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Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD.

, , , , and . AISTATS, volume 84 of Proceedings of Machine Learning Research, page 803-812. PMLR, (2018)

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On the Benefits and Pitfalls of Extending a Statically Typed Language JIT Compiler for Dynamic Scripting Languages, , , , , , and . SIGPLAN Not., 47 (10): 195--212 (October 2012)Adding dynamically-typed language support to a statically-typed language compiler: performance evaluation, analysis, and tradeoffs., , , , , and . VEE, page 169-180. ACM, (2012)Opvis: extensible, cross-platform operational visibility and analytics for cloud., , , , and . Middleware Industry, page 43-49. ACM, (2017)On the benefits and pitfalls of extending a statically typed language JIT compiler for dynamic scripting languages., , , , , , and . OOPSLA, page 195-212. ACM, (2012)Context-Based Analytics - Establishing Explicit Links between Runtime Traces and Source Code., , , , and . ICSE-SEIP, page 193-202. IEEE Computer Society, (2017)Slow and Stale Gradients Can Win the Race: Error-Runtime Trade-offs in Distributed SGD., , , , and . AISTATS, volume 84 of Proceedings of Machine Learning Research, page 803-812. PMLR, (2018)Accelerating business analytics applications., , , and . HPCA, page 413-422. IEEE Computer Society, (2012)Call-chain Software Instruction Prefetching in J2EE Server Applications., , , , and . PACT, page 140-149. IEEE Computer Society, (2007)Workload characterization of selected JEE-based Web 2.0 applications., , , , , and . IISWC, page 109-118. IEEE Computer Society, (2008)On the Benefits and Pitfalls of Extending a Statically Typed Language JIT Compiler for Dynamic Scripting Languages, , , , , , and . Proceedings of the ACM International Conference on Object Oriented Programming Systems Languages and Applications, page 195--212. ACM, (2012)