have you looked at the spark ui, spark history ui and YARN UI?
is anyone else using the cluster?
can you post some logs?
can you post a screen shot?
Often other jobs are running, including backups, Hive queries, zeppelin and other items that can take resources. It depends on versions, configuration and more.
What version of HDP? Spark? YARN?