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python_modules/libraries/dagster-fivetran/dagster_fivetran/experimental/translator.py
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python_modules/libraries/dagster-fivetran/dagster_fivetran/translator.py
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from enum import Enum | ||
from typing import Any, Mapping, NamedTuple, Optional, Sequence | ||
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from dagster._core.definitions.asset_key import AssetKey | ||
from dagster._core.definitions.asset_spec import AssetSpec | ||
from dagster._record import record | ||
from dagster._serdes.serdes import whitelist_for_serdes | ||
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from dagster_fivetran.utils import metadata_for_table | ||
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class FivetranConnectorTableProps(NamedTuple): | ||
table: str | ||
connector_id: str | ||
name: str | ||
connector_url: str | ||
schemas: Mapping[str, Any] | ||
database: Optional[str] | ||
service: Optional[str] | ||
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class FivetranContentType(Enum): | ||
"""Enum representing each object in Fivetran's ontology.""" | ||
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CONNECTOR = "connector" | ||
DESTINATION = "destination" | ||
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@whitelist_for_serdes | ||
@record | ||
class FivetranContentData: | ||
"""A record representing a piece of content in a Fivetran workspace. | ||
Includes the object's type and data as returned from the API. | ||
""" | ||
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content_type: FivetranContentType | ||
properties: Mapping[str, Any] | ||
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@record | ||
class FivetranWorkspaceData: | ||
"""A record representing all content in a Fivetran workspace. | ||
Provided as context for the translator so that it can resolve dependencies between content. | ||
""" | ||
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connectors_by_id: Mapping[str, FivetranContentData] | ||
destinations_by_id: Mapping[str, FivetranContentData] | ||
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@classmethod | ||
def from_content_data( | ||
cls, content_data: Sequence[FivetranContentData] | ||
) -> "FivetranWorkspaceData": | ||
raise NotImplementedError() | ||
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def to_fivetran_connector_table_props_data(self) -> Sequence[FivetranConnectorTableProps]: | ||
"""Method that converts a `FivetranWorkspaceData` object | ||
to a collection of `FivetranConnectorTableProps` objects. | ||
""" | ||
raise NotImplementedError() | ||
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class DagsterFivetranTranslator: | ||
"""Translator class which converts a `FivetranConnectorTableProps` object into AssetSpecs. | ||
Subclass this class to implement custom logic for each type of Fivetran content. | ||
""" | ||
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def get_asset_key(self, props: FivetranConnectorTableProps) -> AssetKey: | ||
"""Get the AssetKey for a table synced by a Fivetran connector.""" | ||
return AssetKey(props.table.split(".")) | ||
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def get_asset_spec(self, props: FivetranConnectorTableProps) -> AssetSpec: | ||
"""Get the AssetSpec for a table synced by a Fivetran connector.""" | ||
schema_name, table_name = props.table.split(".") | ||
schema_entry = next( | ||
schema | ||
for schema in props.schemas["schemas"].values() | ||
if schema["name_in_destination"] == schema_name | ||
) | ||
table_entry = next( | ||
table_entry | ||
for table_entry in schema_entry["tables"].values() | ||
if table_entry["name_in_destination"] == table_name | ||
) | ||
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metadata = metadata_for_table( | ||
table_entry, | ||
props.connector_url, | ||
database=props.database, | ||
schema=schema_name, | ||
table=table_name, | ||
) | ||
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return AssetSpec( | ||
key=self.get_asset_key(props), | ||
metadata=metadata, | ||
kinds={"fivetran", *({props.service} if props.service else set())}, | ||
) |