K2-Horizon-MoVA-36B-A4B: hardware requirements

K2-Horizon-MoVA-36B-A4B needs about 25 GB of memory at Q4 quantization — a 22 GB download plus room for context and overhead. That fits a machine with 32GB RAM.

Parameters
37B
Tier
Needs a good desktop
Licence
See model card
Released
2026-09-01

This is a mixture-of-experts model. Only a fraction of its 37B parameters are used for each token, so it runs faster than its size suggests — but all of it still has to fit in memory. The speed is that of a small model; the memory requirement is that of a large one. More on this →

Will it run on your machine?

Download sizes by quantization

Lower quantization means a smaller file and less memory, at some cost to quality. Q4_K_M is the usual starting point. What is this?

QuantDownloadRAM @ 4KRAM @ 32KSource
Q4_K_Mrecommended22 GB25 GB31 GBmeasured
Q5_K_M26 GB30 GB36 GBmeasured
Q6_K31 GB35 GB40 GBmeasured
Q8_040 GB44 GB49 GBmeasured
BF1675 GB79 GB85 GBmeasured

“Measured” sizes are read from published GGUF files (NANI-Nithin/K2-Horizon-MoVA-36B-A4B-GGUF). “Estimated” sizes are derived from the parameter count and are typically within a few percent. The RAM columns add the context cache and runtime overhead to the download size.

Other sizes of K2-Horizon

Model card on HuggingFace →API specs & pricing →Verified 2026-09-26Listed for 120 days after release