Can the Apple M4 Pro (48GB) run Qwen2.5 7B?

Apple M4 Pro (48GB) × Qwen2.5 7B8K context
YesRuns fully on the GPU
Memory at FP1616.3 GB of 36 GB
Weights 15.2 GBKV cache 0.5 GBRuntime 0.6 GB
QuantFP16Full quality
Memory16.3 GBof 36 GB usable
Speed~11tokens 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 Qwen2.5 7B fully in unified memory at FP16 (full quality), using about 16.3 GB of the 36 GB available, at roughly 11 tokens/second.

Run it with Ollama

With Ollama installed, one command downloads and starts Qwen2.5 7B:

ollama run qwen2.5:7b

Ollama's default download is Q4_K_M (about 5.7 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 M4 Pro (48GB)

Run it in the cloud

No Apple M4 Pro (48GB)? Run Qwen2.5 7B 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 quality16.3 GBFits~11 tok/s
Q8_0Near-lossless9.2 GBFits~20 tok/s
Q6_KExcellent7.3 GBFits~26 tok/s
Q5_K_MVery good6.5 GBFits~30 tok/s
Q4_K_MGood, most popular5.7 GBFits~35 tok/s
Q3_K_MNoticeably degraded4.8 GBFits~44 tok/s
Q2_KHeavily degraded3.9 GBFits~57 tok/s

Frequently asked questions

Can Apple M4 Pro (48GB) run Qwen2.5 7B?

Yes. The Apple M4 Pro (48GB) can run Qwen2.5 7B fully in unified memory at FP16 (full quality), using about 16.3 GB of the 36 GB available, at roughly 11 tokens/second.

How much VRAM does Qwen2.5 7B need?

About 5.7 GB at Q4_K_M with 8,192 tokens of context, and about 16.3 GB at full FP16 precision.

How fast is Qwen2.5 7B on the Apple M4 Pro (48GB)?

Roughly 11 tokens per second at FP16, estimated from the Apple M4 Pro (48GB)'s 273 GB/s memory bandwidth.