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Updated on 2024-10-11 GMT+08:00
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An Error Occurs When the Split Size Is Changed in a Spark Application

Issue

An error occurs when the split size is changed in a Spark application.

Symptom

A user needs to implement multiple mappers by changing the maximum split size to make the Spark application run faster. However, an error occurs when the user runs the set $Parameter command to modify the Hive configuration.

0: jdbc:hive2://192.168.1.18:21066/> set mapred.max.split.size=1000000;
Error: Error while processing statement: Cannot nodify mapred.max.split.size at runtime. It is not in list of params that are allowed to be modified at runtime( state=42000,code=1)

Cause Analysis

  • Before the hive.security.whitelist.switch parameter is set to enable or disable the whitelist in security mode, the allowed parameters must have been configured in hive.security.authorization.sqlstd.confwhitelist.

  • The default whitelist does not contain the mapred.max.split.size parameter. Therefore, the system displays a message indicating that the maximum split size cannot be changed.

Procedure

  1. Go to the Hive configuration page.

    • For versions earlier than MRS 2.0.1: Log in to MRS Manager, choose Services > Hive > Service Configuration, and select All from the Basic drop-down list.
    • For MRS 2.0.1 or later: Click the cluster name on the MRS console, choose Components > Hive > Service Configuration, and select All from the Basic drop-down list.

      If the Components tab is unavailable, complete IAM user synchronization first. (On the Dashboard page, click Synchronize on the right side of IAM User Sync to synchronize IAM users.)

    • For MRS 3.x or later: Log in to FusionInsight Manager and choose Cluster. Click the name of the target cluster and choose Services > Hive > Configurations > All Configurations.

  2. Search for hive.security.authorization.sqlstd.confwhitelist.append, and add mapred.max.split.size to hive.security.authorization.sqlstd.confwhitelist.append. For details, see Component Operation Guide > Using Hive > Using Hive from Scratch.
  3. Save the configuration and restart the Hive component.
  4. Run the set mapred.max.split.size=1000000; command. If no error occurs, the modification is successful.
Parent topic: Using Spark