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DeepSeek 开源新突破:第五次发布革新AI分布式存储!
时间:2025-02-28 14:52:46
文章发布:小妖
原创作者:未知
来源:PConline太平洋科技

在DeepSeek开源周的精彩进程中,第五天迎来了高潮——DeepSeek正式揭晓了其倾力打造的高性能并行文件系统:Fire-Flyer文件系统,简称3FS。这款文件系统是专为应对现代人工智能(AI)和高性能计算(HPC)领域严苛挑战而生,旨在提供海量数据存储与极速数据访问能力。凭借对现代固态硬盘(SSD)与远程直接内存访问(RDMA)网络全带宽的高效利用,3FS为AI应用量身打造了一个卓越的分布式存储方案。

8087acce3757dfba9e2739230db92448_interlace,1.jpg

3FS的性能表现尤为亮眼。在180节点集群测试中,其总读取吞吐量高达6.6 TiB/s;而在25节点的GraySort基准测试中,更是实现了每分钟3.66 TiB的惊人吞吐量。这些数字远超传统存储方案,充分展示了3FS在处理庞大数据集时的强大实力,完美契合AI训练与数据处理的高要求。尤其在面对海量数据时,3FS的卓越吞吐量能够显著缩短处理周期,提升整体效率。

49dc53407960a9dfb4563c9aa912c480_interlace,1.jpg

不仅如此,3FS的KVCache功能同样令人瞩目。在每个客户端节点上,KVCache的峰值吞吐量轻松突破40 GiB/s,为数据查询与推理操作带来了前所未有的速度提升。这一功能对于需要快速响应与实时访问的应用场景而言,无疑是一大福音,能够有效减轻硬件资源负担,提升系统整体性能。

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3FS在吞吐量与查询性能方面的卓越表现之外,其架构设计同样值得称道。3FS采用了强一致性的分布式架构,确保数据在分布式环境中始终保持一致,让开发者能够心无旁骛地专注于业务逻辑,无需为数据一致性问题担忧。此外,其解耦架构进一步提升了系统的灵活性与可扩展性,使得3FS能够轻松应对日益增长的数据存储与处理需求。

对于AI与高性能计算领域的开发者而言,3FS无疑是一个全面的解决方案。它在数据预处理、数据集加载、检查点存储与恢复以及向量嵌入搜索等多个环节均提供了强有力的支持,不仅能够为大规模训练提供稳定的数据支撑,还能在推理过程中提供加速,有效提升AI应用的整体运行效率。

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综上所述,3FS作为一款面向未来的高性能分布式存储解决方案,成功打破了AI训练与推理过程中的数据瓶颈,提升了数据访问效率。

值得一提的是,DeepSeek在发布3FS的同时,还推出了Smallpond数据处理框架,进一步增强了3FS在数据管理与处理方面的能力。作为AI应用的全方位数据处理平台,3FS不仅是一个存储解决方案,更是一个引领创新的技术平台,有望在AI、大数据处理和高性能计算领域开创更多先河。

DeepSeek作为中国科技创新的杰出代表,正以实际行动彰显中国在全球技术创新中的强劲动力。通过3FS的开源,DeepSeek不仅为全球AI与计算领域贡献了前沿技术,更向世界展示了中国企业在技术研发方面的深厚底蕴与创新能力。


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