2025AI时代的存储基石-益企研究院.pdf

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AI时代的存储基石

张广彬张翼王海峰I著

目录CONTENTS

前言：存储是人工智能的关键基座················04

第一章：AI与存储技术开启未来数据新纪元·····09

典型AI应用带来的存储增长趋势····················12

大模型场景下的以存强算························12

自动驾驶3.0时代的数据循环·····················14

边缘AI存储成为热点····························17

存储技术的挑战与机遇·····························17

存储系统的智能化······························18

算力与存力高效协同····························19

计算存储协同促进AI落地························19

第二章：AI应用场景与存储需求·················21

准备数据·········································22

训练过程·········································24

检查点及其作用································24

数据量与读写压力······························25

检查点的保存··································27

检查点的恢复··································29

推理过程·········································33

KVCache及容量需求···························33

RAG与向量数据库······························35

内容生成·········································37

生成式AI促进数据生产··························39

边缘侧计算和存储能力增长······················40

数据留存与复用································41

小结·············································42

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