This comes as no big surprise as Spark’s architecture is memory-centric. If we were to got all Spark developers to vote, out of memory (OOM) conditions would surely be the number one problem everyone has faced. The first and most common is memory management. In this series of articles, I aim to capture some of the most common reasons why a Spark application fails or slows down. It's not only important to understand a Spark application, but also its underlying runtime components like disk usage, network usage, contention, etc., so that we can make an informed decision when things go bad. Sometimes an application which was running well starts behaving badly due to resource starvation. Sometimes a well-tuned application might fail due to a data change, or a data layout change. However, it becomes very difficult when Spark applications start to slow down or fail. Spark applications are easy to write and easy to understand when everything goes according to plan.
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Unopposed Motion by the Black Student Alliance at UT Austin and the NAACP Legal Defense and Educational Fund to File an Amicus Curiae Brief Opposing Appellant's Motion for Rehearing En Banc (March 1, 2011).Record Excerpts of Plaintiffs-Appellants (December 21, 2009).Unopposed Motion to Extend Briefing Deadlines (November 11, 2009).Appeal Information Sheet (September 14, 2009).Brief of Plaintiffs-Appellants (December 21, 2009).Order Denying Petition for Rehearing En Banc (June 17, 2011).Response to Petition for Rehearing En Banc (February 22, 2011).Petition for Rehearing En Banc (February 1, 2011).On September 15, 2011, Plaintiff filed a Petition for a Writ of Certiorari with the United States Supreme Court, which was granted on February 21, 2012. District Court’s grant of summary judgment in favor of The University of Texas at Austin. 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