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Europe’s first exascale supercomputer is now up and running, using 24,000 Nvidia GH200 Superchips to perform more than one quintillion operations per second with nearly 1,000,000 terabytes of storage

Yeah, but can it play… y’know what, I’m not even gonna go there.

A Systems View of LLMs on TPUs

Training LLMs often feels like alchemy, but understanding and optimizing the performance of your models doesn’t have to. This book aims to demystify the science of scaling language models: how TPUs (and GPUs) work and how they communicate with each other, how LLMs run on real hardware, and how to parallelize your models during training and inference so they run efficiently at massive scale. If you’ve ever wondered “how expensive should this LLM be to train” or “how much memory do I need to serve this model myself” or “what’s an AllGather”, we hope this will be useful to you.

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