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You can create and provision a KPI model in three different ways: using Creating a Profile and Service Model Using the Model Builder. For more information, see Service Model Definition, Creating a Profile and Provisioning via REST. 

To deploy the new service model:

1. Stop all KPI Management workflows that will use the service model.
   
   
2. Kill Spark applications and associated drivers that will use the service model. For further information about the Spark UI, see 5.7.3 Killing a Spark Application.
   
   

3. Remove the checkpoint directory. The default path is MZSPARK_HOME/spark-checkpoint-dir.
   
   

4. Submit the Spark application. For further information, see Submitting a Spark Application.
   
   
5. Start the KPI Management workflows that will use the service model.
   
   

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