Can the Apple M4 Pro (48GB) run Gemma 2 9B?

Apple M4 Pro (48GB) × Gemma 2 9B8K context
YesRuns fully on the GPU
Memory at FP1621.9 GB of 36 GB
Weights 18.5 GBKV cache 2.8 GBRuntime 0.6 GB
QuantFP16Full quality
Memory21.9 GBof 36 GB usable
Speed~9tokens 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 M4 Pro (48GB) can run Gemma 2 9B fully in unified memory at FP16 (full quality), using about 21.9 GB of the 36 GB available, at roughly 9 tokens/second.

Run it with Ollama

With Ollama installed, one command downloads and starts Gemma 2 9B:

ollama run gemma2:9b

Ollama's default download is Q4_K_M (about 9 GB here). You have room for FP16, which is full quality: pick that GGUF in LM Studio or from Hugging Face.

Run it in the cloud

No Apple M4 Pro (48GB)? Run Gemma 2 9B in the cloud.

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

Memory needed by quantization

At 8,192 tokens of context. The black line marks the 36 GB the Apple M4 Pro (48GB) can use. macOS lets the GPU use about 36 GB of the 48 GB unified memory by default.

QuantQualityMemoryFits?Speed
FP16Full quality21.9 GBFits~9 tok/s
Q8_0Near-lossless13.2 GBFits~17 tok/s
Q6_KExcellent11 GBFits~22 tok/s
Q5_K_MVery good10 GBFits~25 tok/s
Q4_K_MGood, most popular9 GBFits~29 tok/s
Q3_K_MNoticeably degraded7.9 GBFits~36 tok/s
Q2_KHeavily degraded6.9 GBFits~47 tok/s

Frequently asked questions

Can Apple M4 Pro (48GB) run Gemma 2 9B?

Yes. The Apple M4 Pro (48GB) can run Gemma 2 9B fully in unified memory at FP16 (full quality), using about 21.9 GB of the 36 GB available, at roughly 9 tokens/second.

How much VRAM does Gemma 2 9B need?

About 9 GB at Q4_K_M with 8,192 tokens of context, and about 21.9 GB at full FP16 precision.

How fast is Gemma 2 9B on the Apple M4 Pro (48GB)?

Roughly 9 tokens per second at FP16, estimated from the Apple M4 Pro (48GB)'s 273 GB/s memory bandwidth.