From ffa838e00ecd4438265b47a506eed4c3dc2c4c4a Mon Sep 17 00:00:00 2001 From: Amanda Hernando <110099762+amanda-her@users.noreply.github.com> Date: Wed, 12 Oct 2022 00:52:15 +0200 Subject: [PATCH] feat(ingestion): Tableau stateful ingestion (#6094) --- .../src/datahub/emitter/mce_builder.py | 18 + .../ingestion/source/state/tableau_state.py | 131 + .../src/datahub/ingestion/source/tableau.py | 80 +- .../setup/workbooksConnection_all.json | 2 +- .../workbooksConnection_all_stateful.json | 12 + .../tableau_mces_golden_deleted_stateful.json | 9261 +++++++++++++++++ .../tableau/test_tableau_ingest.py | 294 +- 7 files changed, 9712 insertions(+), 86 deletions(-) create mode 100644 metadata-ingestion/src/datahub/ingestion/source/state/tableau_state.py create mode 100644 metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all_stateful.json create mode 100644 metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json diff --git a/metadata-ingestion/src/datahub/emitter/mce_builder.py b/metadata-ingestion/src/datahub/emitter/mce_builder.py index ba5fe1f6c9059..7a798c18e811c 100644 --- a/metadata-ingestion/src/datahub/emitter/mce_builder.py +++ b/metadata-ingestion/src/datahub/emitter/mce_builder.py @@ -15,7 +15,9 @@ from datahub.metadata.schema_classes import ( AssertionKeyClass, AuditStampClass, + ChartKeyClass, ContainerKeyClass, + DashboardKeyClass, DatasetKeyClass, DatasetLineageTypeClass, DatasetSnapshotClass, @@ -214,11 +216,27 @@ def make_dashboard_urn(platform: str, name: str) -> str: return f"urn:li:dashboard:({platform},{name})" +def dashboard_urn_to_key(dashboard_urn: str) -> Optional[DashboardKeyClass]: + pattern = r"urn:li:dashboard:\((.*),(.*)\)" + results = re.search(pattern, dashboard_urn) + if results is not None: + return DashboardKeyClass(dashboardTool=results[1], dashboardId=results[2]) + return None + + def make_chart_urn(platform: str, name: str) -> str: # FIXME: charts don't currently include data platform urn prefixes. return f"urn:li:chart:({platform},{name})" +def chart_urn_to_key(chart_urn: str) -> Optional[ChartKeyClass]: + pattern = r"urn:li:chart:\((.*),(.*)\)" + results = re.search(pattern, chart_urn) + if results is not None: + return ChartKeyClass(dashboardTool=results[1], chartId=results[2]) + return None + + def make_domain_urn(domain: str) -> str: if domain.startswith("urn:li:domain:"): return domain diff --git a/metadata-ingestion/src/datahub/ingestion/source/state/tableau_state.py b/metadata-ingestion/src/datahub/ingestion/source/state/tableau_state.py new file mode 100644 index 0000000000000..48f43a4c43714 --- /dev/null +++ b/metadata-ingestion/src/datahub/ingestion/source/state/tableau_state.py @@ -0,0 +1,131 @@ +import logging +from typing import Callable, Dict, Iterable, List + +import pydantic + +from datahub.emitter.mce_builder import ( + chart_urn_to_key, + dashboard_urn_to_key, + make_chart_urn, + make_dashboard_urn, +) +from datahub.ingestion.source.state.stale_entity_removal_handler import ( + StaleEntityCheckpointStateBase, +) +from datahub.utilities.checkpoint_state_util import CheckpointStateUtil + +logger = logging.getLogger(__name__) + + +class TableauCheckpointState(StaleEntityCheckpointStateBase["TableauCheckpointState"]): + """ + Class for representing the checkpoint state for Tableau sources. + Stores all datasets, charts and dashboards being ingested and is + used to remove any stale entities. + """ + + encoded_dataset_urns: List[str] = pydantic.Field(default_factory=list) + encoded_chart_urns: List[str] = pydantic.Field(default_factory=list) + encoded_dashboard_urns: List[str] = pydantic.Field(default_factory=list) + + @classmethod + def get_supported_types(cls) -> List[str]: + return ["dataset", "chart", "dashboard"] + + @staticmethod + def _get_dataset_lightweight_repr(dataset_urn: str) -> str: + """Reduces the amount of text in the URNs for smaller state footprint.""" + return CheckpointStateUtil.get_dataset_lightweight_repr(dataset_urn) + + @staticmethod + def _get_chart_lightweight_repr(chart_urn: str) -> str: + """Reduces the amount of text in the URNs for smaller state footprint.""" + SEP = CheckpointStateUtil.get_separator() + key = chart_urn_to_key(chart_urn) + assert key is not None + return f"{key.dashboardTool}{SEP}{key.chartId}" + + @staticmethod + def _get_dashboard_lightweight_repr(dashboard_urn: str) -> str: + """Reduces the amount of text in the URNs for smaller state footprint.""" + SEP = CheckpointStateUtil.get_separator() + key = dashboard_urn_to_key(dashboard_urn) + assert key is not None + return f"{key.dashboardTool}{SEP}{key.dashboardId}" + + def _add_dataset_urn(self, dataset_urn: str) -> None: + self.encoded_dataset_urns.append( + self._get_dataset_lightweight_repr(dataset_urn) + ) + + def _add_chart_urn(self, chart_urn: str) -> None: + self.encoded_chart_urns.append(self._get_chart_lightweight_repr(chart_urn)) + + def _add_dashboard_urn(self, dashboard_urn: str) -> None: + self.encoded_dashboard_urns.append( + self._get_dashboard_lightweight_repr(dashboard_urn) + ) + + def _get_dataset_urns_not_in( + self, checkpoint: "TableauCheckpointState" + ) -> Iterable[str]: + yield from CheckpointStateUtil.get_dataset_urns_not_in( + self.encoded_dataset_urns, checkpoint.encoded_dataset_urns + ) + + def _get_chart_urns_not_in( + self, checkpoint: "TableauCheckpointState" + ) -> Iterable[str]: + difference = CheckpointStateUtil.get_encoded_urns_not_in( + self.encoded_chart_urns, checkpoint.encoded_chart_urns + ) + for encoded_urn in difference: + platform, name = encoded_urn.split(CheckpointStateUtil.get_separator()) + yield make_chart_urn(platform, name) + + def _get_dashboard_urns_not_in( + self, checkpoint: "TableauCheckpointState" + ) -> Iterable[str]: + difference = CheckpointStateUtil.get_encoded_urns_not_in( + self.encoded_dashboard_urns, checkpoint.encoded_dashboard_urns + ) + for encoded_urn in difference: + platform, name = encoded_urn.split(CheckpointStateUtil.get_separator()) + yield make_dashboard_urn(platform, name) + + def add_checkpoint_urn(self, type: str, urn: str) -> None: + supported_entities_add_handlers: Dict[str, Callable[[str], None]] = { + "dataset": self._add_dataset_urn, + "chart": self._add_chart_urn, + "dashboard": self._add_dashboard_urn, + } + + if type not in supported_entities_add_handlers: + logger.error(f"Can not save Unknown entity {type} to checkpoint.") + + supported_entities_add_handlers[type](urn) + + def get_urns_not_in( + self, type: str, other_checkpoint_state: "TableauCheckpointState" + ) -> Iterable[str]: + assert type in self.get_supported_types() + if type == "dataset": + yield from self._get_dataset_urns_not_in(other_checkpoint_state) + elif type == "chart": + yield from self._get_chart_urns_not_in(other_checkpoint_state) + elif type == "dashboard": + yield from self._get_dashboard_urns_not_in(other_checkpoint_state) + + def get_percent_entities_changed( + self, old_checkpoint_state: "TableauCheckpointState" + ) -> float: + return StaleEntityCheckpointStateBase.compute_percent_entities_changed( + [ + (self.encoded_dataset_urns, old_checkpoint_state.encoded_dataset_urns), + (self.encoded_chart_urns, old_checkpoint_state.encoded_chart_urns), + ( + self.encoded_dashboard_urns, + old_checkpoint_state.encoded_dashboard_urns, + ), + ] + ) diff --git a/metadata-ingestion/src/datahub/ingestion/source/tableau.py b/metadata-ingestion/src/datahub/ingestion/source/tableau.py index 70993fa196ddd..c61d6ac3ea626 100644 --- a/metadata-ingestion/src/datahub/ingestion/source/tableau.py +++ b/metadata-ingestion/src/datahub/ingestion/source/tableau.py @@ -34,8 +34,18 @@ platform_name, support_status, ) -from datahub.ingestion.api.source import Source, SourceReport +from datahub.ingestion.api.source import Source from datahub.ingestion.api.workunit import MetadataWorkUnit +from datahub.ingestion.source.state.stale_entity_removal_handler import ( + StaleEntityRemovalHandler, + StaleEntityRemovalSourceReport, + StatefulStaleMetadataRemovalConfig, +) +from