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We have been building a progressively more powerful set of these super computing environments. I think we started working on it in 2019 and we deployed it at the end of that year. And so, you know, NVIDIA has been our compute and network partners since they bought Melanox for years now. Yeah, like we're, we're deploying Hopper now at scale with 8-bit floating point,. You know, arithmetic and a bunch of other things are something which we've been planning for for a while.
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