Datasets:

jburtoft
/

nki-kernel-bench

"""Validate dataset entries against schema/ and the cross-field rules in FORMAT.md.
Usage: python tools/validate.py [dataset_dir ...]     (exit 1 on any error)
"""
import ast, hashlib, json, os, re, subprocess, sys

import jsonschema
import yaml

ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
SCHEMA = {n: json.load(open(os.path.join(ROOT, "schema", f"{n}.schema.json")))
          for n in ("family", "manifest", "parity", "timing", "multicore")}
# Hygiene: internal hosts and identifiers must never ship.
FORBIDDEN = [
    (re.compile(r"git\.amazon\.com|code\.amazon\.com|gitlab\.aws\.dev|\.corp\.amazon\.com|amazon\.com/"), "internal URL"),
    (re.compile(r"\bi-0[0-9a-f]{8,16}\b"), "instance id"),
    (re.compile(r"\bcr-0[0-9a-f]{8,16}\b"), "capacity reservation id"),
    (re.compile(r"\b\d{12}\b(?=.*(arn|account))", re.I), "account id"),
    (re.compile(r"\barn:aws:"), "ARN"),
    (re.compile(r"\b(?:\d{1,3}\.){3}\d{1,3}\b(?<!0\.0\.0\.0)"), "IP address"),
    (re.compile(r"\b[VPT]\d{9,10}\b"), "ticket id"),
]
TEXT_EXT = {".py", ".yaml", ".yml", ".md", ".json", ".txt"}

# Optional local hygiene config (not shipped). Path: $NKB_HYGIENE_FILE, else <root>/.nkb_hygiene.
# Format, one item per line ('#' comments allowed):
#   <regex>              extra forbidden pattern (reported as "internal name"; the match is not printed)
#   registry: <dir>      directory of *.md registry files with a "**Customer**: <name>" line; the
#                        customer names and their file stems become forbidden patterns as well
# $NKB_REGISTRY_DIR overrides the registry directory. Without a config only the generic checks run.
HYGIENE_FILE = os.environ.get("NKB_HYGIENE_FILE") or os.path.join(ROOT, ".nkb_hygiene")


def _local_hygiene():
    pats, registry = [], os.environ.get("NKB_REGISTRY_DIR")
    if os.path.isfile(HYGIENE_FILE):
        for ln in open(HYGIENE_FILE, errors="ignore").read().splitlines():
            ln = ln.strip()
            if not ln or ln.startswith("#"):
                continue
            if ln.startswith("registry:"):
                p = os.path.expanduser(ln.split(":", 1)[1].strip())
                registry = registry or (p if os.path.isabs(p) else os.path.join(os.path.dirname(HYGIENE_FILE), p))
            else:
                pats.append(re.compile(ln))
    return pats, registry


LOCAL_PATTERNS, REGISTRY = _local_hygiene()


def _confidential_patterns():
    """Confidential names read at runtime from the optional local registry (never written anywhere).
    Empty when no registry is configured (public copy)."""
    pats = list(LOCAL_PATTERNS)
    if not REGISTRY or not os.path.isdir(REGISTRY):
        return pats
    for f in os.listdir(REGISTRY):
        if not f.endswith(".md") or f.startswith(("_", "README")):
            continue
        m = re.search(r"^\*\*Customer\*\*:\s*(.+)$", open(os.path.join(REGISTRY, f), errors="ignore").read(), re.M)
        if not m:
            continue
        val = m.group(1).strip()
        if re.match(r"(?i)(n/a|none|tbd|-)\b", val):
            continue
        name = re.split(r"\s+--|\s+\(|,|;", val)[0].strip(" *`")
        for tok in {name, f[:-3]}:
            if len(tok) >= 4:
                pats.append(re.compile(r"(?i)(?<![A-Za-z0-9])" + re.escape(tok) + r"(?![A-Za-z0-9])"))
        for part in re.split(r"[-_ ]", f[:-3]):       # codename components such as "<name>-troubleshooting"
            if len(part) >= 5 and part.lower() == name.lower()[:len(part)].lower():
                pats.append(re.compile(r"(?i)(?<![A-Za-z0-9])" + re.escape(part) + r"(?![A-Za-z0-9])"))
    return pats


