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Bounds on the Client-Server Incremental Computing

机译:客户端-服务器增量计算的边界

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摘要

We discuss the problem of finding a dominant sequence for sending input data items from a low-end client to a server for computational intensive tasks under the realistic assumption of unpredictable communication behavior. Under this assumption, the client has to send the input data items using a specified sequence to maximize the number of computations performed by the server at any time. The sequence-finding problem is NP-hard for the general case. In this paper, we address three fundamental and useful applications: the product of two polynomials, matrices multiplication and Fast Fourier Transform. We show that the sequence-finding problems of the three applications can be solved optimally in linear time. However, we also show counter examples to rule out any possibility of finding a dominant sequence for sparse cases of the three applications. Finally, a simulation is conducted to show the usefulness of our method.
机译:我们讨论了在不可预测的通信行为的现实假设下,寻找一个主导序列的问题,用于将输入数据项从低端客户端发送到服务器以执行计算密集型任务。在此假设下,客户端必须使用指定的序列发送输入数据项,以最大限度地提高服务器在任何时候执行的计算次数。对于一般情况,序列查找问题是NP困难的。在本文中,我们讨论了三个基本且有用的应用:两个多项式的乘积、矩阵乘法和快速傅里叶变换。结果表明,这三种应用的序列查找问题都可以在线性时间内得到最优求解。然而,我们也展示了反例,以排除为三种应用的稀疏情况找到显序列的任何可能性。最后,通过仿真验证了该方法的有效性。

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