Source code for airflow.providers.databricks.assets.databricks
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from __future__ import annotations
from dataclasses import dataclass, fields
from typing import TYPE_CHECKING
from airflow.providers.common.compat.assets import Asset
if TYPE_CHECKING:
from urllib.parse import SplitResult
from airflow.providers.common.compat.openlineage.facet import Dataset as OpenLineageDataset
[docs]
def sanitize_uri(uri: SplitResult) -> SplitResult:
if not uri.netloc:
raise ValueError("URI format databricks:// must contain a host")
if len(uri.path.split("/")) != 4: # Leading slash, catalog, schema, and table names.
raise ValueError("URI format databricks:// must contain catalog, schema, and table names")
return uri
[docs]
def create_asset(
*, host: str, catalog: str, schema: str, table: str, port: str | None = None, extra: dict | None = None
) -> Asset:
port = f":{port}" if port else ""
return Asset(uri=f"databricks://{host}{port}/{catalog}/{schema}/{table}", extra=extra)
@dataclass(frozen=True, slots=True)
[docs]
class UnityTableIdentity:
"""
Static identity of a Unity Catalog table in one Databricks workspace.
:param host: Workspace hostname. A URL such as ``https://xx.cloud.databricks.com`` is
reduced to its hostname, as the Databricks connection does.
:param catalog: Unity Catalog catalog name.
:param schema: Schema name inside ``catalog``.
:param table: Table name inside ``schema``.
"""
[docs]
def __post_init__(self) -> None:
from airflow.providers.databricks.hooks.databricks_base import BaseDatabricksHook
object.__setattr__(self, "host", BaseDatabricksHook._parse_host(self.host))
for field in fields(self):
value = getattr(self, field.name)
if not value:
raise ValueError(f"UnityTableIdentity.{field.name} must not be empty.")
if "{{" in value or "{%" in value:
raise ValueError(
f"UnityTableIdentity.{field.name} must be static, got Jinja {value!r}. "
"It is not a template field and is never rendered."
)
object.__setattr__(self, field.name, value.lower())
[docs]
def to_asset(self) -> Asset:
return create_asset(host=self.host, catalog=self.catalog, schema=self.schema, table=self.table)
[docs]
def convert_asset_to_openlineage(asset: Asset, lineage_context) -> OpenLineageDataset:
"""Translate Asset with valid AIP-60 uri to OpenLineage with assistance from the hook."""
from urllib.parse import urlsplit
from airflow.providers.common.compat.openlineage.facet import Dataset as OpenLineageDataset
parsed = urlsplit(asset.uri)
_, catalog, schema, table = parsed.path.split("/")
return OpenLineageDataset(namespace=f"databricks://{parsed.netloc}", name=f"{catalog}.{schema}.{table}")