feat(ingest/powerbi): support modified_since, extract_dataset_schema and many more #7519

aezomz · 2023-03-08T17:24:10Z

Checklist

The PR conforms to DataHub's Contributing Guideline (particularly Commit Message Format)
Links to related issues (if applicable)
Tests for the changes have been added/updated (if applicable)
Docs related to the changes have been added/updated (if applicable). If a new feature has been added a Usage Guide has been added for the same.
For any breaking change/potential downtime/deprecation/big changes an entry has been made in Updating DataHub

modified_since config ingestion which ingest only modified workspaces (which also improve stateful ingestion to be per checkpoint per workspace)
ownership config to have more fine grain control of how the corp user is built and also what criteria in term of authority over the powerbi asset
extract_datasets_to_containers config wrap powerbi tables (datahub dataset) under 1 powerbi dataset (datahub container)
extract_only_matched_endorsed_dataset config to extract only dataset that have matching endorsement
extract_dashboards config whether to ingest powerbi dashboards
extract_dataset_schema to extract powerbi dataset table schema to datahub dataset schema

I think the main improvement will be modified_since, which leave a interesting problem for stateful.
I tried my best to solve this in the most elegant way as compared to my previous PR which got rejected.

As much as I am catering for backward compatibility, those extra config are entirely optional and will not impact current users. :)

aezomz · 2023-03-13T02:49:40Z

@hsheth2 , @mohdsiddique and @jjoyce0510 . Can you all please help to take a look?

siddiquebagwan · 2023-03-13T10:23:31Z

@hsheth2 , @mohdsiddique and @jjoyce0510 . Can you all please help to take a look?

I am going through it

metadata-ingestion/src/datahub/ingestion/source/powerbi/config.py

siddiquebagwan · 2023-03-13T10:37:41Z

metadata-ingestion/tests/integration/powerbi/test_m_parser.py

+    )
+
+    assert len(data_platform_tables) == 1
+    assert data_platform_tables[0].name == "public_consumer_price_index"


this should match to table.name

siddiquebagwan · 2023-03-13T10:38:04Z

metadata-ingestion/tests/integration/powerbi/test_m_parser.py

+    assert data_platform_tables[0].name == "public_consumer_price_index"
+    assert (
+        data_platform_tables[0].full_name
+        == "hive_metastore.sandbox_revenue.public_consumer_price_index"


and it should be table.full_name

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

siddiquebagwan · 2023-03-13T11:36:47Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

+    ) -> SchemaFieldClass:
+        if isinstance(field, powerbi_data_classes.Column):
+            data_type = field.dataType
+            type_class = FIELD_TYPE_MAPPING.get(data_type)


Could you please move FIELD_TYPE_MAPPING to data_classes.py and while creating Column and Measure then set the data_type to DataHub datatype in data_resolver.py. I believe we don't need to check whether it is Measure or Column as mostly both has same attributes the difference is only in forming description

This is good recommendation, i will create a datahubDataType attribute

siddiquebagwan · 2023-03-13T11:41:57Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

@@ -223,12 +292,22 @@ def to_datahub_dataset(
        dataset_mcps: List[MetadataChangeProposalWrapper] = []
        if dataset is None:
            return dataset_mcps
+        if (
+            self.__config.extract_only_matched_endorsed_dataset is not None


Could you please code it as per allow deny pattern. Check workspace_id_pattern for reference. default would be allow all

siddiquebagwan · 2023-03-13T11:45:47Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/rest_api_wrapper/powerbi_api.py

-            workspace.scan_result
-        )
+            # Fetch endorsements tag if it is enabled from configuration
+            if self.__config.extract_endorsements_to_tags:


why this got changed? powerbi source already have code to extract endorsements to tag

didn't change anything actually. just indentation. cause of the for loop workspace

siddiquebagwan · 2023-03-13T11:56:12Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

