AI Tech Observer

Entity · Technology

AI Accelerator

A purpose-built computing architecture designed for machine learning workloads.

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2 articles
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First published
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Latest update

Latest coverage

数据中心机柜通道内成束光缆汇入桥架,近处被冷光打亮、远处没入暗部。
Infrastructure

算力堆到一起之后,瓶颈变成了网络

机柜内每颗 GPU 有 1.8 TB/s 的互联带宽,跨出机柜的单端口速率是 800 Gb/s。从 scale-up、scale-out 到 scale-across,三层网络的落差决定了并行策略承受什么压力、以太网在 UEC 1.0 之后解决什么问题,以及跨数据中心训练能扩展到多远。

AI 科技观察19 min read
先进封装、内存、网络与冷却部件组成的无人物算力成本工作台
Infrastructure

What Actually Makes AI Expensive?

From final training runs to HBM, advanced packaging, networking, depreciation, utilisation, inference scheduling and customer total cost of ownership, this article maps where AI spending goes and why a lower unit price does not guarantee lower total expenditure.

AI 科技观察23 min read