Semantic-link-labs

New Functions
* sempy_labs
* [delta_analyzer_history](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delta_analyzer_history) Thanks dax-tips!
* sempy_labs.lakehouse
* [recover_lakehouse_object](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.recover_lakehouse_object) Recovers a deleted object (i.e. table/file/folder) from a lakehouse (123). Thanks hurtn!
* [list_blobs](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.list_blobs) lists the blob files for a given lakehouse.
* sempy_labs.report
* [save_report_as_pbip](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.report.html#sempy_labs.report.save_report_as_pbip) Saves a report in the service as a .pbip file within the specified lakehouse. This is a solution to downloading 'undownloadable' reports/models (which are likely undownloadable due to changes made via XMLA R/W).
* sempy_labs.tom
* [convert_direct_lake_to_import](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.convert_direct_lake_to_import) Converts a table which is in Direct Lake mode to import mode using the specified source as the source (lakehouse or warehouse).

Updated Functions
* sempy_labs
* [run_model_bpa_bulk](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.run_model_bpa_bulk) The 'workspace' parameter now supports both workspace names and/or IDs (568).
* sempy_labs.admin
* [list_domain_tenant_settings_overrides](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_domain_tenant_settings_overrides) now shows the Domain Id.
* [list_workspaces_tenant_settings_overrides](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_workspaces_tenant_settings_overrides) now shows the Workspace Id.
* sempy_labs.directlake
* [generate_shared_expression](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.directlake.html#sempy_labs.directlake.generate_shared_expression) Added the 'use_sql_endpoint' parameter. If set to False, will build a 'Direct Lake over OneLake' connection to the lakehouse (if a lakehouse is specified as the item type).
* sempy_labs.lakehouse
* [create_shortcut_onelake](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.create_shortcut_onelake) Added the 'shortcut_conflict_policy' parameter (587).
* sempy_labs.migration
* [migrate_direct_lake_to_import](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.migration.html#sempy_labs.migration.migrate_direct_lake_to_import) Added the 'tables' and 'mode' parameters which allow you to migrate a portion of the Direct Lake semantic model to either import or DirectQuery. Specifying tables will only migrate those tables to the mode which you specify.


Bug Fixes
* 561
* 573
* 581
* 595

New Functions
* sempy_labs
* Semantic Models
* [generate_dax_query_view_url](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.generate_dax_query_view_url) prints a URL which opens [DAX Query View](https://learn.microsoft.com/power-bi/transform-model/dax-query-view) with the specified query to the specified semantic model. Thanks datazoe!
* [delete_semantic_model](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_semantic_model)
* Workspaces
* [delete_workspace](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_workspace)
* SQL Database
* [create_sql_database](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_sql_database)
* [delete_sql_database](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_sql_database)
* [list_sql_databases](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_sql_databases)

Updated Functions
* sempy_labs
* [delta_analyzer](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delta_analyzer) added the optional 'schema' parameter to support schema-enabled tables (547).
* [get_delta_table_history](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_delta_table_history) added the optional 'schema' parameter to support schema-enabled tables.
* [create_abfss_path](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_abfss_path) added the optional 'schema' parameter.
* sempy_labs.directlake
* [direct_lake_schema_sync](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.directlake.html#sempy_labs.directlake.direct_lake_schema_sync) added the 'remove_from_model' parameter (448). This function also now returns a dataframe.


Service Principal
The following functions now support [service principal authentication](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Service%20Principal.ipynb):
* [list_environments](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_environments)
* [publish_environment](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.publish_environment)
* [list_eventhouses](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_eventhouses)
* [list_graphql_apis](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_graphql_apis)
* [list_kql_databases](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_kql_databases)
* [list_lakehouses](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_lakehouses)
* [create_managed_private_endpoint](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_managed_private_endpoint)
* [list_managed_private_endpoints](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_managed_private_endpoints)
* [delete_managed_private_endpoint](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_managed_private_endpoint)
* [list_mirrored_databases](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_mirrored_databases)
* [list_sql_databases](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_sql_databases)
* [list_warehouses](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_warehouses)
* [provision_workspace_identity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.provision_workspace_identity)
* [deprovision_workspace_identity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.deprovision_workspace_identity)
* [delete_user_from_workspace](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_user_from_workspace)
* [update_workspace_user](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.update_workspace_user)
* [list_workspace_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_workspace_users)
* [unassign_workspace_from_capacity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.unassign_workspace_from_capacity)
* [list_workspace_role_assignments](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_workspace_role_assignments)
* [delete_workspace](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_workspace)

Bug Fixes
* 551

Maintenance
* Refactored 'resolve' functions to support Service Principal. This will enable many more functions (listed above) in Semantic Link Labs to support Service Principal authentication.