datahub.ingestion.source.state.stateful_ingestion_base import ( + StatefulIngestionConfigBase, + StatefulIngestionSourceBase, +) +from datahub.ingestion.source.state.tableau_state import TableauCheckpointState from datahub.ingestion.source.tableau_common import ( FIELD_TYPE_MAPPING, MetadataQueryException, @@ -96,6 +106,16 @@ REPLACE_SLASH_CHAR = "|" +class TableauStatefulIngestionConfig(StatefulStaleMetadataRemovalConfig): + """ + Specialization of StatefulStaleMetadataRemovalConfig to adding custom config. + This will be used to override the stateful_ingestion config param of StatefulIngestionConfigBase + in the TableauConfig. + """ + + _entity_types: List[str] = Field(default=["dataset", "chart", "dashboard"]) + + class TableauConnectionConfig(ConfigModel): connect_uri: str = Field(description="Tableau host URL.") username: Optional[str] = Field( @@ -154,7 +174,11 @@ def make_tableau_client(self) -> Server: raise ValueError(f"Unable to login: {str(e)}") from e -class TableauConfig(DatasetLineageProviderConfigBase, TableauConnectionConfig): +class TableauConfig( + DatasetLineageProviderConfigBase, + StatefulIngestionConfigBase, + TableauConnectionConfig, +): projects: Optional[List[str]] = Field( default=["default"], description="List of projects" ) @@ -194,6 +218,10 @@ class TableauConfig(DatasetLineageProviderConfigBase, TableauConnectionConfig): description="[experimental] Extract usage statistics for dashboards and charts.", ) + stateful_ingestion: Optional[TableauStatefulIngestionConfig] = Field( + default=None, description="" + ) + class WorkbookKey(PlatformKey): workbook_id: str @@ -218,13 +246,16 @@ class UsageStat: SourceCapability.USAGE_STATS, "Dashboard/Chart view counts, enabled using extract_usage_stats config", ) -@capability(SourceCapability.DELETION_DETECTION, "", supported=False) +@capability( + SourceCapability.DELETION_DETECTION, + "Enabled by default when stateful ingestion is turned on.", +) @capability(SourceCapability.OWNERSHIP, "Requires recipe configuration") @capability(SourceCapability.TAGS, "Requires recipe configuration") @capability(SourceCapability.LINEAGE_COARSE, "Enabled by default") -class TableauSource(Source): +class TableauSource(StatefulIngestionSourceBase): config: TableauConfig - report: SourceReport + report: StaleEntityRemovalSourceReport platform = "tableau" server: Optional[Server] upstream_tables: Dict[str, Tuple[Any, Optional[str], bool]] = {} @@ -238,10 +269,10 @@ def __init__( config: TableauConfig, ctx: PipelineContext, ): - super().__init__(ctx) + super().__init__(config, ctx) self.config = config - self.report = SourceReport() + self.report = StaleEntityRemovalSourceReport() self.server = None # This list keeps track of embedded datasources in workbooks so that we retrieve those @@ -254,10 +285,20 @@ def __init__( # when emitting custom SQL data sources. self.custom_sql_ids_being_used: List[str] = [] + # Create and register the stateful ingestion use-case handlers. + self.stale_entity_removal_handler = StaleEntityRemovalHandler( + source=self, + config=self.config, + state_type_class=TableauCheckpointState, + pipeline_name=self.ctx.pipeline_name, + run_id=self.ctx.run_id, + ) + self._authenticate() def close(self) -> None: if self.server is not None: + self.prepare_for_commit() self.server.auth.sign_out() def _populate_usage_stat_registry(self): @@ -712,6 +753,24 @@ def get_metadata_change_event( mce = MetadataChangeEvent(proposedSnapshot=snap_shot) work_unit = MetadataWorkUnit(id=snap_shot.urn, mce=mce) self.report.report_workunit(work_unit) + + # Add snapshot to the checkpoint state. + entity = None + if type(snap_shot).__name__ == "DatasetSnapshotClass": + entity = "dataset" + elif type(snap_shot).__name__ == "DashboardSnapshotClass": + entity = "dashboard" + elif type(snap_shot).__name__ == "ChartSnapshotClass": + entity = "chart" + else: + logger.warning( + f"Skipping snapshot {snap_shot.urn} from being added to the state" + f" since it is not of the expected type {type(snap_shot).