-    def get_allowed_workspaces(self) -> Iterable[powerbi_data_classes.Workspace]:
-        all_workspaces = self.powerbi_client.get_workspaces()
+    def get_allowed_workspaces(self) -> List[powerbi_data_classes.Workspace]:
+        if self.source_config.admin_apis_only and self.source_config.modified_since:


Please remove admin_api_only condition. User can set admin permission to client-credential and can go for the ingestion of specific workspace. Please refer code of method _get_entity_users and write as per that code

Please remove extra condition handling from here and add it in self.powerbi_client.get_workspaces(). the self.powerbi_client.get_workspaces() should know how to return workspace whether modified only or all

siddiquebagwan · 2023-03-13T12:01:13Z

metadata-ingestion/src/datahub/ingestion/source/state/stale_entity_removal_handler.py

@@ -191,11 +193,16 @@ def compute_job_id(cls, platform: Optional[str]) -> JobId:

        # Default name for everything else
        job_name_suffix = "stale_entity_removal"
-        return JobId(f"{platform}_{job_name_suffix}" if platform else job_name_suffix)
+        unique_suffix = f"_{unique_id}" if unique_id else ""


Could you please add comment for this code change

siddiquebagwan · 2023-03-13T12:02:14Z

metadata-ingestion/tests/integration/powerbi/golden_test_admin_access_not_allowed.json

@@ -6,7 +6,7 @@
    "aspectName": "corpUserKey",
    "aspect": {
        "json": {
-            "username": "[email protected]"
+            "username": "urn:li:corpuser:users.[email protected]"


ownership should not break the old golden files. The code should be backward compatible.

aezomz · 2023-03-17T06:41:27Z

@mohdsiddique hihi, please help me to review again. I have changed accordingly to your comments. thanks!

siddiquebagwan · 2023-03-20T05:54:44Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/m_query/resolver.py

@@ -47,6 +48,9 @@ class SupportedDataPlatform(Enum):
    MS_SQL = DataPlatformPair(
        powerbi_data_platform_name="Sql", datahub_data_platform_name="mssql"
    )
+    DATABRICK_SQL = DataPlatformPair(
+        powerbi_data_platform_name="Databrick", datahub_data_platform_name="databrick"


I haven't found databrick as a platform in DataHub. This mapping is used for upstream lineage. Could you please map it to proper DataHub platform, check this documentation: https://datahubproject.io/docs/generated/ingestion/sources/databricks.

As per your data-access function Databricks.Catalogs you might need to map it to unity-catalog

updated to Databricks and databricks

https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/source/unity/source.py#L102

siddiquebagwan · 2023-03-20T06:18:36Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

+        field: Union[powerbi_data_classes.Column, powerbi_data_classes.Measure],
+    ) -> SchemaFieldClass:
+        data_type = field.dataType
+        if getattr(field, "expression", None):


We could do isinstance check here instead of attribute check. for example isinstance of Column then determine the description from expression and description fields

siddiquebagwan · 2023-03-20T06:19:20Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

+            return builder.make_user_urn(user.split("@")[0])
+        return builder.make_user_urn(f"users.{user}")
+
+    def get_dataset_table_schema(


Can we rename this to to_datahub_schema_field

siddiquebagwan · 2023-03-20T06:20:58Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

+                for tag in (dataset.tags or [""])
+            ]
+        ):
+            return dataset_mcps


Please debug level log message, like `Returning empty dataset_mcps as no dataset tag matched with extract_only_matched_endorsed_dataset"

siddiquebagwan · 2023-03-20T06:23:04Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

@@ -241,9 +287,17 @@ def to_datahub_dataset(

            logger.debug(f"{Constant.Dataset_URN}={ds_urn}")
            # Create datasetProperties mcp
+            custom_properties = {}
+            if table.expression:
+                custom_properties["expression"] = table.expression


Add "expression" in constant

siddiquebagwan · 2023-03-20T06:24:08Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

