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https://huggingface.co/datasets/nvidia/aisim-data/resolve/refs%2Fpr%2F1/scripts/validate.py
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curl -L -o validate.py https://huggingface.co/datasets/nvidia/aisim-data/resolve/refs%2Fpr%2F1/scripts/validate.py
6.51 kB
| #!/usr/bin/env python3 | |
| """Validate manifests, artifact integrity, category paths, and generated catalogs.""" | |
| from __future__ import annotations | |
| import argparse | |
| import hashlib | |
| import sys | |
| from pathlib import Path | |
| from typing import Any | |
| import jsonschema | |
| import yaml | |
| from referencing import Registry, Resource | |
| ROOT = Path(__file__).resolve().parents[1] | |
| SCHEMAS = ROOT / "schemas" | |
| DATA = ROOT / "data" | |
| CATEGORY_DEPTH = {"op-latency": 4, "e2e": 5, "fpm": 5} | |
| def load_yaml(path: Path) -> Any: | |
| with path.open(encoding="utf-8") as stream: | |
| return yaml.safe_load(stream) | |
| def sha256(path: Path) -> str: | |
| digest = hashlib.sha256() | |
| with path.open("rb") as stream: | |
| for block in iter(lambda: stream.read(1024 * 1024), b""): | |
| digest.update(block) | |
| return digest.hexdigest() | |
| def schema_validator(category: str) -> jsonschema.Draft202012Validator: | |
| filename = f"{category}-manifest-v1.schema.yaml" | |
| schema = load_yaml(SCHEMAS / filename) | |
| common = load_yaml(SCHEMAS / "common-v1.schema.yaml") | |
| registry = Registry().with_resources( | |
| [ | |
| (common["$id"], Resource.from_contents(common)), | |
| ((SCHEMAS / common["$id"]).as_uri(), Resource.from_contents(common)), | |
| ] | |
| ) | |
| return jsonschema.Draft202012Validator(schema, registry=registry) | |
| def validate_hierarchy(manifest_path: Path, document: dict[str, Any]) -> list[str]: | |
| errors: list[str] = [] | |
| relative = manifest_path.relative_to(DATA) | |
| category = relative.parts[0] | |
| expected = CATEGORY_DEPTH[category] | |
| identity_parts = relative.parts[1:-1] | |
| if len(identity_parts) != expected: | |
| errors.append(f"expected {expected} identity components, got {len(identity_parts)}") | |
| return errors | |
| identity = document["identity"] | |
| if category == "op-latency": | |
| hardware, operation, framework, version = identity_parts | |
| expected_values = (identity["hardware"], document["operation_family"], identity["framework"], identity["framework_version"]) | |
| if any(key in document for key in ("model", "parallelism")): | |
| errors.append("operation-latency manifest contains model or parallelism identity") | |
| else: | |
| model, hardware, framework, version, parallelism = identity_parts | |
| expected_values = ( | |
| document["model"]["id"].replace("/", "--"), identity["hardware"], | |
| identity["framework"], identity["framework_version"], document["parallelism"]["label"], | |
| ) | |
| if tuple(identity_parts) != expected_values: | |
| errors.append(f"path identity {tuple(identity_parts)!r} != manifest identity {expected_values!r}") | |
| return errors | |
| def validate_artifacts(leaf: Path, artifacts: list[dict[str, Any]]) -> list[str]: | |
| errors: list[str] = [] | |
| seen: set[str] = set() | |
| for artifact in artifacts: | |
| artifact_id = artifact["id"] | |
| if artifact_id in seen: | |
| errors.append(f"duplicate artifact id: {artifact_id}") | |
| seen.add(artifact_id) | |
| target = (leaf / artifact["path"]).resolve() | |
| try: | |
| target.relative_to(leaf.resolve()) | |
| except ValueError: | |
| errors.append(f"unsafe artifact path: {artifact['path']}") | |
| continue | |
| if not target.is_file(): | |
| errors.append(f"missing artifact: {artifact['path']}") | |
| continue | |
| if target.stat().st_size != artifact["bytes"]: | |
| errors.append(f"byte-size mismatch: {artifact['path']}") | |
| if sha256(target) != artifact["sha256"]: | |
| errors.append(f"SHA-256 mismatch: {artifact['path']}") | |
| if artifact.get("format") == "parquet" and "rows" in artifact: | |
| try: | |
| import pyarrow.parquet as parquet | |
| if parquet.read_metadata(target).num_rows != artifact["rows"]: | |
| errors.append(f"row-count mismatch: {artifact['path']}") | |
| except ImportError: | |
| pass | |
| return errors | |
| def validate_manifest(path: Path) -> list[str]: | |
| errors: list[str] = [] | |
| try: | |
| document = load_yaml(path) | |
| category = path.relative_to(DATA).parts[0] | |
| if category not in CATEGORY_DEPTH: | |
| return ["unknown category"] | |
| for error in schema_validator(category).iter_errors(document): | |
| location = ".".join(str(part) for part in error.absolute_path) or "<root>" | |
| errors.append(f"schema {location}: {error.message}") | |
| if errors: | |
| return errors | |
| errors.extend(validate_hierarchy(path, document)) | |
| errors.extend(validate_artifacts(path.parent, document["artifacts"])) | |
| if any(source["project"].lower() == "inferencex" for source in document.get("sources", [])): | |
| source = next(source for source in document["sources"] if source["project"].lower() == "inferencex") | |
| if source["license"] != "Apache-2.0" or not source["unofficial"]: | |
| errors.append("InferenceX source must declare Apache-2.0 and unofficial: true") | |
| except (OSError, yaml.YAMLError, KeyError, TypeError) as error: | |
| errors.append(str(error)) | |
| return errors | |
| def validate(root: Path = DATA) -> list[str]: | |
| failures: list[str] = [] | |
| for manifest in sorted(root.glob("*/**/manifest.yaml")): | |
| for error in validate_manifest(manifest): | |
| failures.append(f"{manifest.relative_to(ROOT)}: {error}") | |
| if not list(root.glob("*/**/manifest.yaml")): | |
| failures.append("no manifests found") | |
| gap_schema = load_yaml(SCHEMAS / "gap-analysis-v1.schema.yaml") | |
| common = load_yaml(SCHEMAS / "common-v1.schema.yaml") | |
| registry = Registry().with_resources( | |
| [ | |
| (common["$id"], Resource.from_contents(common)), | |
| ((SCHEMAS / common["$id"]).as_uri(), Resource.from_contents(common)), | |
| ] | |
| ) | |
| gap_validator = jsonschema.Draft202012Validator(gap_schema, registry=registry) | |
| for gap in sorted(root.glob("e2e/**/evaluations/*/gap-analysis.yaml")): | |
| for error in gap_validator.iter_errors(load_yaml(gap)): | |
| failures.append(f"{gap.relative_to(ROOT)}: schema: {error.message}") | |
| return failures | |
| def main() -> int: | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument("--root", type=Path, default=DATA) | |
| args = parser.parse_args() | |
| failures = validate(args.root) | |
| if failures: | |
| print("\n".join(failures), file=sys.stderr) | |
| return 1 | |
| print("All manifests are valid.") | |
| return 0 | |
| if __name__ == "__main__": | |
| raise SystemExit(main()) | |