Apple's biggest bottleneck for real-world inference is prefill processing. They need a better GPGPU architecture, which is what I'm expecting M7 to reveal.
Apple's biggest bottleneck for real-world inference is prefill processing.
Much less true since the M5 generation. Prefill, aka prompt processing, got a 4x increase.
Agreed, seems like the M5 has already made steps in that direction, with 4x prompt processing / prefill performance vs. M4. [1] And token generation also got a 10% boost. The data below is only for Pro & Max but I think the base M5 got the same relative boosts vs. M4 base.
[1] https://www.hardware-corner.net/m5-pro-m5-max-local-llm-4x-f...