CONFIDENTIAL = _confidential_patterns()


def sha(p):
    return hashlib.sha256(open(p, "rb").read()).hexdigest()


def jit_functions(src):
    out = set()
    for n in ast.walk(ast.parse(src)):
        if isinstance(n, ast.FunctionDef):
            for d in n.decorator_list:
                t = d.func if isinstance(d, ast.Call) else d
                if (isinstance(t, ast.Attribute) and t.attr == "jit") or (isinstance(t, ast.Name) and t.id == "jit"):
                    out.add(n.name)
    return out


def numpy_only(fam_dir):
    """Import inputs.py + reference.py in a clean interpreter; fail if torch/nki get imported."""
    code = ("import sys, importlib.util\n"
            f"sys.path.insert(0, {fam_dir!r})\n"
            "import inputs, reference\n"
            "bad = sorted(m for m in sys.modules if m.split('.')[0] in ('torch', 'nki', 'neuronxcc', 'jax'))\n"
            "assert hasattr(inputs, 'make_inputs') and hasattr(reference, 'reference')\n"
            "print(','.join(bad))\n")
    r = subprocess.run([sys.executable, "-c", code], capture_output=True, text=True)
    if r.returncode:
        return f"inputs/reference import failed: {r.stderr.strip().splitlines()[-1] if r.stderr.strip() else r.returncode}"
    return f"inputs/reference import non-numpy modules: {r.stdout.strip()}" if r.stdout.strip() else None


def hygiene(path, errs):
    if os.path.splitext(path)[1] not in TEXT_EXT:
        return
    txt = open(path, errors="ignore").read()
    for rx, what in FORBIDDEN:
        m = rx.search(txt)
        if m:
            errs.append(f"{path}: {what} found ({m.group(0)[:40]!r})")
    for rx in CONFIDENTIAL:
        if rx.search(txt):
            errs.append(f"{path}: confidential/internal name found (pattern redacted)")


