Inference
VRAM bottleneck on consumer cards on M3 Max - Printable Version

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VRAM bottleneck on consumer cards on M3 Max - sparrowhall - 09-05-2026

Maybe I'm missing something obvious.

My current setup is PyTorch with Threadripper box, and I keep running into VRAM headroom.

Would appreciate practical advice rather than theory.


Re: VRAM bottleneck on consumer cards on M3 Max - thetarunner - 09-05-2026

I tested this tonight. I couldn't reproduce the slowdown until I pushed context much higher. The surprise was that memory pressure showed up before throughput collapsed.

There are a few different conversations hiding inside this thread, so being explicit about the goal helps.


Re: VRAM bottleneck on consumer cards on M3 Max - torchshed - 09-05-2026

Need a little more detail here. Is this local-only or are you routing anything externally?