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This paper analyzes the scalability of seven system applications (Exim, memcached, Apache, PostgreSQL, gmake, Psearchy, and MapReduce) running on Linux on a 48- core computer. Except for gmake, all applications trigger scalability bottlenecks inside a recent Linux kernel. Using mostly standard parallel programming techniques - this paper introduces one new technique, sloppy counters - these bottlenecks can be removed from the kernel or avoided by changing the applications slightly.
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