#!/usr/bin/env python3 """Phase 0, measurement B — DIFFERENTIAL RATE. For N PrimeVul pairs, run cppcheck on BOTH the vulnerable and patched function and measure how often the extracted findings DIFFER. If evidence(vuln)==evidence(patch), the intra-procedural tool gives ZERO discriminative signal for that pair. This is the true usable-signal ceiling for a static-evidence LoRA (<= decidability D).""" import json, os, re, subprocess, tempfile, hashlib from huggingface_hub import hf_hub_download import pyarrow.parquet as pq N_PAIRS = 100 CK = os.path.expanduser("~/.cache/phase0_diff_ckpt.jsonl") # stub common typedefs so cppcheck doesn't misinfer types on header-less functions PREAMBLE = ("typedef unsigned long size_t; typedef unsigned char uint8_t; " "typedef unsigned short uint16_t; typedef unsigned int uint32_t; " "typedef unsigned long long uint64_t; typedef long ssize_t; " "typedef int int32_t; typedef long long int64_t;\n") def is_java(code): return bool(re.search(r'\b(public|private|protected)\s+\w+|System\.|import java|@Override', code or '')) def cppcheck_findings(code): """Return a normalized set of (rule_id) findings from cppcheck on the isolated function.""" with tempfile.NamedTemporaryFile("w", suffix=".c", delete=False) as f: f.write(PREAMBLE + code) path = f.name try: # --enable=all, template gives us id per finding; suppress noise about missing includes r = subprocess.run( ["cppcheck", "--enable=all", "--inconclusive", "--suppress=missingIncludeSystem", "--suppress=unusedFunction", "--suppress=missingInclude", "--template={id}:{line}:{severity}", "--quiet", path], capture_output=True, text=True, timeout=60) out = (r.stderr or "") + (r.stdout or "") except Exception: out = "" finally: os.unlink(path) ids = set() detailed = [] for line in out.splitlines(): m = re.match(r'([a-zA-Z0-9_]+):(\d+):(\w+)', line.strip()) if m: rid, ln, sev = m.group(1), m.group(2), m.group(3) # drop pure style/information noise; keep security-relevant severities if sev in ("error", "warning", "portability") or rid in ( "arrayIndexOutOfBounds","bufferAccessOutOfBounds","nullPointer","uninitvar", "memleak","doubleFree","useAfterFree","integerOverflow","signConversion", "invalidScanfFormatWidth","formatString","negativeIndex","pointerOutOfBounds"): ids.add(rid) detailed.append(f"{rid}/{sev}") return ids, detailed def main(): p = hf_hub_download("ASSERT-KTH/PrimeVul","data/test_paired-00000-of-00001.parquet",repo_type="dataset") t = pq.read_table(p); func = t.column("func").to_pylist(); lab = t.column("is_vulnerable").to_pylist() # pairs are consecutive (2k, 2k+1); identify which is vuln done = {} if os.path.exists(CK): for l in open(CK): try: r=json.loads(l); done[r["k"]]=r except: pass ck = open(CK, "a") n_c = n_java = 0 for k in range(N_PAIRS): if k in done: continue i0, i1 = 2*k, 2*k+1 # vuln vs patched vi = i0 if lab[i0] else i1 pi = i1 if vi==i0 else i0 vcode, pcode = func[vi], func[pi] lang = "java" if (is_java(vcode) or is_java(pcode)) else "c" if lang == "java": # no semgrep yet -> record as skipped for cppcheck differential (java handled separately) rec = {"k":k, "lang":"java", "skipped":True} ck.write(json.dumps(rec)+"\n"); ck.flush(); continue vids, vdet = cppcheck_findings(vcode) pids, pdet = cppcheck_findings(pcode) # differential: does the tool distinguish the twins at all? differ = (vids != pids) # stronger: did the tool flag the VULN and NOT the patched (correct direction)? directional = bool(vids - pids) # findings present in vuln but gone in patch both_flagged = bool(vids and pids and vids==pids) neither = (not vids and not pids) rec = {"k":k, "lang":"c", "vuln_ids":sorted(vids), "patch_ids":sorted(pids), "differ":differ, "directional":directional, "both_same_flag":both_flagged, "neither_flagged":neither} ck.write(json.dumps(rec)+"\n"); ck.flush() ck.close() # aggregate recs=[json.loads(l) for l in open(CK)] recs={r["k"]:r for r in recs}; recs=[recs[k] for k in sorted(recs)][:N_PAIRS] cc=[r for r in recs if r.get("lang")=="c" and not r.get("skipped")] java=[r for r in recs if r.get("lang")=="java"] differ=sum(1 for r in cc if r["differ"]) directional=sum(1 for r in cc if r["directional"]) neither=sum(1 for r in cc if r["neither_flagged"]) both=sum(1 for r in cc if r["both_same_flag"]) nc=len(cc) or 1 print(f"\n===== PHASE 0 (B): cppcheck DIFFERENTIAL RATE on {len(cc)} C pairs ({len(java)} Java skipped) =====") print(f"tool findings DIFFER between twins : {differ}/{nc} = {differ/nc*100:.1f}% <- upper bound on usable static signal") print(f" of which DIRECTIONAL (vuln flagged, patch clean): {directional}/{nc} = {directional/nc*100:.1f}%") print(f"same finding on BOTH twins (zero signal) : {both}/{nc} = {both/nc*100:.1f}%") print(f"NEITHER twin flagged (tool blind) : {neither}/{nc} = {neither/nc*100:.1f}%") print(f"\nInterpretation: 'directional' is the fraction where cppcheck ALONE hands the LoRA a") print(f"clean discriminative feature. That is the realistic intra-procedural signal floor.") if __name__=="__main__": main()