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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Dongfang Zhao Kan Qiao Raicu, I. |
| Copyright Year | 2014 |
| Description | Author affiliation: Illinois Inst. of Technol., Chicago, IL, USA (Dongfang Zhao; Kan Qiao; Raicu, I.) |
| Abstract | The ever-growing gap between the computation and I/O is one of the fundamental challenges for future computing systems. This computation-I/O gap is even larger for modern large scale high-performance systems due to their state-of-the-art yet decades long architecture: the compute and storage resources form two cliques that are interconnected with shared networking infrastructure. This paper presents a distributed storage middleware, called HyCache+, right on the compute nodes, which allows I/O to effectively leverage the high bi-section bandwidth of the high-speed interconnect of massively parallel high-end computing systems. HyCache+ provides the POSIX interface to end users with the memory-class I/O throughput and latency, and transparently swap the cached data with the existing slow speed but high-capacity networked attached storage. HyCache+ has the potential to achieve both high performance and low cost large capacity, the best of both worlds. To further improve the caching performance from the perspective of the global storage system, we propose a 2-phase mechanism to cache the hot data for parallel applications, called 2-Layer Scheduling (2LS), which minimizes the file size to be transferred between compute nodes and heuristically replaces files in the cache. We deploy HyCache+ on the IBM Blue Gene/P supercomputer, and observe two orders of magnitude faster I/O throughput than the default GPFS parallel file system. Furthermore, the proposed heuristic caching approach shows 29X speedup over the traditional LRU algorithm. |
| Starting Page | 267 |
| Ending Page | 276 |
| File Size | 395154 |
| Page Count | 10 |
| File Format | |
| ISBN | 9781479927845 |
| DOI | 10.1109/CCGrid.2014.11 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2014-05-26 |
| Publisher Place | USA |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Throughput Protocols Distributed databases Servers Bandwidth Encoding Middleware heterogeneous storage distributed caching parallel and distributed file systems |
| Content Type | Text |
| Resource Type | Article |
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