@@ -260,7 +314,63 @@ def to_datahub_dataset(
                aspect_name=Constant.STATUS,
                aspect=StatusClass(removed=False),
            )
-            dataset_mcps.extend([info_mcp, status_mcp])
+            if self.__config.extract_dataset_schema:


lets have a separate function for this logic

Please create a function extract_dataset_schema similar to self.extract_lineage and move schema generation logic into extract_dataset_schema

siddiquebagwan · 2023-03-20T06:31:34Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/rest_api_wrapper/powerbi_api.py

@@ -183,6 +186,11 @@ def fill_tags() -> None:
        return reports

    def get_workspaces(self) -> List[Workspace]:
+        if self.__config.modified_since:
+            workspaces = self.get_modified_workspaces()
+            if workspaces:


why this if ?if get_modified_workspaces returns empty list then we don't need this

siddiquebagwan · 2023-03-20T06:38:13Z

metadata-ingestion/tests/integration/powerbi/golden_test_admin_only.json

@@ -1,12 +1,46 @@
 [
+{


Could you please check why user related MCP got added, ideally these should not get ingested.

custom-properties related changes in golden file is expected.

siddiquebagwan · 2023-03-20T06:40:16Z

metadata-ingestion/tests/integration/powerbi/golden_test_container.json

@@ -65,14 +65,48 @@
        "runId": "powerbi-test"
    }
 },
+{


same here, user should not get added in existing golden files, looks like your owner related changes are breaking previous configuration

@aezomz looks like this one is still unresolved - I think this is the last pending item on this one.

Same thing, i checked. the json is being re-ordered. I am not sure why.

https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/tests/integration/powerbi/golden_test_container.json#L502

The same aspect is still emitted before and after this PR for this test.

hsheth2 · 2023-03-20T17:29:16Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

+                # As modified_workspaces is not idempotent, hence we checkpoint for each powerbi workspace
+                # Because job_id is used as dictionary key, we have to set a new job_id
+                # Refer to https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/source/state/stateful_ingestion_base.py#L390
+                self.stale_entity_removal_handler.set_job_id(workspace.id)


This breaks backwards compatibility for all users of powerbi stateful ingestion

Ok i will make some change so there is backward compatibility. Will need help to review the logic.

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi-lexical-grammar.rule

aezomz · 2023-03-21T18:03:58Z

@hsheth2 and @mohdsiddique please help to review again. thanks!

aezomz · 2023-03-27T02:33:22Z

Hi @hsheth2 , can we get this reviewed again? thanks

siddiquebagwan

Could you please make sure existing golden files should not get updated because of new code changes. description related changes or new PowerBI dataset as container are acceptable

siddiquebagwan · 2023-03-27T08:03:23Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/rest_api_wrapper/data_resolver.py

    }

-    def create_scan_job(self, workspace_id: str) -> str:
+    def create_scan_job(self, workspace_ids: List[str]) -> str:


Please revert it to single workspace_id: str so that we can have concurrent asset extraction per workspace if needed at higher level.

For example check https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/source/looker/looker_source.py#L1255

This function wrap the ids in a list eventually and send to PBI eitherway.
So it doesn't matter if u pass in 1 workspace_id or a List[workspace_id], in the end it will still wrap in a List and send.
Actually i recommend sending in a list of workspace to the scan api. Since PBI accept a list, they do it quite quickly too.

But if u want to think async.
Lets make batch_size configurable then.

https://github.com/aezomz/datahub/blob/powerbi-improvements/metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py#L1185

siddiquebagwan · 2023-03-27T08:36:33Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

@@ -260,7 +314,63 @@ def to_datahub_dataset(
                aspect_name=Constant.STATUS,
                aspect=StatusClass(removed=False),
            )
-            dataset_mcps.extend([info_mcp, status_mcp])
+            if self.__config.extract_dataset_schema:


Please create a function extract_dataset_schema similar to self.extract_lineage and move schema generation logic into extract_dataset_schema

siddiquebagwan · 2023-03-27T08:45:26Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

-                self.reporter, auto_status_aspect(self.get_workunits_internal())
-            ),
-        )
+        if self.source_config.modified_since:


Is there any reason to skip auto_stale_entity_removal for workspaces return in modified since flow ?

