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Change JAVA version for Spark on YARN

I have installed JAVA 8 on all the servers and changed JAVA HOME DIRECTORY for hosts to point to JAVA 8. But when I start spark-shell it always used JAVA 7. Is there a way to force it to use java 8?

 

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