Rent a GPU

Can the Apple M2 Ultra (192GB) run Mixtral 8x7B?

Apple M2 Ultra (192GB) × Mixtral 8x7B8K context
YesRuns fully on the GPU
Memory at FP1695.1 GB of 144 GB
Weights 93.4 GBKV cache 1.1 GBRuntime 0.6 GB
QuantFP16Full quality
Memory95.1 GBof 144 GB usable
Speed~19tokens per second
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

Yes. The Apple M2 Ultra (192GB) can run Mixtral 8x7B fully in unified memory at FP16 (full quality), using about 95.1 GB of the 144 GB available, at roughly 19 tokens/second.

Try other context lengths

Run it with Ollama

With Ollama installed, one command downloads and starts Mixtral 8x7B:

ollama run mixtral:8x7b

Ollama's default download is Q4_K_M (about 30 GB here). You have room for FP16, which is full quality: pick that GGUF in LM Studio or from Hugging Face.

New to this? Step-by-step setup for the Apple M2 Ultra (192GB)

Run it in the cloud

No Apple M2 Ultra (192GB)? Run Mixtral 8x7B in the cloud.

Rent a cloud GPU by the hour. No upfront cost, stop any time.

Rent a GPU on RunPodRent a GPU on Vast.ai

Memory needed by quantization

At 8,192 tokens of context. The black line marks the 144 GB the Apple M2 Ultra (192GB) can use. macOS lets the GPU use about 144 GB of the 192 GB unified memory by default.

QuantQualityMemoryFits?Speed
FP16Full quality95.1 GBFits~19 tok/s
Q8_0Near-lossless51.3 GBFits~35 tok/s
Q6_KExcellent40 GBFits~45 tok/s
Q5_K_MVery good34.9 GBFits~52 tok/s
Q4_K_MGood, most popular30 GBFits~61 tok/s
Q3_K_MNoticeably degraded24.5 GBFits~76 tok/s
Q2_KHeavily degraded19.2 GBFits~99 tok/s

GPUs that run Mixtral 8x7B comfortably

Models that run well on the Apple M2 Ultra (192GB)

Frequently asked questions

Can Apple M2 Ultra (192GB) run Mixtral 8x7B?

Yes. The Apple M2 Ultra (192GB) can run Mixtral 8x7B fully in unified memory at FP16 (full quality), using about 95.1 GB of the 144 GB available, at roughly 19 tokens/second.

How much VRAM does Mixtral 8x7B need?

About 30 GB at Q4_K_M with 8,192 tokens of context, and about 95.1 GB at full FP16 precision.

How fast is Mixtral 8x7B on the Apple M2 Ultra (192GB)?

Roughly 19 tokens per second at FP16, estimated from the Apple M2 Ultra (192GB)'s 800 GB/s memory bandwidth.