From the course: NVIDIA Certified Associate AI Infrastructure and Operations (NCA-AIIO) Cert Prep
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Ethernet vs. InfiniBand - NVIDIA Tutorial
From the course: NVIDIA Certified Associate AI Infrastructure and Operations (NCA-AIIO) Cert Prep
Ethernet vs. InfiniBand
When it comes to implementing networking for AI-centric data centers, Ethernet and InfiniBand are two common technologies. Let's focus on understanding Ethernet versus InfiniBand. Now, I'm not saying that one is better than the other, or one should not be implemented if another one is present. They may complement, and maybe you can find both of them being implemented in various aspects of your data center. Let's focus on understanding them through an analogy. Now, obviously, networks are used for communication, and same are used for roads. Roads are used for moving from one place to another place. Obviously, the road which we see today may not have happened 20 years, 2000 years ago. They may be different roads. So evolution of evolution of road, it happened gradually. So maybe initially there was just some dirt road, then maybe a little bit more specific like gravel roads, then came cobblestones, then maybe we have modern asphalt which we use for highways and then all the expressways.…
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Contents
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Inside an AI-centric data center4m 4s
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Power usage effectiveness (PUE)5m 4s
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The compute power4m 24s
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CPU and GPU7m 11s
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CPU vs. GPU: Architectural difference2m 48s
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Beyond Moore's Law2m 35s
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Data processing unit (DPU)6m 44s
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Network inside an AI-centric data center4m 50s
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Network fabric4m 43s
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Ethernet vs. InfiniBand7m 5s
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Converged Ethernet (CE)2m 31s
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Storage inside an AI-centric data center4m 21s
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Cloud vs. on-prem4m 11s
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