English

A Coded Shared Atomic Memory Algorithm for Message Passing Architectures

Distributed, Parallel, and Cluster Computing 2014-07-17 v1 Information Theory math.IT

Abstract

This paper considers the communication and storage costs of emulating atomic (linearizable) multi-writer multi-reader shared memory in distributed message-passing systems. The paper contains three main contributions: (1) We present a atomic shared-memory emulation algorithm that we call Coded Atomic Storage (CAS). This algorithm uses erasure coding methods. In a storage system with NN servers that is resilient to ff server failures, we show that the communication cost of CAS is NN2f\frac{N}{N-2f}. The storage cost of CAS is unbounded. (2) We present a modification of the CAS algorithm known as CAS with Garbage Collection (CASGC). The CASGC algorithm is parametrized by an integer δ\delta and has a bounded storage cost. We show that in every execution where the number of write operations that are concurrent with a read operation is no bigger than δ\delta, the CASGC algorithm with parameter δ\delta satisfies atomicity and liveness. We explicitly characterize the storage cost of CASGC, and show that it has the same communication cost as CAS. (3) We describe an algorithm known as the Communication Cost Optimal Atomic Storage (CCOAS) algorithm that achieves a smaller communication cost than CAS and CASGC. In particular, CCOAS incurs read and write communication costs of NNf\frac{N}{N-f} measured in terms of number of object values. We also discuss drawbacks of CCOAS as compared with CAS and CASGC.

Keywords

Cite

@article{arxiv.1407.4167,
  title  = {A Coded Shared Atomic Memory Algorithm for Message Passing Architectures},
  author = {Viveck R. Cadambe and Nancy Lynch and Muriel Médard and Peter Musial},
  journal= {arXiv preprint arXiv:1407.4167},
  year   = {2014}
}

Comments

Part of the results to appear in IEEE Network Computing and Applications (NCA), Aug 2014. This report supersedes MIT CSAIL technical report MIT-CSAIL-TR-2013-016

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