__name__}." + ) + + if entity is not None: + self.stale_entity_removal_handler.add_entity_to_state(entity, snap_shot.urn) + return work_unit def get_metadata_change_proposal( @@ -1320,6 +1379,11 @@ def get_workunits(self) -> Iterable[MetadataWorkUnit]: key="tableau-metadata", reason=f"Unable to retrieve metadata from tableau. Information: {str(md_exception)}", ) + # Clean up stale entities. + yield from self.stale_entity_removal_handler.gen_removed_entity_workunits() - def get_report(self) -> SourceReport: + def get_report(self) -> StaleEntityRemovalSourceReport: return self.report + + def get_platform_instance_id(self) -> str: + return self.platform diff --git a/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all.json b/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all.json index d6dc0bb9ae955..516208cbd5927 100644 --- a/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all.json +++ b/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all.json @@ -4214,7 +4214,7 @@ "hasNextPage": false, "endCursor": null }, - "totalCount": 3 + "totalCount": 4 } } } \ No newline at end of file diff --git a/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all_stateful.json b/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all_stateful.json new file mode 100644 index 0000000000000..d9a560e2ec886 --- /dev/null +++ b/metadata-ingestion/tests/integration/tableau/setup/workbooksConnection_all_stateful.json @@ -0,0 +1,12 @@ +{ + "data": { + "workbooksConnection": { + "nodes": [], + "pageInfo": { + "hasNextPage": false, + "endCursor": null + }, + "totalCount": 0 + } + } +} \ No newline at end of file diff --git a/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json b/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json new file mode 100644 index 0000000000000..596df445b88cd --- /dev/null +++ b/metadata-ingestion/tests/integration/tableau/tableau_mces_golden_deleted_stateful.json @@ -0,0 +1,9261 @@ +[ +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.activity6,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/default/Marketo" + ] + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "Test_Variant", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Mailing_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Campaign_Run_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "id", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Activity_Date", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "WDC_DATETIME", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Choice_Number", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Step_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Campaign_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Lead_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Has_Predictive", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "WDC_BOOL", + "recursive": false, + "isPartOfKey": false + } + ] + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "proposedSnapshot": { + "com.linkedin.pegasus2avro.metadata.snapshot.DatasetSnapshot": { + "urn": "urn:li:dataset:(urn:li:dataPlatform:webdata-direct:marketo-marketo,marketo.activity11,PROD)", + "aspects": [ + { + "com.linkedin.pegasus2avro.common.BrowsePaths": { + "paths": [ + "/prod/tableau/default/Marketo" + ] + } + }, + { + "com.linkedin.pegasus2avro.schema.SchemaMetadata": { + "schemaName": "test", + "platform": "urn:li:dataPlatform:tableau", + "version": 0, + "created": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "lastModified": { + "time": 0, + "actor": "urn:li:corpuser:unknown" + }, + "hash": "", + "platformSchema": { + "com.linkedin.pegasus2avro.schema.OtherSchema": { + "rawSchema": "" + } + }, + "fields": [ + { + "fieldPath": "Campaign_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Campaign_Run_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Link", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WDC_STRING", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Test_Variant", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Platform", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WDC_STRING", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "id", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Activity_Date", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.TimeType": {} + } + }, + "nativeDataType": "WDC_DATETIME", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Choice_Number", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Mailing_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Step_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Lead_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.NumberType": {} + } + }, + "nativeDataType": "WDC_INT", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Link_ID", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WDC_STRING", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Is_Predictive", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "WDC_BOOL", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Device", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WDC_STRING", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "Is_Mobile_Device", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.BooleanType": {} + } + }, + "nativeDataType": "WDC_BOOL", + "recursive": false, + "isPartOfKey": false + }, + { + "fieldPath": "User_Agent", + "nullable": false, + "description": "", + "type": { + "type": { + "com.linkedin.pegasus2avro.schema.StringType": {} + } + }, + "nativeDataType": "WDC_STRING", + "recursive": false, + "isPartOfKey": false + } + ] + } + } + ] + } + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, 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+}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,8385ea9a-0749-754f-7ad9-824433de2120)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,2b5351c1-535d-4a4a-1339-c51ddd6abf8a)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,b207c2f2-b675-32e3-2663-17bb836a018b)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,53b8dc2f-8ada-51f7-7422-fe82e9b803cc)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,692a2da4-2a82-32c1-f713-63b8e4325d86)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,38130558-4194-2e2a-3046-c0d887829cb4)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,7ef184c1-5a41-5ec8-723e-ae44c20aa335)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,e604255e-0573-3951-6db7-05bee48116c1)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "chart", + "entityUrn": "urn:li:chart:(tableau,c57a5574-db47-46df-677f-0b708dab14db)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dashboard", + "entityUrn": "urn:li:dashboard:(tableau,39b7a1de-6276-cfc7-9b59-1d22f3bbb06b)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dashboard", + "entityUrn": "urn:li:dashboard:(tableau,8f7dd564-36b6-593f-3c6f-687ad06cd40b)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dashboard", + "entityUrn": "urn:li:dashboard:(tableau,5dcaaf46-e6fb-2548-e763-272a7ab2c9b1)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +}, +{ + "entityType": "dashboard", + "entityUrn": "urn:li:dashboard:(tableau,20e44c22-1ccd-301a-220c-7b6837d09a52)", + "changeType": "UPSERT", + "aspectName": "status", + "aspect": { + "value": "{\"removed\": true}", + "contentType": "application/json" + }, + "systemMetadata": { + "lastObserved": 1638860400000, + "runId": "tableau-test" + } +} +] \ No newline at end of file diff --git a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py index b067b70ee8be2..1ba304e7cc61d 100644 --- a/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py +++ b/metadata-ingestion/tests/integration/tableau/test_tableau_ingest.py @@ -1,5 +1,6 @@ import json import pathlib +from typing import Optional, cast from unittest import mock import pytest @@ -8,43 +9,36 @@ from datahub.configuration.source_common import DEFAULT_ENV from datahub.ingestion.run.pipeline import Pipeline +from datahub.ingestion.source.state.checkpoint import Checkpoint +from