def check_family(fd, errs):
    fy = os.path.join(fd, "family.yaml")
    fam = yaml.safe_load(open(fy))
    for e in jsonschema.Draft202012Validator(SCHEMA["family"]).iter_errors(fam):
        errs.append(f"{fy}: {e.json_path}: {e.message}")
    if fam.get("family") != os.path.basename(fd):
        errs.append(f"{fy}: family {fam.get('family')!r} != dir {os.path.basename(fd)!r}")
    for f in ("inputs.py", "reference.py"):
        if not os.path.isfile(os.path.join(fd, f)):
            errs.append(f"{fd}: missing {f}")
    if not any(e.startswith(fd) and "missing" in e for e in errs):
        m = numpy_only(fd)
        if m:
            errs.append(f"{fd}: {m}")
    shape_ids = {s["id"] for s in fam.get("shapes", [])}
    orders, n = {}, 0
    for v in sorted(os.listdir(fd)):
        vd = os.path.join(fd, v)
        if not os.path.isdir(vd) or v in ("__pycache__",):
            continue
        n += 1
        mf = os.path.join(vd, "manifest.yaml")
        if not os.path.isfile(mf):
            errs.append(f"{vd}: missing manifest.yaml"); continue
        m = yaml.safe_load(open(mf))
        for e in jsonschema.Draft202012Validator(SCHEMA["manifest"]).iter_errors(m):
            errs.append(f"{mf}: {e.json_path}: {e.message}")
        if m.get("id") != f"{fam['family']}/{v}" or m.get("version") != v or m.get("family") != fam["family"]:
            errs.append(f"{mf}: id/version/family inconsistent with path")
        o = m.get("order")
        if o in orders:
            errs.append(f"{mf}: order {o} duplicates {orders[o]}")
        orders[o] = v
        kp = os.path.join(vd, "kernel.py")
        if not os.path.isfile(kp):
            errs.append(f"{vd}: missing kernel.py"); continue
        port, prov = m.get("port", {}), m.get("provenance", {})
        if port.get("kernel_sha256") != sha(kp):
            errs.append(f"{mf}: port.kernel_sha256 != sha256(kernel.py)")
        if port.get("status") == "verbatim":
            if port.get("kernel_sha256") != prov.get("source_sha256"):
                errs.append(f"{mf}: verbatim but kernel_sha256 != provenance.source_sha256")
            if port.get("notes"):
                errs.append(f"{mf}: verbatim with port notes")
        if port.get("status") == "ported" and not port.get("notes"):
            errs.append(f"{mf}: ported without port notes")
        fn = m.get("entry", {}).get("function")
        if fn not in jit_functions(open(kp).read()):
            errs.append(f"{mf}: entry.function {fn!r} is not an @nki.jit function in kernel.py")
        sh = m.get("shapes")
        if sh != "all" and not set(sh or []) <= shape_ids:
            errs.append(f"{mf}: shapes {sorted(set(sh) - shape_ids)} not in family")
        o, src = prov.get("origin", ""), prov.get("source")
        want = ("nki-lib" if o.startswith("https://github.com/aws-neuron/")
                else "hugging-face" if o.startswith("https://huggingface.co/") else "jburtoft" if o.startswith(("workspace:", "https://github.com/jimburtoft/")) or o == "unpublished" else None)
        if src != want:
            errs.append(f"{mf}: provenance.source {src!r} inconsistent with origin (expected {want!r})")
        if o.startswith("workspace:"):
            errs.append(f"{mf}: workspace origin must not ship (use 'unpublished')")
        if prov.get("license", "TBD") == "TBD":
            errs.append(f"{mf}: WARNING license TBD (blocks public packaging)")
        for d in m.get("deps", []):
            p = os.path.join(vd, "deps", d["path"])
            if not os.path.isfile(p) or sha(p) != d["sha256"]:
                errs.append(f"{mf}: dep {d['path']} missing or sha mismatch")
        rd = os.path.join(vd, "results")
        for name, kind in (("sim_parity.json", "parity"), ("hw_parity.json", "parity"), ("timing.json", "timing"), ("multicore.json", "multicore"), ("hosts/trn2.3xlarge/timing.json", "timing"), ("hosts/trn2.3xlarge/multicore.json", "multicore")):
            p = os.path.join(rd, name)
            if os.path.isfile(p):
                for e in jsonschema.Draft202012Validator(SCHEMA[kind]).iter_errors(json.load(open(p))):
                    errs.append(f"{p}: {e.json_path}: {e.message}")
    if n == 0:
        errs.append(f"{fd}: no versions")
    for root, dirs, files in os.walk(fd):
        dirs[:] = [d for d in dirs if d not in ("__pycache__", "neff", "ifmaps") and not d.startswith(("profile_", "multicore_"))]
        for f in files:
            hygiene(os.path.join(root, f), errs)
    return n


def main(paths):
    errs, nf, nv = [], 0, 0
    for base in paths or [os.path.join(ROOT, "dataset")]:
        for root, dirs, files in os.walk(base):
            if "family.yaml" in files:
                nf += 1
                nv += check_family(root, errs)
                dirs[:] = []
    hard = [e for e in errs if "WARNING" not in e]
    for e in errs:
        print(("WARN " if "WARNING" in e else "ERROR ") + e)
    print(f"validated {nf} families, {nv} versions: {len(hard)} errors, {len(errs) - len(hard)} warnings")
    return 1 if hard else 0


if __name__ == "__main__":
    sys.exit(main(sys.argv[1:]))

	"""Validate dataset entries against schema/ and the cross-field rules in FORMAT.md.

