November 2025
Intermediate to advanced
1060 pages
14h 20m
Chinese
Overview
本作品已使用人工智能进行翻译。欢迎您提供反馈和意见：translation-feedback@oreilly.com
通过这本权威指南，全面提升您AI基础设施各层级的效能，从而增强AI系统的性能表现。在生成式模型日益庞大的当下，《AI系统性能工程》为工程师、研究人员和开发者提供了可操作的优化策略实践指南。 学习协同优化硬件、软件与算法，构建兼具训练与推理能力的弹性、具备可扩展性且经济高效的人工智能系统。本书由专注性能优化的工程与产品领袖克里斯·弗雷格利执笔，将复杂的人工智能系统转化为高效精简的高影响力解决方案。
书中将逐步揭示GPU CUDA内核、基于PyTorch的算法以及多节点训练与推理系统的精细化调优方法论。您还将掌握GPU集群扩展技术，实现高性能分布式模型训练任务与推理服务器的构建。全书末附有175余项经验验证的即用型优化清单。
- 协同设计并优化硬件、软件与算法，实现吞吐量最大化与成本节约
- 实施前沿推理策略，在实际场景中降低延迟并提升吞吐量
- 运用业界领先的可扩展性工具与框架
- 剖析、诊断并消除复杂AI管道中的性能瓶颈
- 整合全栈优化技术，构建稳健可靠的AI系统性能
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.