Can the Apple M4 Pro (48GB) run Gemma 2 27B?

Apple M4 Pro (48GB) × Gemma 2 27B8K context
YesRuns fully on the GPU
Memory at Q8_032.6 GB of 36 GB
Weights 28.9 GBKV cache 3.1 GBRuntime 0.6 GB
QuantQ8_0Near-lossless
Memory32.6 GBof 36 GB usable
Speed~6tokens 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 27B fully in unified memory at Q8_0 (near-lossless), using about 32.6 GB of the 36 GB available, at roughly 6 tokens/second.

Run it with Ollama

With Ollama installed, one command downloads and starts Gemma 2 27B:

ollama run gemma2:27b

Ollama's default download is Q4_K_M (about 20.2 GB here). You have room for Q8_0, which is near-lossless: pick that GGUF in LM Studio or from Hugging Face.

New to this? Step-by-step setup for the Apple M4 Pro (48GB)

Run it in the cloud

No Apple M4 Pro (48GB)? Run Gemma 2 27B 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 quality58.1 GBToo big—
Q8_0Near-lossless32.6 GBFits~6 tok/s
Q6_KExcellent26 GBFits~7 tok/s
Q5_K_MVery good23 GBFits~8 tok/s
Q4_K_MGood, most popular20.2 GBFits~10 tok/s
Q3_K_MNoticeably degraded17 GBFits~12 tok/s
Q2_KHeavily degraded13.9 GBFits~16 tok/s

Frequently asked questions

Can Apple M4 Pro (48GB) run Gemma 2 27B?

Yes. The Apple M4 Pro (48GB) can run Gemma 2 27B fully in unified memory at Q8_0 (near-lossless), using about 32.6 GB of the 36 GB available, at roughly 6 tokens/second.

How much VRAM does Gemma 2 27B need?

About 20.2 GB at Q4_K_M with 8,192 tokens of context, and about 58.1 GB at full FP16 precision.

How fast is Gemma 2 27B on the Apple M4 Pro (48GB)?

Roughly 6 tokens per second at Q8_0, estimated from the Apple M4 Pro (48GB)'s 273 GB/s memory bandwidth.