	Usage: python tools/validate.py [dataset_dir ...] (exit 1 on any error)
	"""
	import ast, hashlib, json, os, re, subprocess, sys

	import jsonschema
	import yaml

	ROOT = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
	SCHEMA = {n: json.load(open(os.path.join(ROOT, "schema", f"{n}.schema.json")))
	for n in ("family", "manifest", "parity", "timing", "multicore")}
	# Hygiene: internal hosts and identifiers must never ship.
	FORBIDDEN = [
	(re.compile(r"git\.amazon\.com\|code\.amazon\.com\|gitlab\.aws\.dev\|\.corp\.amazon\.com\|amazon\.com/"), "internal URL"),
	(re.compile(r"\bi-0[0-9a-f]{8,16}\b"), "instance id"),
	(re.compile(r"\bcr-0[0-9a-f]{8,16}\b"), "capacity reservation id"),
	(re.compile(r"\b\d{12}\b(?=.*(arn\|account))", re.I), "account id"),
	(re.compile(r"\barn:aws:"), "ARN"),
	(re.compile(r"\b(?:\d{1,3}\.){3}\d{1,3}\b(?<!0\.0\.0\.0)"), "IP address"),
	(re.compile(r"\b[VPT]\d{9,10}\b"), "ticket id"),
	]
	TEXT_EXT = {".py", ".yaml", ".yml", ".md", ".json", ".txt"}

	# Optional local hygiene config (not shipped). Path: $NKB_HYGIENE_FILE, else <root>/.nkb_hygiene.
	# Format, one item per line ('#' comments allowed):
	# <regex> extra forbidden pattern (reported as "internal name"; the match is not printed)
	# registry: <dir> directory of .md registry files with a "Customer*: <name>" line; the
	# customer names and their file stems become forbidden patterns as well
	# $NKB_REGISTRY_DIR overrides the registry directory. Without a config only the generic checks run.
	HYGIENE_FILE = os.environ.get("NKB_HYGIENE_FILE") or os.path.join(ROOT, ".nkb_hygiene")


	def _local_hygiene():
	pats, registry = [], os.environ.get("NKB_REGISTRY_DIR")
	if os.path.isfile(HYGIENE_FILE):
	for ln in open(HYGIENE_FILE, errors="ignore").read().splitlines():
	ln = ln.strip()
	if not ln or ln.startswith("#"):
	continue
	if ln.startswith("registry:"):
	p = os.path.expanduser(ln.split(":", 1)[1].strip())
	registry = registry or (p if os.path.isabs(p) else os.path.join(os.path.dirname(HYGIENE_FILE), p))
	else:
	pats.append(re.compile(ln))
	return pats, registry


	LOCAL_PATTERNS, REGISTRY = _local_hygiene()


	def _confidential_patterns():
	"""Confidential names read at runtime from the optional local registry (never written anywhere).
	Empty when no registry is configured (public copy)."""
	pats = list(LOCAL_PATTERNS)
	if not REGISTRY or not os.path.isdir(REGISTRY):
	return pats
	for f in os.listdir(REGISTRY):
	if not f.endswith(".md") or f.startswith(("_", "README")):
	continue
	m = re.search(r"^\\Customer\\:\s*(.+)$", open(os.path.join(REGISTRY, f), errors="ignore").read(), re.M)
	if not m:
	continue
	val = m.group(1).strip()
	if re.match(r"(?i)(n/a\|none\|tbd\|-)\b", val):
	continue
	name = re.split(r"\s+--\|\s+\(\|,\|;", val)[0].strip(" *`")
	for tok in {name, f[:-3]}:
	if len(tok) >= 4:
	pats.append(re.compile(r"(?i)(?<![A-Za-z0-9])" + re.escape(tok) + r"(?![A-Za-z0-9])"))
	for part in re.split(r"[-_ ]", f[:-3]): # codename components such as "<name>-troubleshooting"
	if len(part) >= 5 and part.lower() == name.lower()[:len(part)].lower():
	pats.append(re.compile(r"(?i)(?<![A-Za-z0-9])" + re.escape(part) + r"(?![A-Za-z0-9])"))
	return pats


