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SQL 4 (CPU-intensive)

Purpose

SQL 4 is a CPU-intensive scenario. You can optimize Spark executor parameters and adjust I/O parameters for the optimal performance.

Procedure

Based on the actual environment, adjust the number of running cores and memory size specified by Spark-Test-Tool in the configuration file to achieve the optimal performance. For example, for the Kunpeng 920 5220 processor, the following executor parameters are recommended for SQL 4.

  • Open the script/spark-default.conf file in the tool directory and add the following configuration items:
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    yarn.executor.num 42
    yarn.executor.cores 6
    spark.executor.memory 15G
    spark.driver.memory 36G
    
  • Adjust the I/O prefetch value. sd$i indicates the names of all Spark drives.
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    echo 4096 > /sys/block/sd$i/queue/read_ahead_kb