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Yep, it's apples to oranges. But sometimes you want apples, and sometimes you want oranges, so it's all good! There's a wide spectrum of potential requirements between memory capacity, memory bandwidth, compute speed, compute complexity, and compute parallelism. In the past, a few GB was adequate for tasks that we assigned to the GPU, you had enough storage bandwidth to load the relevant scene into memory and generate framebuffers, but now we're running different workloads. Conversely, a big database server might want its entire contents to be resident in many sticks of ECC DIMMs for the CPU, but only needed a couple dozen x86-64 threads. And if your workload has many terabytes or petabytes of content to work with, there are network file systems with entirely different bandwidth targets for entire racks of individual machines to access that data at far slower rates. There's a lot of latency between the needs of programmers and the development and shipping of hardware to satisfy those needs, I'm just happy we have a new option on that spectrum somewhere in the middle of traditional CPUs and traditional GPUs. As you say, if Nvidia made a 512 GB card it would cost $150k, but this costs an order of magnitude less than that. Even high-end consumer cards like a 5090 have 16x less memory than this does (average enthusiasts on desktops have maybe 8 GB) and just over double the bandwidth (1.7 TB/s). Also, nit pick FTA: > Starting at 96GB, it can be configured up to 512GB, or over half a terabyte. 512 GB is exactly half of a terabyte, which is 1024 GB. It's too late for hard drives - the marketing departments have redefined storage to use multipliers of 1000 and invented "tebibytes" - but in memory we still work with powers of two. Please. |
For inference setups, my point is that instead of paying $10000-$15000 for this Mac you could build an x86 system for <$5K (Epyc processor, 512GB-768GB RAM in 8-12 channels, server mobo) that does the same thing.
The "+$4000" for 512GB on the Apple configurator would be "+$1000" outside the Apple world.