	CONFIDENTIAL = _confidential_patterns()


	def sha(p):
	return hashlib.sha256(open(p, "rb").read()).hexdigest()


	def jit_functions(src):
	out = set()
	for n in ast.walk(ast.parse(src)):
	if isinstance(n, ast.FunctionDef):
	for d in n.decorator_list:
	t = d.func if isinstance(d, ast.Call) else d
	if (isinstance(t, ast.Attribute) and t.attr == "jit") or (isinstance(t, ast.Name) and t.id == "jit"):
	out.add(n.name)
	return out


	def numpy_only(fam_dir):
	"""Import inputs.py + reference.py in a clean interpreter; fail if torch/nki get imported."""
	code = ("import sys, importlib.util\n"
	f"sys.path.insert(0, {fam_dir!r})\n"
	"import inputs, reference\n"
	"bad = sorted(m for m in sys.modules if m.split('.')[0] in ('torch', 'nki', 'neuronxcc', 'jax'))\n"
	"assert hasattr(inputs, 'make_inputs') and hasattr(reference, 'reference')\n"
	"print(','.join(bad))\n")
	r = subprocess.run([sys.executable, "-c", code], capture_output=True, text=True)
	if r.returncode:
	return f"inputs/reference import failed: {r.stderr.strip().splitlines()[-1] if r.stderr.strip() else r.returncode}"
	return f"inputs/reference import non-numpy modules: {r.stdout.strip()}" if r.stdout.strip() else None


	def hygiene(path, errs):
	if os.path.splitext(path)[1] not in TEXT_EXT:
	return
	txt = open(path, errors="ignore").read()
	for rx, what in FORBIDDEN:
	m = rx.search(txt)
	if m:
	errs.append(f"{path}: {what} found ({m.group(0)[:40]!r})")
	for rx in CONFIDENTIAL:
	if rx.search(txt):
	errs.append(f"{path}: confidential/internal name found (pattern redacted)")