https://github.com/datahub-project/datahub/pull/7519/files/632115923077cc73b3900a1f1f3bd4c3f023bd89#r1150340668 replied here

siddiquebagwan · 2023-03-27T08:52:54Z

metadata-ingestion/tests/integration/powerbi/golden_test_admin_access_not_allowed.json

@@ -1,34 +1,4 @@
 [
-{


Could you please make sure existing golden file should not get updated because of your code changes ? description related changes or new PowerBI dataset as container are acceptable

Yeap! checking through. actually corpuserkey is just having inconsistent json ordering.

I have ensured that the new feature will have no impact on existing user as much as possible.

description and custom properties update are new. So are subtypes. The rest remain the same. U can open in full view and check.

aezomz · 2023-03-28T09:59:42Z

metadata-ingestion/src/datahub/ingestion/source/powerbi/powerbi.py

+                        self.stale_entity_removal_handler
+                    )
+
+                    yield from auto_stale_entity_removal(


Is there any reason to skip auto_stale_entity_removal for workspaces return in modified since flow ?

modified_since will only work in this way. where we create checkpoint state for each workspace id

aezomz · 2023-03-28T10:26:24Z

@hsheth2 and @mohdsiddique please help to review again. I hope we can close this soon as the default recipe setting is already backward compatible.

aezomz · 2023-03-28T10:28:57Z

metadata-ingestion/tests/integration/powerbi/golden_test_admin_only.json

@@ -472,13 +638,20 @@
    }
 },
 {
-    "entityType": "corpuser",
-    "entityUrn": "urn:li:corpuser:[email protected]",


@mohdsiddique , same as before . The corpuser is created here. Just that the order of the JSON changed.

codecov-commenter · 2023-03-28T10:40:08Z

Codecov Report

Patch coverage: 87.05% and project coverage change: -7.63 ⚠️

Comparison is base (c7d35ff) 74.90% compared to head (b4366d7) 67.27%.

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Additional details and impacted files

@@            Coverage Diff             @@
##           master    #7519      +/-   ##
==========================================
- Coverage   74.90%   67.27%   -7.63%     
==========================================
  Files         353      353              
  Lines       35395    35586     +191     
==========================================
- Hits        26511    23940    -2571     
- Misses       8884    11646    +2762

Flag	Coverage Δ
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pytest-testQuick	`63.78% <87.05%> (+0.20%)`	⬆️
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Impacted Files	Coverage Δ
...tahub/ingestion/source/powerbi/m_query/resolver.py	`78.76% <22.72%> (-4.07%)`	⬇️
...on/src/datahub/ingestion/source/powerbi/powerbi.py	`94.14% <89.28%> (-2.08%)`	⬇️
...n/source/powerbi/rest_api_wrapper/data_resolver.py	`85.86% <92.30%> (+0.15%)`	⬆️
...ion/source/powerbi/rest_api_wrapper/powerbi_api.py	`88.71% <94.59%> (+0.85%)`	⬆️
...on/source/powerbi/rest_api_wrapper/data_classes.py	`92.72% <97.50%> (+2.72%)`	⬆️
...on/src/datahub/ingestion/source/common/subtypes.py	`100.00% <100.00%> (ø)`
...ion/src/datahub/ingestion/source/powerbi/config.py	`97.47% <100.00%> (-0.26%)`	⬇️
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... and 73 files with indirect coverage changes

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aezomz · 2023-03-30T14:50:18Z

@hsheth2 can u help to review again? we should close this soon. Can u help to resolve the conflict if all is good?

aezomz · 2023-04-18T09:40:18Z

@mohdsiddique

We can remove expression from custom properties and add it in viewProperties, please refer https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/source/looker/lookml_source.py#L935.
The DataHub display the code in view definition section on Portal. (https://demo.datahubproject.io/dataset/urn:li:dataset:(urn:li:dataPlatform:looker,long_tail_companions.view.customer_focused,PROD)/View%20Definition?is_lineage_mode=false)
Could you please confirm your user related changes are backward compatible ?

