面向人工智能场景的数据处理方法、装置及存储介质

By optimizing data transmission between the GPU server and the PFS system using RDMA and RoCEv2 protocols in a private cloud intelligent computing scenario, the high CPU consumption and latency issues caused by the traditional Ethernet protocol are resolved, achieving efficient and low-latency data processing.

CN121750404BActive Publication Date: 2026-07-17BEIJING BAIDU NETCOM SCI & TECH CO LTD

Patent Information

Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
BEIJING BAIDU NETCOM SCI & TECH CO LTD
Filing Date
2026-02-27
Publication Date
2026-07-17

AI Technical Summary

Technical Problem

In private cloud computing scenarios, data transmission between GPU servers and parallel file storage systems relies on traditional Ethernet protocols, resulting in high CPU computing resource consumption and large data transmission latency, which becomes a bottleneck for system performance.

Method used

By employing the Remote Direct Memory Access (RDMA) protocol combined with the RoCEv2 protocol, the data transmission path is optimized through a virtual switch and intelligent computing gateway. This bypasses the operating system kernel protocol stack and enables direct data transmission between the GPU server and the PFS system memory. RDMA packets are processed first, and address mapping and encapsulation are performed.

Benefits of technology

Significantly improves data processing efficiency, reduces CPU utilization, lowers data transmission latency, and enhances GPU computing task efficiency and overall performance.

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Abstract

本公开公开了一种面向人工智能场景的数据处理方法、装置及可读存储介质,涉及计算机技术领域,具体涉及人工智能、云计算、模型训推技术领域。具体实现方案包括:虚拟专有云网络中的图形处理器服务器通过远程直接内存访问协议发起对并行文件存储系统的数据处理请求;虚拟交换机将数据处理请求通过多个物理交换机转发至虚拟路由器;虚拟交换机转发的数据处理请求中携带标识远程直接内存访问协议的值,以供各物理交换机基于预先配置的优先级策略,优先处理数据处理请求;虚拟路由器对数据处理请求的报文进行重新封装,并转发至智算网关;智算网关去除数据处理请求的报头,进行地址映射,并将映射后的数据处理请求的报文转发至并行文件存储系统。
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