Optimal Client-Server Assignment for Internet Distributed Systems.

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Presentation transcript:

Optimal Client-Server Assignment for Internet Distributed Systems

Abstract We investigate an underlying mathematical model and algorithms for optimizing the performance of a class of distributed systems over the Internet. Such a system consists of a large number of clients who communicate with each other indirectly via a number of intermediate servers. Optimizing the overall performance of such a system then can be formulated as a client-server assignment problem whose aim is to assign the clients to the servers in such a way to satisfy some prespecified requirements on the communication cost and load balancing.

Abstract con… We show that 1) the total communication load and load balancing are two opposing metrics, and consequently, their tradeoff is inherent in this class of distributed systems; 2) in general, finding the optimal client-server assignment for some prespecified requirements on the total load and load balancing is NP-hard, and therefore; 3) we propose a heuristic via relaxed convex optimization for finding the approximate solution. Our simulation results indicate that the proposed algorithm produces superior performance than other heuristics, including the popular Normalized Cuts algorithm.

Existing system An Internet distributed system consists of a number of nodes (e.g., computers) that are linked together in ways that allow them to share resources and computation. An ideal distributed system is completely decentralized, and that every node is given equal responsibility and no node is more computational or resource powerful than any other. However, for many real-world applications, such a system often has a low performance due to a significant cost of coordinating the nodes in a completely distributed manner. In practice, a typical distributed system consists of a mix of servers and clients. The servers are more computational and resource powerful than the clients. A classical example of such systems is . When a client A sends an to another client B, A does not send the directly to B. Instead, A sends its message to its server which has been previously assigned to handle all the s to and from A. This server relays A's to another server which has been previously assigned to handle s for B. B then reads A's by downloading the from its server. Importantly, the servers communicate with each other on behalf of their clients. The main advantage of this architecture is specialization, in the sense that the powerful dedicated servers release their clients from the responsibility associated with many tasks including processing and storing s, and thus making applications more scalable.

Architecture Diagram

System specification HARDWARE REQUIREMENTS Processor : intel Pentium IV Ram : 512 MB Hard Disk : 80 GB HDD SOFTWARE REQUIREMENTS Operating System : windows XP / Windows 7 FrontEnd : Java BackEnd : MySQL 5

CONCLUSION In this paper, we present a mathematical model and an algorithmic solution to the client-server assignment pro¬blem for optimizing the performance of a class of distributed systems over the Internet. We show that in general, finding the optimal client-server assignment for some prespecified requirements on total load and load balancing is NP-hard, and propose a heuristic via relaxed convex optimization for finding the approximate solution to the client-server assignment problem. Our simulation results indicate that the proposed algorithm almost always finds the optimal solution. Furthermore, the proposed algorithm outperforms other heuristics, including the popular Normalized Cuts algorithm.

THANK YOU