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Trillion Parameter Models Demand Massive GPU Infrastructure Investment

Trillion parameter models require terabytes of memory. Thousands of GPUs must be procured and connected just to store the model weights. It takes months to bring up a working cluster of this scale. Nvidia's own chart below:

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