I have added view properties, and view subtype to enable the view definition.

I have fixed the user mcps ordering issues. The golden json ordering will be similar to the OSS now for corpuser.

@hsheth2 please review and lets close this. thanks

siddiquebagwan · 2023-04-19T06:16:59Z

@mohdsiddique

We can remove expression from custom properties and add it in viewProperties, please refer https://github.com/datahub-project/datahub/blob/master/metadata-ingestion/src/datahub/ingestion/source/looker/lookml_source.py#L935.
The DataHub display the code in view definition section on Portal. (https://demo.datahubproject.io/dataset/urn:li:dataset:(urn:li:dataPlatform:looker,long_tail_companions.view.customer_focused,PROD)/View%20Definition?is_lineage_mode=false)
Could you please confirm your user related changes are backward compatible ?

I have added view properties, and view subtype to enable the view definition.

I have fixed the user mcps ordering issues. The golden json ordering will be similar to the OSS now for corpuser.

@hsheth2 please review and lets close this. thanks

Hi @aezomz
Could you please update the concept mapping https://github.com/aezomz/datahub/blob/powerbi-improvements/metadata-ingestion/docs/sources/powerbi/powerbi_pre.md#concept-mapping,

aezomz · 2023-04-19T16:15:03Z

Hi @mohdsiddique , i think its already done in this PR which is approved by Joyce.
#7835

aezomz · 2023-04-19T16:15:20Z

Once again, please close this soon. thanks

hsheth2 · 2023-04-21T05:01:21Z

@aezomz I'm going to merge this in tonight, assuming CI turns green

One thing I'd like to call out - the changes to stateful ingestion in this PR are definitely experimental, and I can't guarantee that we won't be making changes to stateful ingestion in the future that may mess with the implementation here.

…and many more (#7519) Co-authored-by: Harshal Sheth <[email protected]>

github-actions bot added the ingestion PR or Issue related to the ingestion of metadata label Mar 8, 2023

aezomz mentioned this pull request Mar 8, 2023

feat(ingest): powerbi # powerbi dataset schema snapshot should be ingested #6440

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aezomz changed the title ~~feat(ingest): powerbi lots of improvement~~ feat(ingest): powerbi config improvements modified_since, extract_dataset_schema and many more Mar 8, 2023

siddiquebagwan suggested changes Mar 13, 2023

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aezomz added 15 commits April 18, 2023 15:37

Refactor and bug fix after testing

8440372

fix and refactor powerbi connector

fb346e1

fix tests and add tests for powerbi

5c180db

fix test array order

efb5ae5

fix mypy lint

1c538a8

update golden test result

7e117b5

refactor and fix to comments fix test for oss too

8c7755f

update to comments and fix tests

f3af861

update dataset container in workspace container

8b438a3

rebase to latest dev and solve conflicts

98cb144

fix mypy

e0f09ce

fix to comments and maintain backward comp

dc67567

fix comments, mypy and descriptions

9b5d7d4

add table expression to view def, add view as subt

e7175a7

update golden files to include viewprop

8b8fc39

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fix ordering for golden test json

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update golden json to match oss ordering

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hsheth2 changed the title ~~feat(ingest): powerbi config improvements modified_since, extract_dataset_schema and many more~~ feat(ingest/powerbi): support modified_since, extract_dataset_schema and many more Apr 21, 2023

hsheth2 merged commit 1a5c716 into datahub-project:master Apr 21, 2023

iprentic pushed a commit that referenced this pull request Apr 27, 2023

feat(ingest/powerbi): support modified_since, extract_dataset_schema …

0b67182

…and many more (#7519) Co-authored-by: Harshal Sheth <[email protected]>

feat(ingest/powerbi): support modified_since, extract_dataset_schema and many more #7519

feat(ingest/powerbi): support modified_since, extract_dataset_schema and many more #7519

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aezomz commented Mar 8, 2023 • edited Loading

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