datahub.ingestion.source.state.tableau_state import TableauCheckpointState +from datahub.ingestion.source.tableau import TableauSource from datahub.ingestion.source.tableau_common import ( TableauLineageOverrides, make_table_urn, ) from tests.test_helpers import mce_helpers +from tests.test_helpers.state_helpers import ( + validate_all_providers_have_committed_successfully, +) FROZEN_TIME = "2021-12-07 07:00:00" +GMS_PORT = 8080 +GMS_SERVER = f"http://localhost:{GMS_PORT}" + test_resources_dir = None -def _read_response(file_name): +def read_response(pytestconfig, file_name): + test_resources_dir = pathlib.Path( + pytestconfig.rootpath / "tests/integration/tableau" + ) response_json_path = f"{test_resources_dir}/setup/{file_name}" with open(response_json_path) as file: data = json.loads(file.read()) return data -def define_query_metadata_func(workbook_all: str): # type: ignore - def side_effect_query_metadata(query): - if "workbooksConnection (first:10," in query: - return _read_response(workbook_all) - - if "embeddedDatasourcesConnection (first:10," in query: - return _read_response("embeddedDatasourcesConnection_all.json") - - if "publishedDatasourcesConnection (first:10," in query: - return _read_response("publishedDatasourcesConnection_all.json") - - if "customSQLTablesConnection (first:10," in query: - return _read_response("customSQLTablesConnection_all.json") - - raise Exception(f"Missing mock for query: {query}") - - return side_effect_query_metadata - - def side_effect_usage_stat(*arg, **kwargs): mock_pagination = mock.MagicMock() mock_pagination.total_available = None @@ -66,84 +60,114 @@ def side_effect_usage_stat(*arg, **kwargs): def tableau_ingest_common( pytestconfig, tmp_path, - side_effect_query_metadata_func, + side_effect_query_metadata_response, golden_file_name, output_file_name, + mock_datahub_graph, ): - global test_resources_dir test_resources_dir = pathlib.Path( pytestconfig.rootpath / "tests/integration/tableau" ) + with mock.patch( + "datahub.ingestion.source.state_provider.datahub_ingestion_checkpointing_provider.DataHubGraph", + mock_datahub_graph, + ) as mock_checkpoint: + mock_checkpoint.return_value = mock_datahub_graph - with mock.patch("datahub.ingestion.source.tableau.Server") as mock_sdk: - mock_client = mock.Mock() - mocked_metadata = mock.Mock() - mocked_metadata.query.side_effect = side_effect_query_metadata_func - mock_client.metadata = mocked_metadata - mock_client.auth = mock.Mock() - mock_client.views = mock.Mock() - mock_client.views.get.side_effect = side_effect_usage_stat - mock_client.auth.sign_in.return_value = None - mock_client.auth.sign_out.return_value = None - mock_sdk.return_value = mock_client - mock_sdk._auth_token = "ABC" - - pipeline = Pipeline.create( - { - "run_id": "tableau-test", - "source": { - "type": "tableau", - "config": { - "username": "username", - "password": "pass`", - "connect_uri": "https://do-not-connect", - "site": "acryl", - "projects": ["default", "Project 2"], - "page_size": 10, - "ingest_tags": True, - "ingest_owner": True, - "ingest_tables_external": True, - "default_schema_map": { - "dvdrental": "public", - "someotherdb": "schema", + with mock.patch("datahub.ingestion.source.tableau.Server") as mock_sdk: + mock_client = mock.Mock() + mocked_metadata = mock.Mock() + mocked_metadata.query.side_effect = side_effect_query_metadata_response + mock_client.metadata = mocked_metadata + mock_client.auth = mock.Mock() + mock_client.views = mock.Mock() + mock_client.views.get.side_effect = side_effect_usage_stat + mock_client.auth.sign_in.return_value = None + mock_client.auth.sign_out.return_value = None + mock_sdk.return_value = mock_client + mock_sdk._auth_token = "ABC" + + pipeline = Pipeline.create( + { + "run_id": "tableau-test", + "pipeline_name": "tableau-test-pipeline", + "source": { + "type": "tableau", + "config": { + "username": "username", + "password": "pass`", + "connect_uri": "https://do-not-connect", + "site": "acryl", + "projects": ["default", "Project 2"], + "page_size": 