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

K2-Horizon-MoVA-36B-A4B needs about 25 GB of memory at Q4_K_M quantization: a 22 GB download plus room for context and a runtime allowance. 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 GBIFM/K2-Horizon-MoVA-36B-A4B-GGUF
Q5_K_M26 GB30 GB36 GBIFM/K2-Horizon-MoVA-36B-A4B-GGUF
Q6_K31 GB35 GB40 GBIFM/K2-Horizon-MoVA-36B-A4B-GGUF
Q8_040 GB44 GB49 GBIFM/K2-Horizon-MoVA-36B-A4B-GGUF
BF1675 GB79 GB85 GBIFM/K2-Horizon-MoVA-36B-A4B-GGUF

Download sizes are measured from the published files named in the Source column. The RAM columns add the context cache, calculated from the model's configuration, and a runtime allowance of 10% of the download (at least 0.5GB, at most 3GB).

Model card on HuggingFace →API specs & pricing →Verified 2026-11-10Listed for 120 days after release