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Tabular Model Performance Issues Quering

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Hi Experts

We are facing the below issues with our tabular model and I'm monitoring the Profiler, but couldn't able to answer below

Some Facts

  1. Memory shoots during Query Execution
  2. Query Times-out Very Often
  3. RAM size is 14 times bigger than Model Size. Nothing else is in server except tabular model.

Actions Performed and Results

  • Applied Cumulative Hotfix 2 and it resolved 1 partially. At-least memory is released as we had NESTED IFs in calculation.
  • Tried to remove calculated measures in DAX query calls, but no significant increase in performance and Timing out
  • In the process of analyzing profile and could see the SQLs using events VERTIPAQ Query Begin and End, which helped to find some optimization strategy
  • Server side Vertipaq Paging property is 0. We don't want paging.

Asks

Regardless of the actions performed, we have below queries

1. Profiler -> What is the meaning of SET DC_KIND ="AUTO", SET DC_KIND="C64" etc. It comes before every VERTIPAQ SQL text

2. Profiler -> In a single DAX state, the same VERTIPAQ SQL runs multiple times for different reasons (understandably), but it has different DC_KIND values. The Duration is different though with many in AUTO is 0. Ensure that the Query doesn't use DATACACHE.

3. Memory Utilization -> What operations consume memory? SUMMARIZE/SUM etc?. Is it that anything that returns a inner table requires temp table to be created in memory? How to find the temp table creation using Profiler Event.

4. Memory Utilization -> Will the temp tables created are reused across sessions? Is it that session cache based on Security group?

5. General -> Even though the calculated measures are removed from DAX queries having only the direct attributes, the query doesn't give great performance. Anything specific to look out?

Thanks for clarifications/guidance.

Regards

kart


kart


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