10, + "ingest_tags": True, + "ingest_owner": True, + "ingest_tables_external": True, + "default_schema_map": { + "dvdrental": "public", + "someotherdb": "schema", + }, + "platform_instance_map": { + "postgres": "demo_postgres_instance" + }, + "extract_usage_stats": True, + "stateful_ingestion": { + "enabled": True, + "remove_stale_metadata": True, + "fail_safe_threshold": 100.0, + "state_provider": { + "type": "datahub", + "config": {"datahub_api": {"server": GMS_SERVER}}, + }, + }, }, - "platform_instance_map": {"postgres": "demo_postgres_instance"}, - "extract_usage_stats": True, }, - }, - "sink": { - "type": "file", - "config": { - "filename": f"{tmp_path}/{output_file_name}", + "sink": { + "type": "file", + "config": { + "filename": f"{tmp_path}/{output_file_name}", + }, }, - }, - } - ) - pipeline.run() - pipeline.raise_from_status() - - mce_helpers.check_golden_file( - pytestconfig, - output_path=f"{tmp_path}/{output_file_name}", - golden_path=test_resources_dir / golden_file_name, - ignore_paths=mce_helpers.IGNORE_PATH_TIMESTAMPS, - ) + } + ) + pipeline.run() + pipeline.raise_from_status() + + mce_helpers.check_golden_file( + pytestconfig, + output_path=f"{tmp_path}/{output_file_name}", + golden_path=test_resources_dir / golden_file_name, + ignore_paths=mce_helpers.IGNORE_PATH_TIMESTAMPS, + ) + return pipeline + + +def get_current_checkpoint_from_pipeline( + pipeline: Pipeline, +) -> Optional[Checkpoint]: + tableau_source = cast(TableauSource, pipeline.source) + return tableau_source.get_current_checkpoint( + tableau_source.stale_entity_removal_handler.job_id + ) @freeze_time(FROZEN_TIME) @pytest.mark.slow_unit -def test_tableau_ingest(pytestconfig, tmp_path): +def test_tableau_ingest(pytestconfig, tmp_path, mock_datahub_graph): output_file_name: str = "tableau_mces.json" golden_file_name: str = "tableau_mces_golden.json" - side_effect_query_metadata = define_query_metadata_func( - "workbooksConnection_all.json" - ) tableau_ingest_common( pytestconfig, tmp_path, - side_effect_query_metadata, + [ + read_response(pytestconfig, "workbooksConnection_all.json"), + read_response(pytestconfig, "embeddedDatasourcesConnection_all.json"), + read_response(pytestconfig, "publishedDatasourcesConnection_all.json"), + read_response(pytestconfig, "customSQLTablesConnection_all.json"), + ], golden_file_name, output_file_name, + mock_datahub_graph, ) @@ -193,3 +217,119 @@ def test_lineage_overrides(): ) == "urn:li:dataset:(urn:li:dataPlatform:presto,my_presto_instance.presto_catalog.test-schema.test-table,PROD)" ) + + +@freeze_time(FROZEN_TIME) +def test_tableau_stateful(pytestconfig, tmp_path, mock_time, mock_datahub_graph): + output_file_name: str = "tableau_mces.json" + golden_file_name: str = "tableau_mces_golden.json" + output_file_deleted_name: str = "tableau_mces_deleted_stateful.json" + golden_file_deleted_name: str = "tableau_mces_golden_deleted_stateful.json" + + pipeline_run1 = tableau_ingest_common( + pytestconfig, + tmp_path, + [ + read_response(pytestconfig, "workbooksConnection_all.json"), + read_response(pytestconfig, "embeddedDatasourcesConnection_all.json"), + read_response(pytestconfig, "publishedDatasourcesConnection_all.json"), + read_response(pytestconfig, "customSQLTablesConnection_all.json"), + ], + golden_file_name, + output_file_name, + mock_datahub_graph, + ) + + checkpoint1 = get_current_checkpoint_from_pipeline(pipeline_run1) + assert checkpoint1 + assert checkpoint1.state + + pipeline_run2 = tableau_ingest_common( + pytestconfig, + tmp_path, + [read_response(pytestconfig, "workbooksConnection_all_stateful.json")], + golden_file_deleted_name, + output_file_deleted_name, + mock_datahub_graph, + ) + checkpoint2 = get_current_checkpoint_from_pipeline(pipeline_run2) + + assert checkpoint2 + assert checkpoint2.state + + # Validate that all providers have committed successfully. + validate_all_providers_have_committed_successfully( + pipeline=pipeline_run1, expected_providers=1 + ) + validate_all_providers_have_committed_successfully( + pipeline=pipeline_run2, expected_providers=1 + ) + + # Perform all assertions on the states. The deleted table should not be + # part of the second state + state1 = cast(TableauCheckpointState, checkpoint1.state) + state2 = cast(TableauCheckpointState, checkpoint2.state) + + difference_dataset_urns = list( + state1.get_urns_not_in(type="dataset", other_checkpoint_state=state2) + ) + assert len(difference_dataset_urns) == 12 + deleted_dataset_urns = [ + "urn:li:dataset:(urn:li:dataPlatform:tableau,00cce29f-b561-bb41-3557-8e19660bb5dd,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,6cbbeeb2-9f3a-00f6-2342-17139d6e97ae,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,801c95e3-b07e-7bfe-3789-a561c7beccd3,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,4644ccb1-2adc-cf26-c654-04ed1dcc7090,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,618c87db-5959-338b-bcc7-6f5f4cc0b6c6,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,d00f4ba6-707e-4684-20af-69eb47587cc2,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,06c3e060-8133-4b58-9b53-a0fced25e056,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,3ade7817-ae27-259e-8e48-1570e7f932f6,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,dfe2c02a-54b7-f7a2-39fc-c651da2f6ad8,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,d8d4c0ea-3162-fa11-31e6-26675da44a38,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,22b0b4c3-6b85-713d-a161-5a87fdd78f40,PROD)", + "urn:li:dataset:(urn:li:dataPlatform:tableau,4fb670d5-3e19-9656-e684-74aa9729cf18,PROD)", + ] + assert sorted(deleted_dataset_urns) == sorted(difference_dataset_urns) + + difference_chart_urns = list( + state1.get_urns_not_in(type="chart", other_checkpoint_state=state2) + ) + assert len(difference_chart_urns) == 24 + deleted_chart_urns = [ + "urn:li:chart:(tableau,222d1406-de0e-cd8d-0b94-9b45a0007e59)", + "urn:li:chart:(tableau,38130558-4194-2e2a-3046-c0d887829cb4)", + "urn:li:chart:(tableau,692a2da4-2a82-32c1-f713-63b8e4325d86)", + "urn:li:chart:(tableau,f4317efd-c3e6-6ace-8fe6-e71b590bbbcc)", + "urn:li:chart:(tableau,8a6a269a-d6de-fae4-5050-513255b40ffc)", + "urn:li:chart:(tableau,c57a5574-db47-46df-677f-0b708dab14db)", + "urn:li:chart:(tableau,e604255e-0573-3951-6db7-05bee48116c1)", + "urn:li:chart:(tableau,20fc5eb7-81eb-aa18-8c39-af501c62d085)", + "urn:li:chart:(tableau,2b5351c1-535d-4a4a-1339-c51ddd6abf8a)", + "urn:li:chart:(tableau,2b73b9dd-4ec7-75ca-f2e9-fa1984ca8b72)", + "urn:li:chart:(tableau,373c6466-bb0c-b319-8752-632456349261)", + "urn:li:chart:(tableau,53b8dc2f-8ada-51f7-7422-fe82e9b803cc)", + "urn:li:chart:(tableau,58af9ecf-b839-da50-65e1-2e1fa20e3362)", + "urn:li:chart:(tableau,618b3e76-75c1-cb31-0c61-3f4890b72c31)", + "urn:li:chart:(tableau,721c3c41-7a2b-16a8-3281-6f948a44be96)", + "urn:li:chart:(tableau,7ef184c1-5a41-5ec8-723e-ae44c20aa335)", + "urn:li:chart:(tableau,7fbc77ba-0ab6-3727-0db3-d8402a804da5)", + "urn:li:chart:(tableau,8385ea9a-0749-754f-7ad9-824433de2120)", + "urn:li:chart:(tableau,b207c2f2-b675-32e3-2663-17bb836a018b)", + "urn:li:chart:(tableau,b679da5e-7d03-f01e-b2ea-01fb3c1926dc)", + "urn:li:chart:(tableau,c14973c2-e1c3-563a-a9c1-8a408396d22a)", + "urn:li:chart:(tableau,e70a540d-55ed-b9cc-5a3c-01ebe81a1274)", + "urn:li:chart:(tableau,f76d3570-23b8-f74b-d85c-cc5484c2079c)", + "urn:li:chart:(tableau,130496dc-29ca-8a89-e32b-d73c4d8b65ff)", + ] + assert sorted(deleted_chart_urns) == sorted(difference_chart_urns) + + difference_dashboard_urns = list( + state1.get_urns_not_in(type="dashboard", other_checkpoint_state=state2) + ) + assert len(difference_dashboard_urns) == 4 + deleted_dashboard_urns = [ + "urn:li:dashboard:(tableau,5dcaaf46-e6fb-2548-e763-272a7ab2c9b1)", + "urn:li:dashboard:(tableau,8f7dd564-36b6-593f-3c6f-687ad06cd40b)", + "urn:li:dashboard:(tableau,20e44c22-1ccd-301a-220c-7b6837d09a52)", + "urn:li:dashboard:(tableau,39b7a1de-6276-cfc7-9b59-1d22f3bbb06b)", + ] + assert sorted(deleted_dashboard_urns) == sorted(difference_dashboard_urns)