New Functions

* sempy_labs
* Git
* [get_my_git_credentials](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_my_git_credentials)
* [update_my_git_credentials](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.update_my_git_credentials)
* Mounted Data Factories
* [list_mounted_data_factories](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_mounted_data_factories)
* [delete_mounted_data_factory](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_mounted_data_factory)
* [get_mounted_data_factory_definition](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_mounted_data_factory_definition)
* sempy_labs.admin
* Artifacts
* [list_unused_artifacts](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_unused_artifacts)
* Capacities
* [list_capacity_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_capacity_users)
* Subscriptions
* [list_user_subscriptions](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_user_subscriptions)
* [list_report_subscriptions](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_report_subscriptions)
* Workspaces
* [add_user_to_workspace](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.add_user_to_workspace) (539)
* [delete_user_from_workspace](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.delete_user_from_workspace)
* [restore_deleted_workspace](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.restore_deleted_workspace)

Updated Functions
* sempy_labs
* [vertipaq_analyzer](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.vertipaq_analyzer) Now returns a dictionary of dataframes (481, 538).
* The following functions changed the 'capacity_name' parameter to 'capacity' and now accept either the capacity name or ID: [resolve_capacity_id](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.resolve_capacity_id), [delete_premium_capacity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_premium_capacity), [delete_fabric_capacity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delete_fabric_capacity), [create_vnet_gateway](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_vnet_gateway)
* sempy_labs.directlake
* [update_direct_lake_partition_entity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.directlake.html#sempy_labs.directlake.update_direct_lake_partition_entity) Added the 'schema' parameter for working with schema-enabled lakehouses. Setting this parameter to None keeps the existing schema.
* sempy_labs.lakehouse
* [list_shortcuts](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.list_shortcuts) Moved this function to the lakehouse subpackage. It will remain in the sempy_labs subpackage for some time so as not to break existing code but please update your code to use this funtion in this new location (where it should have been all along). Added the 'path' parameter and improved the code (thanks lBilali!).
* [create_shortcut_onelake](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.create_shortcut_onelake)
* Now checks whether the shortcut already exists before creating the shortcut (521).
* sempy_labs.tom
* [add_to_perspective](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.add_to_perspective) Added the '[include_all](https://learn.microsoft.com/dotnet/api/microsoft.analysisservices.tabular.perspectivetable.includeall?view=analysisservices-dotnet#microsoft-analysisservices-tabular-perspectivetable-includeall)' property, relevant for tables only.
* [has_incremental_refresh_policy](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.has_incremental_refresh_policy) Updated the parameter to take a TOM object instead of a table name. **This is a breaking change**.

