Datasets:
Download src/explicit_learning/hashing.py from sungguk/visual-answerability: direct link, hf CLI and curl.
- Browser
- Download file 5.78 kB
-
https://huggingface.co/datasets/sungguk/visual-answerability/resolve/main/src/explicit_learning/hashing.py
- Command line
-
hf download hf://datasets/sungguk/visual-answerability/src/explicit_learning/hashing.py
-
curl -L -o hashing.py https://huggingface.co/datasets/sungguk/visual-answerability/resolve/main/src/explicit_learning/hashing.py
5.78 kB
| """Content-addressed hashing utilities. | |
| All hashes are lowercase hexadecimal SHA-256. The canonical ID of a source item | |
| (``base_id``) is a content-addressed hash over its source identity plus its | |
| question, choices, and image family (``docs/02_DATA_PIPELINE.md`` §3.1), never a | |
| human-readable string. Question and choice hashes operate on the exact UTF-8 | |
| source bytes; the model input string is never normalized or rewritten. | |
| """ | |
| from __future__ import annotations | |
| import hashlib | |
| import json | |
| from collections.abc import Iterable, Mapping, Sequence | |
| from pathlib import Path | |
| from typing import Any | |
| HEX_SHA256_LEN = 64 | |
| GIT_REVISION_LEN = 40 | |
| def sha256_bytes(data: bytes) -> str: | |
| """Return the lowercase hex SHA-256 of ``data``.""" | |
| return hashlib.sha256(data).hexdigest() | |
| def sha256_text(text: str) -> str: | |
| """Return the lowercase hex SHA-256 of the UTF-8 encoding of ``text``.""" | |
| return sha256_bytes(text.encode("utf-8")) | |
| def sha256_file(path: str | Path, *, chunk_size: int = 1 << 20) -> str: | |
| """Stream ``path`` and return its lowercase hex SHA-256.""" | |
| digest = hashlib.sha256() | |
| with Path(path).open("rb") as handle: | |
| for chunk in iter(lambda: handle.read(chunk_size), b""): | |
| digest.update(chunk) | |
| return digest.hexdigest() | |
| def is_sha256(value: str) -> bool: | |
| """True when ``value`` is a 64-char lowercase hex SHA-256 string.""" | |
| return len(value) == HEX_SHA256_LEN and all(c in "0123456789abcdef" for c in value) | |
| def is_git_revision(value: str) -> bool: | |
| """True when ``value`` is a 40-char lowercase hex git revision.""" | |
| return len(value) == GIT_REVISION_LEN and all(c in "0123456789abcdef" for c in value) | |
| def canonical_json(obj: Any) -> str: | |
| """Serialize ``obj`` to deterministic JSON. | |
| Object keys are sorted; whitespace is removed; Unicode is preserved. Array | |
| order is preserved (list order is significant for choices and images). | |
| """ | |
| return json.dumps(obj, sort_keys=True, separators=(",", ":"), ensure_ascii=False) | |
| def canonical_json_hash(obj: Any) -> str: | |
| """SHA-256 of :func:`canonical_json` (machine/path independent).""" | |
| return sha256_text(canonical_json(obj)) | |
| def canonical_config_hash(config: Any) -> str: | |
| """Hash a parsed config object independent of file path or machine. | |
| Accepts a loaded mapping (e.g. ``yaml.safe_load`` output) or any | |
| JSON-serializable object. Because the hash is over canonical content rather | |
| than a file path, the same config yields the same hash everywhere. | |
| """ | |
| if isinstance(config, str): | |
| raise TypeError("pass a parsed config object, not a path string") | |
| return canonical_json_hash(config) | |
| def image_family_sha256(image_sha256: Sequence[str]) -> str: | |
| """SHA-256 over the canonical-JSON of a content item's image *family*. | |
| The family is the set of image SHA-256 digests attached to one item, taken | |
| order-independently (``docs/02`` §3.1). Sorting makes the hash insensitive | |
| to image ordering, so the same set of images yields the same family hash. | |
| A text-only item (no images) hashes the empty list. | |
| """ | |
| return sha256_text(canonical_json(sorted(image_sha256))) | |
| def base_id( | |
| *, | |
| source: str, | |
| source_revision: str, | |
| source_native_id: str, | |
| image_family_sha256: str, | |
| question_sha256: str, | |
| choices_sha256: str, | |
| ) -> str: | |
| """Compute the canonical ``base_id`` of a source item (``docs/02`` §3.1). | |
| ``base_id = sha256(canonical_json({source, source_revision, | |
| source_native_id, image_family_sha256, question_sha256, choices_sha256}))``. | |
| The ID is **content-addressed**: it folds the item's question, choices, and | |
| image family together with its source identity. ``source_config`` and | |
| ``source_split`` are deliberately excluded — an item's identity must not | |
| change merely because it is filed under a different config or split, or | |
| train/eval collision detection would miss a train row and its eval twin. | |
| Canonical JSON (sorted keys, compact separators) prevents field-bleed | |
| collisions without a manual separator. | |
| """ | |
| return canonical_json_hash( | |
| { | |
| "source": source, | |
| "source_revision": source_revision, | |
| "source_native_id": str(source_native_id), | |
| "image_family_sha256": image_family_sha256, | |
| "question_sha256": question_sha256, | |
| "choices_sha256": choices_sha256, | |
| } | |
| ) | |
| def _choices_as_records(choices: Sequence[Any]) -> list[dict[str, str]]: | |
| records: list[dict[str, str]] = [] | |
| for choice in choices: | |
| if isinstance(choice, Mapping): | |
| records.append({"key": str(choice["key"]), "text": str(choice["text"])}) | |
| else: | |
| raise TypeError(f"choice must be a mapping with 'key' and 'text', got {type(choice)!r}") | |
| return records | |
| def choices_canonical_json(choices: Sequence[Any]) -> str: | |
| """Canonical JSON of choices in source order: ``[{"key":..,"text":..}, ...]``.""" | |
| return canonical_json(_choices_as_records(choices)) | |
| def question_sha256(question: str) -> str: | |
| """SHA-256 over the exact UTF-8 question bytes.""" | |
| return sha256_text(question) | |
| def choices_sha256(choices: Sequence[Any]) -> str: | |
| """SHA-256 over the canonical-JSON serialization of choices in source order.""" | |
| return sha256_text(choices_canonical_json(choices)) | |
| def join_manifest_sha256(entries: Iterable[str]) -> str: | |
| """Hash an ordered collection of manifest/row SHA-256 digests into one digest. | |
| Used to fold a stage's per-row hashes into a single input manifest hash for | |
| the next stage. | |
| """ | |
| digest = hashlib.sha256() | |
| for entry in entries: | |
| digest.update(entry.encode("ascii")) | |
| digest.update(b"\n") | |
| return digest.hexdigest() | |