.deepcopy(good)
bad["x"][name] = value
with pytest.raises(FeatureRecordError, match=name.replace(".", r"\.")):
validate_record(bad)
null = copy.deepcopy(good)
null["x"]["agree.final"] = None
with pytest.raises(FeatureRecordError, match="null is not allowed"):
validate_record(null)
value = copy.deepcopy(good)
value["x"]["ms.flagged"] = False
with pytest.raises(FeatureRecordError, match="must be null"):
validate_record(value)
with pytest.raises(FeatureRecordError, match="outside the static profile"):
record("a.py::f", "injection", "python", "static", {"verify": Part("ran", {})})