Images models that run on 256 GB

120 models with published weights that fit in 256 GB — a Mac Studio with 256. Counted at four-bit quantisation, weights only, leaving the machine about a third of its memory and a gigabyte for context: room for roughly 274 billion parameters. A mixture of experts is counted in full, because it is held in full even though only a few experts compute. 120 in all, a hundred to a page; this is page 1 of 2.

A Mac Studio at the top of its configuration, or a serious machine. Almost everything openly published fits, including the large mixtures of experts. At this point the constraint is no longer whether the model loads but whether it generates fast enough to be worth waiting for.

Models that make pictures from a description, and increasingly edit the ones you give them. Priced per image, sometimes by resolution, so the rate card reads nothing like a language model's. Beyond the look of the output, the practical differences are whether it can render legible text, whether it will edit rather than regenerate, and what the licence says about selling what comes out.

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Images models Models that run on 256 GB