This page outlines the configuration for setting up project UDFs, which allow users to set their current project in Immuta through Spark. For details about the specific functions available and how to use them, see the Use Project UDFs (Databricks) page.
Use project UDFs in Databricks Spark
Currently, caches are not all invalidated outside of Databricks because Immuta caches information pertaining to a user's current project. Consequently, this feature should only be used in Databricks.
Immuta caches a mapping of user accounts and users' current projects in the Immuta Web Service and on-cluster. When users change their project with UDFs instead of the Immuta UI, Immuta invalidates all the caches on-cluster (so that everything changes immediately) and the cluster submits a request to change the project context to a web worker. Immediately after that request, another call is made to a web worker to refresh the current project.
To allow use of project UDFs in Spark jobs, raise the caching on-cluster and lower the cache timeouts for the Immuta Web Service. Otherwise, caching could cause dissonance among the requests and calls to multiple web workers when users try to change their project contexts.
Click the App Settings icon in the left sidebar and scroll to the HDFS Cache Settings section.
Lower the Cache TTL of HDFS user names (ms) to 0.
Click Save.
In the Spark environment variables section, set the IMMUTA_CURRENT_PROJECT_CACHE_TIMEOUT_SECONDS and IMMUTA_PROJECT_CACHE_TIMEOUT_SECONDS to high values (like 10000).
Note: These caches will be invalidated on cluster when a user calls immuta.set_current_project, so they can effectively be cached permanently on cluster to avoid periodically reaching out to the web service.
If your compliance requirements restrict users from changing projects within a session, you can block the use of Immuta's project UDFs on a Databricks Spark cluster. To do so, configure the immuta.spark.databricks.disabled.udfs option as described on the Databricks environment variables page.
Last updated
Was this helpful?
Was this helpful?
