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Hedge 244: Networks for AI

Rule 11

Why is InfiniBand so popular for building AI networks? Jeff Tantsura joins Tom Ammon and Russ White to discuss networks for AI workloads. Why is InfiniBand so popular for building AI networks? Jeff Tantsura joins Tom Ammon and Russ White to discuss networks for AI workloads. What about Ethernet for AI?

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A RoCE network for distributed AI training at scale

Engineering at Meta

AI networks play an important role in interconnecting tens of thousands of GPUs together, forming the foundational infrastructure for training, enabling large models with hundreds of billions of parameters such as LLAMA 3.1 Distributed training, in particular, imposes the most significant strain on data center networking infrastructure.

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How Meta trains large language models at scale

Engineering at Meta

Supporting GenAI at scale has meant rethinking how our software, hardware, and network infrastructure come together. Solving this problem requires a robust and high-speed network infrastructure as well as efficient data transfer protocols and algorithms. requires revisiting trade-offs made for other types of workloads.

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NB471: Nvidia Unveils 800G Ethernet, InfiniBand Switches For AI Fabrics; ‘Ghost Jobs’ Haunt Job Boards

Packet Pushers

Take a Network Break! Nvidia announces new 800G switches, one for Ethernet and one for InfiniBand, for building AI fabrics. Nvidia also announces an “AI supercomputer,” a rack-scale pre-built bundle of Nvidia GPUs and CPUs connected via InfiniBand switches.

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HN755: Optimizing Ethernet to Meet AI Infrastructure Demands

Packet Pushers

Ethernet competes with InfiniBand as a network fabric for AI workloads such as model training. In other words, AI workloads do best with a lossless network. Read more » Ethernet competes with InfiniBand as a network fabric for AI workloads such as model training. Read more »

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Network Break 359: Arista Increases Its 400G Switch Portfolio; Nvidia Accelerates InfiniBand

Packet Pushers

This week's Network Break examines new 400G switches from Arista, discusses the Wi-Fi Alliance's certification program for the HaLow long-range low-power standard, targets key Nvidia announcements, catches up on the latest in space networking, and more IT news.

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Building Meta’s GenAI Infrastructure

Engineering at Meta

We are sharing details on the hardware, network, storage, design, performance, and software that help us extract high throughput and reliability for various AI workloads. Network At Meta, we handle hundreds of trillions of AI model executions per day. The other cluster features an NVIDIA Quantum2 InfiniBand fabric.