Can the Apple M2 Pro (32GB) run Gemma 3 27B?

Apple M2 Pro (32GB) × Gemma 3 27B8K context
YesRuns fully on the GPU
Memory at Q4_K_M21.4 GB of 21.4 GB
Weights 16.6 GBKV cache 4.2 GBRuntime 0.6 GB
QuantQ4_K_MGood, most popular
Memory21.4 GBof 21.4 GB usable
Speed~7tokens 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 Pro (32GB) can run Gemma 3 27B fully in unified memory at Q4_K_M (good, most popular), using about 21.4 GB of the 21.4 GB available, at roughly 7 tokens/second.

Run it with Ollama

With Ollama installed, one command downloads and starts Gemma 3 27B:

ollama run gemma3:27b

Ollama's default download is Q4_K_M (about 21.4 GB here). That is also the best quant that fits.

New to this? Step-by-step setup for the Apple M2 Pro (32GB)

Run it in the cloud

No Apple M2 Pro (32GB)? Run Gemma 3 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 21.4 GB the Apple M2 Pro (32GB) can use. macOS lets the GPU use about 21.4 GB of the 32 GB unified memory by default.

QuantQualityMemoryFits?Speed
FP16Full quality59.6 GBToo big—
Q8_0Near-lossless33.9 GBToo big—
Q6_KExcellent27.2 GBToo big—
Q5_K_MVery good24.2 GBToo big—
Q4_K_MGood, most popular21.4 GBFits~7 tok/s
Q3_K_MNoticeably degraded18.2 GBFits~9 tok/s
Q2_KHeavily degraded15 GBFits~12 tok/s

Frequently asked questions

Can Apple M2 Pro (32GB) run Gemma 3 27B?

Yes. The Apple M2 Pro (32GB) can run Gemma 3 27B fully in unified memory at Q4_K_M (good, most popular), using about 21.4 GB of the 21.4 GB available, at roughly 7 tokens/second.

How much VRAM does Gemma 3 27B need?

About 21.4 GB at Q4_K_M with 8,192 tokens of context, and about 59.6 GB at full FP16 precision.

How fast is Gemma 3 27B on the Apple M2 Pro (32GB)?

Roughly 7 tokens per second at Q4_K_M, estimated from the Apple M2 Pro (32GB)'s 200 GB/s memory bandwidth.