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Can a RTX 4070 12GB run Mixtral 8x7B (MoE)?

No. Mixtral 8x7B (MoE) does not fit on RTX 4070 12GB: Q4_K_M needs 29.8 GB and 11.5 GB is usable.

Hardware: RTX 4070 12GB · Model: Mixtral 8x7B (MoE)

RTX 4070 12GB has 12 GB of VRAM and 504 GB/s of memory bandwidth. The checker holds back 0.5 GB of VRAM for the driver and assumes 16 GB of system RAM, so fast memory usable by Ollama is 11.5 GB. Partial offload may also use 60% of that system RAM. Mixtral 8x7B (MoE) (46.7B, 12.9B active, Mistral) at Q4_K_M is a 28 GB download and needs 29.8 GB with headroom for about 8k tokens.

Best quantQ4_K_M
Download size28 GB
Memory needed29.8 GB
Usable fast memory11.5 GB
Fitdoes not fit
Estimated speedno estimate, it does not fit
Commandollama run mixtral:8x7b-instruct-v0.1-q4_K_M

Smallest hardware that runs it: RTX 3090 24GB at Q4_K_M (partial offload (slower), 29.8 GB needed, 23.5 GB usable, about 10 tok/s (estimate)). Can a RTX 3090 24GB run Mixtral 8x7B (MoE)?

A smaller Mistral model that fits this hardware: Devstral Small 2 24B at Q4_K_M (partial offload (slower), 16.8 GB). Can a RTX 4070 12GB run Devstral Small 2 24B?

Open RTX 4070 12GB in the checker

Estimates, not benchmarks. Model sizes are ollama.com download sizes; memory needed adds headroom for ~8k tokens of context; speeds are rough figures from memory bandwidth. Data updated 2026-10-23.

A project by OnDevice Labs · llms.txt