Download scripts/validate_beno_dataset.py from OneScience-Group/beno: direct link, hf CLI and curl.
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https://huggingface.co/datasets/OneScience-Group/beno/resolve/main/scripts/validate_beno_dataset.py
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curl -L -o validate_beno_dataset.py https://huggingface.co/datasets/OneScience-Group/beno/resolve/main/scripts/validate_beno_dataset.py
4.72 kB
| #!/usr/bin/env python3 | |
| """Validate the standardized BENO dataset package.""" | |
| from __future__ import annotations | |
| import argparse | |
| import hashlib | |
| import json | |
| import sys | |
| from pathlib import Path | |
| import numpy as np | |
| REPO_ROOT = Path(__file__).resolve().parents[1] | |
| DATA_ROOT = REPO_ROOT / "data" | |
| CHECKSUM_PATH = REPO_ROOT / "files_sha256.jsonl" | |
| BOUNDARIES = ("Dirichlet", "Neumann") | |
| PREFIXES = ("N32_0c", "N32_1c", "N32_2c", "N32_3c", "N32_4c", "N32_mix") | |
| KINDS = ("BC", "RHS", "SOL") | |
| EXPECTED_SHAPES = { | |
| "BC": (1000, 128, 4), | |
| "RHS": (1000, 1024, 4), | |
| "SOL": (1000, 1024, 1), | |
| } | |
| def fail(message: str) -> None: | |
| print(f"[FAIL] {message}") | |
| raise SystemExit(1) | |
| def ok(message: str) -> None: | |
| print(f"[OK] {message}") | |
| def warn(message: str) -> None: | |
| print(f"[WARN] {message}") | |
| def sha256_file(path: Path) -> str: | |
| digest = hashlib.sha256() | |
| with path.open("rb") as handle: | |
| for chunk in iter(lambda: handle.read(1024 * 1024), b""): | |
| digest.update(chunk) | |
| return digest.hexdigest() | |
| def expected_files() -> list[Path]: | |
| return [ | |
| DATA_ROOT / boundary / f"{kind}_{prefix}_all.npy" | |
| for boundary in BOUNDARIES | |
| for prefix in PREFIXES | |
| for kind in KINDS | |
| ] | |
| def validate_structure() -> None: | |
| if not DATA_ROOT.is_dir(): | |
| fail(f"dataset data root does not exist: {DATA_ROOT}") | |
| missing = [str(path.relative_to(REPO_ROOT)) for path in expected_files() if not path.is_file()] | |
| if missing: | |
| fail("missing required NPY files: " + "; ".join(missing[:10])) | |
| actual = sorted(path for path in DATA_ROOT.glob("*/*.npy")) | |
| expected = sorted(expected_files()) | |
| if [p.relative_to(REPO_ROOT) for p in actual] != [p.relative_to(REPO_ROOT) for p in expected]: | |
| fail(f"unexpected NPY file set: expected {len(expected)}, got {len(actual)}") | |
| ok("dataset file names and directory layout are valid") | |
| def validate_arrays(sample_values: bool) -> None: | |
| for path in expected_files(): | |
| kind = path.name.split("_", 1)[0] | |
| arr = np.load(path, mmap_mode="r") | |
| if tuple(arr.shape) != EXPECTED_SHAPES[kind]: | |
| fail(f"{path.relative_to(REPO_ROOT)} shape mismatch: expected {EXPECTED_SHAPES[kind]}, got {tuple(arr.shape)}") | |
| if arr.dtype != np.float64: | |
| fail(f"{path.relative_to(REPO_ROOT)} dtype mismatch: expected float64, got {arr.dtype}") | |
| if sample_values: | |
| probe = np.asarray(arr[0]) | |
| if kind == "BC": | |
| required_channels = probe[:, :3] | |
| if not np.isfinite(required_channels).all(): | |
| fail(f"{path.relative_to(REPO_ROOT)} contains non-finite values in BC channels 0:3") | |
| optional_channel = probe[:, 3] | |
| nonfinite = optional_channel.size - int(np.isfinite(optional_channel).sum()) | |
| if nonfinite: | |
| warn(f"{path.relative_to(REPO_ROOT)} BC channel 3 contains {nonfinite} non-finite placeholder values in first sample") | |
| elif not np.isfinite(probe).all(): | |
| fail(f"{path.relative_to(REPO_ROOT)} contains non-finite values in first sample") | |
| ok("dataset NPY files are readable and match expected shape/dtype") | |
| def verify_checksums(full_hash: bool) -> None: | |
| if not CHECKSUM_PATH.exists(): | |
| warn(f"checksum manifest is not present: {CHECKSUM_PATH}") | |
| return | |
| records = [] | |
| for line in CHECKSUM_PATH.read_text(encoding="utf-8").splitlines(): | |
| if line.strip(): | |
| records.append(json.loads(line)) | |
| if len(records) != 36: | |
| fail(f"checksum manifest must contain 36 records, got {len(records)}") | |
| for record in records: | |
| path = REPO_ROOT / record["path"] | |
| if not path.is_file(): | |
| fail(f"checksum entry points to missing file: {path}") | |
| size = path.stat().st_size | |
| if size != record["size"]: | |
| fail(f"size mismatch for {path}: expected {record['size']}, got {size}") | |
| if full_hash: | |
| digest = sha256_file(path) | |
| if digest != record["sha256"]: | |
| fail(f"sha256 mismatch for {path}") | |
| mode = "size+sha256" if full_hash else "size" | |
| ok(f"checksum manifest verified in {mode} mode: {len(records)} files") | |
| def main() -> int: | |
| parser = argparse.ArgumentParser() | |
| parser.add_argument("--full-hash", action="store_true") | |
| parser.add_argument("--skip-value-sample", action="store_true") | |
| args = parser.parse_args() | |
| validate_structure() | |
| validate_arrays(sample_values=not args.skip_value_sample) | |
| verify_checksums(full_hash=args.full_hash) | |
| ok("dataset validation completed") | |
| return 0 | |
| if __name__ == "__main__": | |
| sys.exit(main()) | |