scene-actor-extraction/scripts/ci/check_raw_cosine.py

#!/usr/bin/env python3
"""Enforce the AR-024 invariant: never a raw cosine, always the calibration.

TRACES: AR-024 | SR-002

docs/requirements.md gives AR-024's verification tier as "Static check -- no
bare cosine outside a tagged EXCEPTION | Grep-based; this is the invariant's
enforcement". This is that check. Until it existed the invariant was enforced
by reading, and reading missed a live violation: the identity matcher's
no-calibration fallback thresholded raw cosine distance and fed `max(0, cosine)`
into the Bayesian accumulation as though it were a posterior.

WHAT IT CHECKS, precisely, because a static check that overclaims its reach is
worse than one with a stated scope:

  Every call to `cosine_similarity(...)` in C++ source must either

    (a) have its result consumed immediately by a calibration -- the call is
        textually wrapped in `cal_(...)`, `calibrate_(...)`, `.probability(...)`
        or similar; or
    (b) sit under an `EXCEPTION: AR-024 <reason>` comment within
        EXCEPTION_SCOPE_LINES above it.

  Anything else is a defect, per CLAUDE.md: "treat any bare cosine comparison in
  the code as a defect to be fixed".

WHAT IT DOES NOT CHECK, and why you should not read a pass as more than it is:

  - It cannot follow a cosine through a variable across statements. A file that
    stores `float s = cosine_similarity(a, b);` and compares `s` three lines
    later is not caught. The codebase does not currently do this, and this check
    exists partly to keep it that way, but it is a convention backed by review,
    not by the tool.
  - It says nothing about GEMM output. The similarity engine returns a whole
    matrix of cosines and the matcher reads them directly; that path is correct
    by inspection (every value goes through `cal_.probability`) and is not
    verified here.
  - A retired constant reintroduced under a new name is invisible to it.

Exit status is 0 when clean, 1 when a violation is found, 2 on a usage error.
"""

import argparse
import pathlib
import re
import sys

# How far above a use an `EXCEPTION: AR-024` tag may sit and still cover it.
# Generous, because the house style puts a paragraph of reasoning between the
# tag and the code -- but bounded, so a tag cannot silently cover a whole file.
EXCEPTION_SCOPE_LINES = 25

CPP_SUFFIXES = {".h", ".hpp", ".hxx", ".cc", ".cpp", ".cxx", ".cu", ".cuh"}

# src only, deliberately. The invariant governs what the PIPELINE decides --
# CLAUDE.md's rule is "tag the unit that decides" -- whereas a test legitimately
# asserts properties of the metric space itself (that a vector's cosine with
# itself is 1, that the annex ended up holding the spoke it should have). Those
# are measurements of the code under test, not decisions shipped to a user, and
# sweeping them in would produce a wall of blanket EXCEPTION tags that would
# devalue the tag everywhere else. Pass --source-root tests to scan them anyway.
DEFAULT_ROOTS = ["src"]

# Directories that are never this repo's code.
EXCLUDE_DIRS = {
    "build", "build-ort", "external", "vendor", "__pycache__",
    ".git", "node_modules", "models",
}

COSINE_CALL = re.compile(r"\bcosine_similarity\s*\(")

# The result is immediately handed to a calibration. Matches the house shapes:
#   cal_(cosine_similarity(a, b))
#   calibrate_(cosine_similarity(a, b))
#   same_person(cosine_similarity(a, b))
#   cal_.probability(cosine_similarity(a, b))
CALIBRATED = re.compile(
    r"(?:\b(?:cal_|cal|calibrate_|calibrate|same_person|same_person_probability)"
    r"\s*(?:\.\s*probability\s*)?\(\s*|\.\s*probability\s*\(\s*)"
    r"cosine_similarity\s*\("
)

EXCEPTION_TAG = re.compile(r"EXCEPTION:\s*AR-024\b(.*)")

# The function's own definition is not a use of it.
DEFINITION = re.compile(r"^\s*(?:inline\s+|static\s+|constexpr\s+)*float\s+"
                        r"cosine_similarity\s*\(")

