"""kbench — one entry point for the kernel-generation suite. Before this, the suite was eight loose scripts with different calling conventions (build.py took a spec path, validate.sh took a GPU then task names, the audits took task names or nothing, publish took nothing). Same operations, unified: kbench list [--tier T3] [--family moe] [--metric GB/s] [--gpus 2] [--json] kbench show kbench build kbench validate [--gpu N] kbench audit [--sizes] [--quality] [--gates] [--span] [--schema] [--all] [task...] kbench catalog regenerate CATALOG.json + README.md kbench publish [--dry-run] stage the human-readable tree and push to the Hub kbench stats Everything delegates to the existing tools; nothing is reimplemented. """ import argparse import json import pathlib import subprocess import sys HERE = pathlib.Path(__file__).resolve().parent LANE = HERE.parent ROOT = LANE.parent def _catalog(): p = LANE / "CATALOG.json" return json.loads(p.read_text()) if p.exists() else [] def _run(cmd, **kw): return subprocess.run(cmd, shell=isinstance(cmd, str), **kw).returncode def _spec_for(task): for sub in ("_factory", "_mega_factory", "_dist_factory"): p = LANE / sub / "specs" / (task.replace("-", "_") + ".py") if p.exists(): return p return None def cmd_list(a): rows = _catalog() for f, v in (("tier", a.tier), ("family", a.family), ("metric", a.metric)): if v: rows = [r for r in rows if (r.get(f) or "").lower().find(v.lower()) >= 0] if a.gpus: rows = [r for r in rows if r.get("gpus") == a.gpus] if a.json: print(json.dumps(rows, indent=2)); return 0 for r in rows: us = f"{r['roofline_us']:.0f}us" if r.get("roofline_us") else "—" print(f"{r.get('tier','—'):<3} {r.get('metric') or '—':<8} {us:>8} {r['name']}") print(f"\n{len(rows)} tasks", file=sys.stderr) return 0 def cmd_show(a): r = next((x for x in _catalog() if x["name"] == a.task), None) if not r: print(f"no such task: {a.task}", file=sys.stderr); return 1 print(f"{r['name']}\n family {r['family']}\n difficulty{'':1}{r.get('tier','—')} " f"{r.get('tier_why','')}\n metric {r.get('metric')}\n roofline " f"{r.get('roofline_us')} us\n gpus {r.get('gpus')}") sp = _spec_for(a.task) print(f" spec {sp.relative_to(LANE) if sp else '(hand-written, no spec)'}") print(f" keywords {', '.join(r.get('keywords', []))}") print(f"\n{r.get('description','')}") return 0 def cmd_build(a): if a.all: n = f = 0 for sub, b in (("_factory", "build.py"), ("_mega_factory", "build.py")): for s in sorted((LANE / sub / "specs").glob("*.py")): if s.name.startswith("_"): continue ok = _run([sys.executable, str(LANE / sub / b), str(s)], stdout=subprocess.DEVNULL, stderr=subprocess.DEVNULL) == 0 n, f = n + ok, f + (not ok) if not ok: print(f" BUILD FAILED {s.name}", file=sys.stderr) print(f"built {n}, failed {f}") return 1 if f else 0 for t in a.target: p = pathlib.Path(t) if not p.exists(): p = _spec_for(t) if p is None: print(f"no spec for {t}", file=sys.stderr); return 1 b = LANE / ("_mega_factory" if "_mega_factory" in str(p) else "_factory") / "build.py" if _run([sys.executable, str(b), str(p)]) != 0: return 1 return 0 def cmd_validate(a): mega = [t for t in a.task if (LANE / t / "tests" / "verify_env.py").exists() and "canonical_work" not in (LANE / t / "tests" / "verify_env.py").read_text()] std = [t for t in a.task if t not in mega] rc = 0 if std: rc |= _run(["bash", str(HERE / "validate.sh"), str(a.gpu), *std]) if mega: print("megakernel-family tasks need the mega harness " "(reference as pass-through submission); see _mega_factory/CALIBRATION.md §7:", ", ".join(mega), file=sys.stderr) return rc def cmd_audit(a): which = [k for k in ("sizes", "quality", "gates", "span", "schema") if getattr(a, k)] or ( ["sizes", "quality", "schema"] if not a.all else ["sizes", "quality", "gates", "span", "schema"]) rc = 0 if "sizes" in which: print("== sizing =="); rc |= _run([sys.executable, str(HERE / "audit_sizes.py"), *a.task]) if "quality" in which: print("== quality =="); rc |= _run([sys.executable, str(HERE / "audit_quality.py"), *a.task]) if "schema" in which: print("== schema =="); rc |= _run([sys.executable, str(HERE / "audit_schema.py"), *a.task]) if "gates" in which: print("== gate discrimination ==") lst = pathlib.Path("/tmp/_kb_gates.txt") lst.write_text("\n".join(a.task or [r["name"] for r in _catalog()]) + "\n") rc |= _run(f"GPU={a.gpu} bash {HERE/'gate_probe.sh'} {lst}") if "span" in which: print("== input span == (run per task inside its container; see _factory/span_check.py)") return rc def cmd_catalog(a): return _run([sys.executable, str(HERE / "make_catalog.py")]) def cmd_publish(a): if _run([sys.executable, str(HERE / "publish_kbench.py")]) != 0: return 1 if a.dry_run: print("staged only (--dry-run); not pushed"); return 0 push = ROOT.parent / "scripts" / "push_kbench.py" print(f"stage complete. push with the Hub uploader ({push if push.exists() else 'see RUN.md'})") return 0 def cmd_stats(a): rows = _catalog() from collections import Counter for field, label in (("tier", "difficulty"), ("family", "family"), ("metric", "metric")): c = Counter(r.get(field) or "—" for r in rows) print(f"\n{label}:") for k, v in c.most_common(): print(f" {v:5d} {k}") print(f"\ntotal in kernels/: {len(rows)}") return 0 def main(): p = argparse.ArgumentParser(prog="kbench", description=__doc__.split("\n")[0]) sub = p.add_subparsers(dest="cmd", required=True) q = sub.add_parser("list"); q.set_defaults(fn=cmd_list) q.add_argument("--tier"); q.add_argument("--family"); q.add_argument("--metric") q.add_argument("--gpus", type=int); q.add_argument("--json", action="store_true") q = sub.add_parser("show"); q.set_defaults(fn=cmd_show); q.add_argument("task") q = sub.add_parser("build"); q.set_defaults(fn=cmd_build) q.add_argument("target", nargs="*"); q.add_argument("--all", action="store_true") q = sub.add_parser("validate"); q.set_defaults(fn=cmd_validate) q.add_argument("task", nargs="+"); q.add_argument("--gpu", type=int, default=1) q = sub.add_parser("audit"); q.set_defaults(fn=cmd_audit) q.add_argument("task", nargs="*"); q.add_argument("--gpu", type=int, default=1) for k in ("sizes", "quality", "gates", "span", "schema", "all"): q.add_argument(f"--{k}", action="store_true") sub.add_parser("catalog").set_defaults(fn=cmd_catalog) q = sub.add_parser("publish"); q.set_defaults(fn=cmd_publish) q.add_argument("--dry-run", action="store_true") sub.add_parser("stats").set_defaults(fn=cmd_stats) a = p.parse_args() sys.exit(a.fn(a)) if __name__ == "__main__": main()