Muse-Spark-Open-816B-A42B: hardware requirements

Muse-Spark-Open-816B-A42B needs about 559 GB of memory at Q4 quantization — a 496 GB download plus room for context and overhead. That is beyond consumer hardware; use it through an API instead.

Parameters
822B
Tier
Server only
Licence
See model card
Released
2026-04-01

This is a mixture-of-experts model. Only a fraction of its 822B 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_Mrecommended496 GB559 GB559 GBestimated
Q5_K_M583 GB656 GB656 GBestimated
Q6_K674 GB758 GB758 GBestimated
Q8_0873 GB981 GB981 GBestimated
BF161644 GB1845 GB1845 GBestimated

“Measured” sizes are read from published GGUF files. “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.

Model card on HuggingFace →API specs & pricing →Verified 2026-10-16Listed for 120 days after release