Source code for airflow.providers.huggingface.assets.huggingface
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"""Airflow asset URI and OpenLineage integration for Hub datasets."""
from __future__ import annotations
from urllib.parse import SplitResult, urlsplit, urlunsplit
[docs]
def sanitize_uri(uri: SplitResult) -> SplitResult:
"""Normalize dataset URIs and leave other Hub paths unchanged."""
if uri.scheme != "hf":
raise ValueError(f"Invalid Hugging Face dataset asset URI: {uri}")
if uri.netloc != "datasets":
return uri
if not uri.path.strip("/"):
raise ValueError(f"Invalid Hugging Face dataset asset URI: {uri}")
return uri._replace(scheme="hf", netloc="datasets", path=f"/{uri.path.strip('/')}", query="", fragment="")
def _sanitize_uri_string(uri: str) -> str:
parsed = urlsplit(uri)
normalized = sanitize_uri(parsed)
return uri if normalized == parsed else urlunsplit(normalized)
[docs]
def create_asset(*, repo_id: str, extra: dict | None = None):
"""Build a dataset asset from the repo ID supplied by Airflow's URI factory."""
from airflow.sdk import Asset
return Asset(uri=_sanitize_uri_string(f"hf://datasets/{repo_id}"), extra=extra)
[docs]
def convert_asset_to_openlineage(asset, lineage_context):
"""Convert an Airflow Hugging Face dataset asset to an OpenLineage dataset."""
from airflow.providers.common.compat.openlineage.facet import Dataset
canonical = _sanitize_uri_string(asset.uri)
return Dataset(namespace="https://huggingface.co", name=canonical.removeprefix("hf://"), facets={})