[xyzzy123]

Or like a m4 max? This thing has <300GB/s vs the max with 550GB/s

All those CUDA cores in the sparks but they're starved for memory bandwidth.

I am still waiting for NVidia to release a system that legit beats 3090 maxxing for the home gamer...

[moondev]

  Spark:
  OS: Windows/Ubuntu
  Mbw: 300GB/s
  Cuda cores: 6000
  GPU accelerated containers: yes


  M5 max:
  OS: macOS
  Mbw: 600GB/s
  Cuda cores: 0
  GPU accelerated containers: no

[xyzzy123]

I feel like the shape of the market right now for "home lab" inference is:

The sparks are good if your ultimate plan is to spend even more on NVidia hardware in future to run your dev setups at usable speeds. Or, you're developing for a work cluster.

If you mainly want to run local models at acceptable speeds portably, buy a mac with lots of RAM. If you’re happy with non-portable / racked, buy 3090s (dense) or mac studios (MoEs). Buy newer cards if you are restricted on power or slots. If you are rich, buy a6000 blackwells.