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I'm unsure but we'll see for sure in a few months
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Nvidias chips are GPUs
nope, NVDA have been in the general-purpose custom-garbage space-heater business for a while now.
GPUs are for the hobbyist, TPUs[1] are for enterprise
according to that link, apparently TPUs are specifically Google bricks, while NVIDIA makes "Tensor Cores"; honestly, if it burns like a brick, and it cracks like a brick, is it not just a brick!? ↩
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Nvidia does not make TPUs. Nvidia makes GPUs. Nvidias architecture does have cuda cores but the general architecture isn't an ASIC architecture. You're simply misinformed.
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Do we know that or is it speculation? Nvidias chips are GPUs - they're made for graphics and just happened to be useful for AI due to their massively parallel design. These AI chips are ASICs, they're tailor made for AI training/inference. If OpenAI managed to make ASICs that perform worse than GPUs that would be spectacular.