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SOTA models are reportedly MoE, not dense.


A 5T MoE model is still bottlenecked by streaming weights from SSD, in addition to compute bottlenecks during prefill and decode.


True but a cluster built on pipeline parallelism can naturally stream from multiple SSD's in parallel. That probably makes offload somewhat more effective. And you also have RAM caching available as a natural possibility.


You won't be RAM caching much of anything with experts that are 220b parameters worth of layers.




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