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Kyvos has introduced now comes with an in-house data storage layer called the Kyvos Analytical Store. The data store is designed to support complex, long-running queries that process significant portions of the stored dataset.  This layer provides efficient data storage and retrieval capabilities that help to optimize both cost and time savings. The Kyvos Analytical Store is specifically designed to support complex, long-running queries that process substantial portions of the stored dataset. It is equipped with a columnar-vectorized query execution engine that processes a large batch of values, referred to as a "vector", in a single operation. This vectorized query execution significantly improves performance, especially in OLAP queries.

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Note

When using semantic models with Kyvos Analytical Store, you must process the full data of the semantic model if it has not been processed before. Additionally, it is recommended to avoid using a previously processed semantic model after enabling the Kyvos Analytical Store. This is because executing queries on a previously processed semantic model may slow down as a result of Kyvos Analytical Store memory calculations.

Certified Providers and supported Operating Systems for Kyvos Analytical Store

The Kyvos 2024.1.1 x is certified to work on the following provider and OS versions with the Kyvos Analytical Store.

Provider

OS Version

CDP 7.1.8/CDH-6.3.2

Ubuntu 18.04

AWS

Centos 7.9 and Amazon Linux 2

Azure

RHEL 8.6 and RHEL7.

9

8

GCP

CentOS 7.9, RHEL 8.8, and Ubuntu 20.04

Prerequisites

To use Kyvos Analytical Store, you must ensure the following:

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  1. Add Kyvos Analytical Store Jar in classpath.

  2. Set the value of ENABLE_KYVOS_ANALYTICAL_STORE property

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  1. as

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  1. Yes.

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  1. Set the value of ELASTIC_DEPLOYMENT

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  1. as Disable.

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  1. Set the value of kyvos.cuboid.replication.type property

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  1. as Local on the semantic model.

Using Kyvos Analytical Store for semantic models

Kyvos Analytical Store is not enabled by default. To use the Kyvos Analytical store as data storage layer for a semantic model, use the the following property on the semantic model. 

Property: kyvos.build.aggregate.type  

Value: Tabular 

Scope: Semantic model advanced property 

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classpath
classpath
Adding Kyvos Analytical Store Jar in classpath 

To add Kyvos Analytical Store Jar in class pathclasspath, perform the following steps.

  1. Login to Kyvos and navigate to the Connections page.

  2. On the Connections page, click Properties.

    Image RemovedConnection.pngImage Added

  3. On the Edit Properties dialog box, search “kyvos.connection.classpath.common.jar” and enter the ../lib/duckdb_jdbc.jar value in the existing class path.

    image-20240223-070315.png

  4. Restart Kyvos services.  

Using Kyvos Analytical Store for semantic models

To use the Kyvos Analytical store as data storage layer for a semantic model, use the following property on the semantic model. 

Property: kyvos.build.aggregate.type  

Value: Tabular 

Scope: Semantic model advanced property 

Kyvos Analytical Store memory calculations
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Parameter

Memory Calculation

HEAP_MEMORY

VM_TOTAL_MEMORY / 4

OFF_HEAP_MEMORY

VM_TOTAL_MEMORY / 8

KYVOS_ANALYTICAL_STORE_MEMORY

VM_TOTAL_MEMORY / 4

For example, If you have a 64 GB Query Engine Virtual Machine, the memory calculations are as follows:

  • HEAP_MEMORY = 16 GB

  • OFF_HEAP_MEMORY= 8 GB

  • KYVOS_ANALYTICAL_STORE_MEMORY= 16 GB

Memory tuning parameters 

From Kyvos 2023.5 onwards, The Heap, Off-heap, and other required memory on Query Engines are automatically configured if memory mode is mode is set to Auto mode.  For

For more details, see the Kyvos Java options page in Kyvos Manager.

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  1. Login to Kyvos Manager and navigate to Properties > queryengine.properties .

  2. In the queryengine.properties, search for the DS_CONNECTION_CONF property.

    • The default value will be Blank  blank. 

    • Set this value as SET memory_limit='10GB'; SET THREADS to 1; and then save it. 

  3. Restart the Query Engine services from the Kyvos Manager dashboard.

For memory configuration, perform the following post-deployment steps.

  1. Open the Kyvos Java options page in Kyvos Manager and Navigate navigate to the Query Engine section. 

  2. If Configure Heap memory for Query Engine is set as Auto, no change is required. 

  3. If Configure Heap memory for Query Engine is set as Manual, reduce Off-Heap memory by 10 GB. 
    For Example, Suppose the total machine memory is 128 GB, whereas 45 GB is assigned to Heap, and 66 GB is assigned to Off-Heap. In that case, you need to set Heap as 45 GB and Off-Heap as 56 GB so Kyvos can use the remaining 10 GB internally for the new data store-based architecture. 

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Before enabling Kyvos Analytical Store, ensure that Query Engine cluster is running with the required (Full, high, moderate, or Low) capacity, and disable cluster scaling. For more details about cluster scaling, see the Managing system scheduling and capacity sectionthis, set the value of ELASTIC_DEPLOYMENT should be set as Disable.

  1. Login to Kyvos Manager and navigate to Properties > global.properties To enable this feature, set .

  2. Set the value of the ENABLE_KYVOS_ANALYTICAL_STORE property to 'Yes.' After configuring the Kyvos Data Store value, you must disable cluster scaling. Achieve this by setting the ELASTIC_DEPLOYMENT property to 'Disable.as Yes.

  3. Restart all Kyvos services (BI Server, Query Engine, and Kyvos Web Portal) from the Kyvos Manager dashboard.

Enhancements in Kyvos Analytical Store

Kyvos 2024.1.x

Kyvos comes with an enhanced Query Engine JVM configuration as per Kyvos Data Store Analytics configurations. To enable this feature, set the value of the ENABLE_KYVOS_ANALYTICAL_STORE property to 'Yes.' After configuring the Kyvos Data Store value, you must disable cluster scaling. Achieve this by setting the ELASTIC_DEPLOYMENT property to 'Disable.

Kyvos 2024.1

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Note

  • Support for Kyvos Analytical Store is certified when the cuboid replication type is set to 'Local' on the semantic model through the kyvos.cuboid.replication.type property.

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Support for Parent-Child Hierarchy (PCH): With this release, Kyvos supports processing and browsing the semantic models having parent-child hierarchy, alternate hierarchy, and custom rollups in the Kyvos Analytical Store.

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  1. Open the Kyvos Java options page in Kyvos Manager and navigate to the Query Engine section, and ensure that the Configure Heap memory for Query Engine is set as Auto. Kyvos will now automatically configure memory used for the Analytical Store.

Steps for Databricks 

You must change Spark configurations to use managed disk. Ensure that you must not change the configuration in the default root (/tmp) volume.

To change Spark configurations to use managed disk, perform the following steps.

  1. Databricks > Advance configuration > Spark

    • In the Spark Configurations, add the spark.local.dir /local_disk0 property where the local_disk0 is the managed disk.
      This can be verified using the df -h command from a notebook

  2. Add the SPARK_WORKER_DIR=/local_disk0 value in the Environment variables.