Data Organization and I/O in a Parallel Ocean Circulation Model

C. Ding, Yun He
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引用次数: 3

Abstract

We describe an efficient and scalable parallel I/O strategy for writing out gigabytes of data generated hourly in the ocean model simulations on massively parallel distributed-memory architectures. Working with Modular Ocean Model, using netCDF file system, and implemented on Cray T3E, the strategy speeds up I/O by a factor of 50 in the sequential case. In parallel case, on 32 processors up to 512 processors, our implementation writes out most model dynamic fields of 969 MB to a single netCDF file in 65 seconds, independent of the number of processors. The remap-and-write parallel strategy resolves the memory limitation problem and requires minimal collective I/O capability of the file system. Several critical optimizations on memory management and file access are carried out, ensuring scalability and speeding up numerical simulation due to the improved memory organizations.
平行海洋环流模式的数据组织和I/O
我们描述了一种高效且可扩展的并行I/O策略,用于在大规模并行分布式内存架构上编写海洋模型模拟中每小时生成的千兆字节数据。使用模块化海洋模型,使用netCDF文件系统,并在Cray T3E上实现,该策略在顺序情况下将I/O速度提高了50倍。在并行情况下,在32个处理器到512个处理器上,我们的实现在65秒内将969 MB的大多数模型动态字段写入单个netCDF文件,与处理器数量无关。重新映射-写入并行策略解决了内存限制问题,并且对文件系统的I/O能力要求最低。在内存管理和文件访问上进行了几个关键的优化,确保了可伸缩性,并且由于改进了内存组织而加快了数值模拟的速度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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