Bug Fixes
* 518
* 522
* 524

Improvements
* New Functions
* sempy_labs
* Eventhouses
* [get_eventhouse_definition](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_eventhouse_definition)
* Semantic Models
* [get_semantic_model_refresh_schedule](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_semantic_model_refresh_schedule)
* [enable_semantic_model_scheduled_refresh](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.enable_semantic_model_scheduled_refresh)
* Delta Tables
* [get_delta_table_history](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_delta_table_history)
* SQL Databases (Thanks achrafcei!)
* [ConnectSQLDatabase](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.ConnectSQLDatabase)
* [get_sql_database_tables](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_sql_database_tables)
* [get_sql_database_columns](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.get_sql_database_columns)
* Job Scheduler
* [create_item_schedule_cron](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_item_schedule_cron)
* [create_item_schedule_daily](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_item_schedule_daily)
* [create_item_schedule_weekly](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_item_schedule_weekly)
* sempy_labs.admin
* Widely Shared Artifacts
* [list_widely_shared_artifacts](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_widely_shared_artifacts) Both of the widely shared artifacts APIs can be called from this single function. Simply specify the 'api_name' parameter accordingly.
* Apps
* [list_apps](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_apps)
* [list_app_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_app_users)
* Semantic Models
* [list_dataset_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_dataset_users)
* Reports
* [list_report_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_report_users)
* Workspaces
* [list_workspace_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_workspace_users)
* Capacities
* [patch_capacity](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.patch_capacity)
* Tenants
* [list_capacity_tenant_settings_overrides](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_capacity_tenant_settings_overrides) (use this instead of [list_capacities_delegated_tenant_settings](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_capacities_delegated_tenant_settings)
* [delete_capacity_tenant_setting_override](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.delete_capacity_tenant_setting_override)
* [update_tenant_setting](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.update_tenant_setting)
* [update_capacity_tenant_setting_override](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.update_capacity_tenant_setting_override)
* [list_workspaces_tenant_settings_overrides](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_workspaces_tenant_settings_overrides)
* [list_domain_tenant_settings_overrides](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.list_domain_tenant_settings_overrides)
* sempy_labs.tom
* [get_bim](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.get_bim) Gets the bim file for the semantic model

* Updated Functions
* sempy_labs
* [run_model_bpa](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.run_model_bpa) Now supports rules based on calculated tables and calculated columns
* [model_bpa_rules](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.model_bpa_rules) Updated DAX expression rules to check calculated tables & calculated columns.
* [deploy_semantic_model](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.deploy_semantic_model) Added the 'perspective' parameter. Set this parameter to a [perspective](https://learn.microsoft.com/analysis-services/tabular-models/perspectives-ssas-tabular?view=asallproducts-allversions) within the model to reduce the deployed model to only the objects within that perspective. Dependent objects (i.e. columns, measures, tables) are also added into the deployed model to ensure an errorless model. This technique is akin to the [master model](http://elegantbi.com/post/mastermodel) technique.
* [create_eventhouse](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_eventhouse) Added the 'definition' parameter which accepts the 'EventhouseProperties.json' definition.
* [initialize_git_connection](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.initialize_git_connection) Added the 'initialization_strategy' parameter. Thanks hurtn!
* [export_report](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.export_report) Added the 'lakehouse' and 'lakehouse_workspace' parameters so this function can export a report to any lakehouse/workspace (494).
* [delta_analyzer](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delta_analyzer) this function now supports analyzer partitioned delta tables. Also added the 'column_stats' parameter. If this is set to False, only the first 3 dataframes are returned (thereby executing faster).
* [evaluate_dax_impersonation](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.evaluate_dax_impersonation) Better handling of optional columns (499).
* [ConnectLakehouse](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.ConnectLakehouse), [ConnectWarehouse](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.ConnectWarehouse) updated default timeout to 30 seconds.
* sempy_labs.graph
* [send_mail](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.send_mail) added the 'content_type' parameter which allows you to send either Text or HTML emails. Thanks pawarbi for the suggestion!
* sempy_labs.lakehouse
* [create_shortcut_onelake](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.create_shortcut_onelake) added the 'source_path' and 'destination_path' parameters to make the function more flexible in working not just with tables but also with files (and able to map not just to a folder but to subfolders (475).
* [delete_shortcut](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.delete_shortcut) added the 'shortcut_path' parameter to make the function more flexible in working not just with tables but also with files (480).
* sempy_labs.tom
* [remove_translation](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.remove_translation) Added the 'property' parameter so you can remove not just translated names but also descriptions and display folders.
* [remove_object](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.remove_object) Updated accordingly for the update to [remove_translation](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.tom.html#sempy_labs.tom.TOMWrapper.remove_translation)

Bug Fixes
* 442
* 467
* 473
* 495
* 500
* Fixed issue with [graph.list_teams](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.list_teams)

Improvements

* Updated Functions
* sempy_labs
* [delta_analyzer](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delta_analyzer) Added 'lakehouse' and 'workspace' parameters so now you can analyze any delta table from any lakehouse/workspace - not just in the lakehouse attached to the notebook. Note that if you export the delta analyzer results they will be saved to delta tables in the lakehouse attached to the notebook.
* [create_abfss_path](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_abfss_path) Made the 'delta_table_name' parameter optional so this function can also build the abfss path of a given lakehouse (not just a delta table).
* [Connection](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_connections) & [Gateway](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_gateways) functions now support Service Principal Authentication. Thanks ecotte!
* sempy_labs.admin
* [scan_workspaces](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.scan_workspaces) Limited to 100 workspaces (per API limit). Improvements for passing workspace name/IDs. Thanks ecotte!

