# Check current Spark configurations
spark.conf.get("spark.sql.queryExecutionListeners", "")

# Disable query logging
spark.conf.set("spark.sql.queryExecutionListeners", "")

or

GO to your cluster -> EDIT -> ADVANCED OPTION -> logging tab and set to none