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Nvidia GPU shortage is ‘top gossip’ of Silicon Valley

Aug 03, 2023 - venturebeat.com
The demand for Nvidia’s high-performance computing H100 GPU for large language model (LLM) training is becoming a hot topic in Silicon Valley, with companies like OpenAI, Inflection, Meta, and others speculated to need thousands of units. The demand is so high that it's even being discussed in Big Tech annual reports, with Microsoft emphasizing to investors that GPUs are a critical raw material for its fast-growing cloud business. The demand for GPUs is expected to continue until at least the end of 2024.

The shortage of GPUs has led to a surge in demand for AI chips, with companies like CoreWeave benefiting from the situation. CoreWeave, which isn't building its own AI chips to compete, is expected to make billions from their GPU cloud. On the other hand, Nvidia's DGX Systems VP and GM, Charlie Boyle, argues that the issue is not a GPU shortage, but a supply chain problem. He believes the "GPU shortage" issue will eventually resolve itself as it's more about poor planning than an actual shortage.

Key takeaways:

  • There is a high demand for Nvidia’s H100 GPU for large language model (LLM) training, with companies such as OpenAI, Inflection, Meta, and others speculated to want thousands of these GPUs.
  • Despite the high demand, Nvidia’s Charlie Boyle, VP and GM of Nvidia’s DGX Systems, insists that there is no GPU shortage, but rather a supply chain issue affecting the delivery of these GPUs to the market.
  • Startups like CoreWeave, which provide GPU cloud services, are benefiting from the high demand for GPUs. CoreWeave is expected to make billions from their GPU cloud and has a massive backlog of client demand.
  • While there are efforts to optimize machine-learning models to work faster and lower compute costs, such as CentML’s offering, these are more effective for AI inference rather than training large language models from scratch.
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