# The house style wraps long calls across lines:
#     const float p = calibrate_(
#         cosine_similarity(a, b));
# so the calibration and the call it guards are not always on one line. Joining
# a small window before testing is what makes this check usable on real code
# rather than a generator of false positives that trains people to ignore it.
JOIN_LOOKBEHIND = 2


def iter_sources(root: pathlib.Path, roots):
    for rel in roots:
        base = root / rel
        if not base.exists():
            continue
        for p in sorted(base.rglob("*")):
            if p.suffix.lower() not in CPP_SUFFIXES:
                continue
            if any(part in EXCLUDE_DIRS for part in p.relative_to(root).parts):
                continue
            yield p


def covering_exception(lines, idx):
    """Return the reason text of an EXCEPTION: AR-024 tag covering line `idx`."""
    lo = max(0, idx - EXCEPTION_SCOPE_LINES)
    for j in range(idx, lo - 1, -1):
        m = EXCEPTION_TAG.search(lines[j])
        if m:
            return m.group(1).strip(" -—*/") or "(no reason given)"
    return None


def check_file(path: pathlib.Path, root: pathlib.Path):
    violations, exceptions = [], []
    try:
        lines = path.read_text(encoding="utf-8", errors="replace").splitlines()
    except OSError as e:
        print(f"error: cannot read {path}: {e}", file=sys.stderr)
        return violations, exceptions

    rel = path.relative_to(root)
    for i, line in enumerate(lines):
        if not COSINE_CALL.search(line):
            continue
        # A comment mentioning the function is prose, not a use.
        stripped = line.lstrip()
        if stripped.startswith(("//", "///", "*", "/*")):
            continue
        if DEFINITION.match(line):
            continue
        # Join a small window so a call wrapped across lines is still seen as
        # calibrated. Whitespace is collapsed so the join reads as one statement.
        window = " ".join(
            lines[max(0, i - JOIN_LOOKBEHIND):i + 1]
        )
        window = re.sub(r"\s+", " ", window)
        if CALIBRATED.search(window):
            continue
        reason = covering_exception(lines, i)
        if reason:
            exceptions.append((rel, i + 1, line.strip(), reason))
        else:
            violations.append((rel, i + 1, line.strip()))
    return violations, exceptions


def main():
    ap = argparse.ArgumentParser(description=__doc__,
                                 formatter_class=argparse.RawDescriptionHelpFormatter)
    ap.add_argument("--root", default=None,
                    help="repository root (default: the script's ../..)")
    ap.add_argument("--source-root", action="append", default=None,
                    help="directory to scan; repeatable (default: src, tests)")
    args = ap.parse_args()

    root = pathlib.Path(args.root) if args.root \
        else pathlib.Path(__file__).resolve().parents[2]
    roots = args.source_root or DEFAULT_ROOTS

    if not root.is_dir():
        print(f"error: root {root} is not a directory", file=sys.stderr)
        return 2

    all_violations, all_exceptions, n_files = [], [], 0
    for p in iter_sources(root, roots):
        n_files += 1
        v, e = check_file(p, root)
        all_violations += v
        all_exceptions += e

    if n_files == 0:
        # A scan that found nothing to read is a misconfiguration reporting a
        # pass, which is the failure mode the traceability gate also guards.
        print(f"error: scanned 0 source files under {root} ({', '.join(roots)})",
              file=sys.stderr)
        return 2

    print("AR-024 — always the calibrated probability, never a raw cosine")
    print("=" * 72)
    print(f"Repo root      : {root}")
    print(f"Files scanned  : {n_files} ({', '.join(roots)})")
    print(f"Recorded excs. : {len(all_exceptions)}")
    print(f"Violations     : {len(all_violations)}")

    if all_exceptions:
        print("\nRecorded exceptions (allowed, and each one is a claim to re-read):")
        for rel, ln, src, reason in all_exceptions:
            print(f"   {rel}:{ln}  {reason}")
            print(f"      {src}")

    if all_violations:
        print("\nVIOLATIONS — a bare cosine with no recorded exception:")
        for rel, ln, src in all_violations:
            print(f"   {rel}:{ln}")
            print(f"      {src}")
        print("\nEvery similarity is converted through the sigmoid calibration")
        print("before it is used, compared, or thresholded. A raw cosine means")
        print("something different for every model, gallery and face size, and")
        print("it cannot be combined with anything else.")
        print("\nEither route it through the calibration, or, if the use is")
        print("genuinely about the metric space rather than about a decision,")
        print("record it:")
        print("      // EXCEPTION: AR-024 <why this one is not a decision>")
        print("and add a row to CLAUDE.md's agreed-exceptions table.")
        return 1

    print("\nOK: no bare cosine outside a recorded exception.")
    return 0


if __name__ == "__main__":
    sys.exit(main())