	def check_family(fd, errs):
	fy = os.path.join(fd, "family.yaml")
	fam = yaml.safe_load(open(fy))
	for e in jsonschema.Draft202012Validator(SCHEMA["family"]).iter_errors(fam):
	errs.append(f"{fy}: {e.json_path}: {e.message}")
	if fam.get("family") != os.path.basename(fd):
	errs.append(f"{fy}: family {fam.get('family')!r} != dir {os.path.basename(fd)!r}")
	for f in ("inputs.py", "reference.py"):
	if not os.path.isfile(os.path.join(fd, f)):
	errs.append(f"{fd}: missing {f}")
	if not any(e.startswith(fd) and "missing" in e for e in errs):
	m = numpy_only(fd)
	if m:
	errs.append(f"{fd}: {m}")
	shape_ids = {s["id"] for s in fam.get("shapes", [])}
	orders, n = {}, 0
	for v in sorted(os.listdir(fd)):
	vd = os.path.join(fd, v)
	if not os.path.isdir(vd) or v in ("__pycache__",):
	continue
	n += 1
	mf = os.path.join(vd, "manifest.yaml")
	if not os.path.isfile(mf):
	errs.append(f"{vd}: missing manifest.yaml"); continue
	m = yaml.safe_load(open(mf))
	for e in jsonschema.Draft202012Validator(SCHEMA["manifest"]).iter_errors(m):
	errs.append(f"{mf}: {e.json_path}: {e.message}")
	if m.get("id") != f"{fam['family']}/{v}" or m.get("version") != v or m.get("family") != fam["family"]:
	errs.append(f"{mf}: id/version/family inconsistent with path")
	o = m.get("order")
	if o in orders:
	errs.append(f"{mf}: order {o} duplicates {orders[o]}")
	orders[o] = v
	kp = os.path.join(vd, "kernel.py")
	if not os.path.isfile(kp):
	errs.append(f"{vd}: missing kernel.py"); continue
	port, prov = m.get("port", {}), m.get("provenance", {})
	if port.get("kernel_sha256") != sha(kp):
	errs.append(f"{mf}: port.kernel_sha256 != sha256(kernel.py)")
	if port.get("status") == "verbatim":
	if port.get("kernel_sha256") != prov.get("source_sha256"):
	errs.append(f"{mf}: verbatim but kernel_sha256 != provenance.source_sha256")
	if port.get("notes"):
	errs.append(f"{mf}: verbatim with port notes")
	if port.get("status") == "ported" and not port.get("notes"):
	errs.append(f"{mf}: ported without port notes")
	fn = m.get("entry", {}).get("function")
	if fn not in jit_functions(open(kp).read()):
	errs.append(f"{mf}: entry.function {fn!r} is not an @nki.jit function in kernel.py")
	sh = m.get("shapes")
	if sh != "all" and not set(sh or []) <= shape_ids:
	errs.append(f"{mf}: shapes {sorted(set(sh) - shape_ids)} not in family")
	o, src = prov.get("origin", ""), prov.get("source")
	want = ("nki-lib" if o.startswith("https://github.com/aws-neuron/")
	else "hugging-face" if o.startswith("https://huggingface.co/") else "jburtoft" if o.startswith(("workspace:", "https://github.com/jimburtoft/")) or o == "unpublished" else None)
	if src != want:
	errs.append(f"{mf}: provenance.source {src!r} inconsistent with origin (expected {want!r})")
	if o.startswith("workspace:"):
	errs.append(f"{mf}: workspace origin must not ship (use 'unpublished')")
	if prov.get("license", "TBD") == "TBD":
	errs.append(f"{mf}: WARNING license TBD (blocks public packaging)")
	for d in m.get("deps", []):
	p = os.path.join(vd, "deps", d["path"])
	if not os.path.isfile(p) or sha(p) != d["sha256"]:
	errs.append(f"{mf}: dep {d['path']} missing or sha mismatch")
	rd = os.path.join(vd, "results")
	for name, kind in (("sim_parity.json", "parity"), ("hw_parity.json", "parity"), ("timing.json", "timing"), ("multicore.json", "multicore"), ("hosts/trn2.3xlarge/timing.json", "timing"), ("hosts/trn2.3xlarge/multicore.json", "multicore")):
	p = os.path.join(rd, name)
	if os.path.isfile(p):
	for e in jsonschema.Draft202012Validator(SCHEMA[kind]).iter_errors(json.load(open(p))):
	errs.append(f"{p}: {e.json_path}: {e.message}")
	if n == 0:
	errs.append(f"{fd}: no versions")
	for root, dirs, files in os.walk(fd):
	dirs[:] = [d for d in dirs if d not in ("__pycache__", "neff", "ifmaps") and not d.startswith(("profile_", "multicore_"))]
	for f in files:
	hygiene(os.path.join(root, f), errs)
	return n


	def main(paths):
	errs, nf, nv = [], 0, 0
	for base in paths or [os.path.join(ROOT, "dataset")]:
	for root, dirs, files in os.walk(base):
	if "family.yaml" in files:
	nf += 1
	nv += check_family(root, errs)
	dirs[:] = []
	hard = [e for e in errs if "WARNING" not in e]
	for e in errs:
	print(("WARN " if "WARNING" in e else "ERROR ") + e)
	print(f"validated {nf} families, {nv} versions: {len(hard)} errors, {len(errs) - len(hard)} warnings")
	return 1 if hard else 0


	if __name__ == "__main__":
	sys.exit(main(sys.argv[1:]))