* General updates
* Most functions in semantic link labs can be executed using pure python notebooks. Some functions (in some instances) require PySpark notebooks. If you run a function which requires a PySpark notebook in a pure python notebook, a friendly error message will notify you as such.


Bug Fixes
* 398
* 444
* 445
* 447
* Bug in [report_rebind](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.report.html#sempy_labs.report.report_rebind) has been resolved.

Improvements

* New Functions
* sempy_labs
* [delta_analyzer](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delta_analyzer) Provides statistics about delta tables, specifically relevant regarding their use in Direct Lake semantic models. This code is based on the work of dax-tips! More info can be found [here](https://github.com/microsoft/Analysis-Services/tree/master/DeltaAnalyzer).
* [list_synonyms](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_synonyms) Lists the synonyms from a semantic model's [linguistic schema](https://learn.microsoft.com/power-bi/natural-language/q-and-a-tooling-advanced)
* GraphQL
* [list_graphql_apis](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_graphql_apis)
* [create_graphql_api](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.create_graphql_api)
* sempy_labs.admin
* [get_capacity_state](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.admin.html#sempy_labs.admin.get_capacity_state) (424).
* $${\color{green}NEW!}$$ sempy_labs.graph functions to support [Microsoft Graph](https://learn.microsoft.com/graph/api/overview?view=graph-rest-1.0))
* Users
* [get_user](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.get_user)
* [list_users](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.list_users)
* [send_mail](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.send_mail)
* [resolve_user_id](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.resolve_user_id)
* Groups
* [list_groups](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.list_groups)
* [list_group_owners](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.list_group_owners)
* [list_group_members](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.list_group_members)
* [add_group_members](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.add_group_members)
* [add_group_owners](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.add_group_owners)
* [resolve_group_id](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.resolve_group_id)
* [renew_group](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.renew_group)
* Teams
* [list_teams](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.graph.html#sempy_labs.graph.list_teams)
* sempy_labs.lakehouse
* [reset_shortcut_cache](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.reset_shortcut_cache)
* [run_table_maintenance](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.run_table_maintenance)
* sempy_labs.migration
* [migrate_direct_lake_to_import](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.migration.html#sempy_labs.migration.migrate_direct_lake_to_import) In-place migration of a semantic model from Direct Lake mode to Import mode.

* Updated Functions
* sempy_labs
* [list_deployment_pipeline_stages](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_deployment_pipeline_stages) parameters now accept either name or ID.
* [list_deployment_pipeline_stage_items](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.list_deployment_pipeline_stage_items) parameters now accept either name or ID. Changed parameter 'stage_name' to 'stage' as it can be either name or ID.
* sempy_labs.admin
* All 'domain' functions accept either name or ID. The parameter is now 'domain' instead of 'domain_name'.
* sempy_labs.lakehouse
* [lakehouse_attached](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.lakehouse.html#sempy_labs.lakehouse.lakehouse_attached) No longer uses Spark to determine if a lakehouse is attached to the notebook.

Bug Fixes
* 423
* 430
* 436

Maintenance
* Functions which query Microsoft APIs now use an internal function (in Semantic Link Labs) to reduce and simplify code.
* Functions which return pandas dataframes and specify data types have been refactored to reduce and simplify code.

Notebooks
* [Delta Analyzer](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Delta%20Analyzer.ipynb) Shows how to use the new [delta_analyzer](https://semantic-link-labs.readthedocs.io/en/stable/sempy_labs.html#sempy_labs.delta_analyzer) function.
* [Service Principal](https://github.com/microsoft/semantic-link-labs/blob/main/notebooks/Service%20Principal.ipynb) Added examples for using the new wrapper functions for Microsoft Graph which were released in this version.