llamaperf

VRAM Calculator

Pick your GPU or Mac and what you use models for. Every open-weight model the site knows is sized for your hardware, graded on fit, given a speed estimate from its memory bandwidth, and ranked by how well it matches the job. A Mac is graded against the memory macOS lets its GPU use, not all of it. Where community benchmarks exist on the same card, the measured number replaces the estimate.

Hardware

M6·32 GB unified memory·171 GB/s

Balanced: quality first, then speed.

macOS lets the GPU use 21.3 of the 32 GB until you raise it.

Get a weekly email of new M6 32GB reports and newly released models that fit it.

Email me new reports
23 perfect·34 good·3 marginal·32 too tight
Sort

Memory assumes an F16 KV cache at 32k context; Perfect is under 60% of the pool, Good under 85%, Marginal under 98%. Offload paths cap at Good. Speed is the memory bandwidth divided by the bytes read per token, at 83% efficiency (measured on this chip); a community median at the same quant replaces it. Click a row for the breakdown.

Did this help you choose a setup?

Optional feedback. No account needed.