Can Qwen 3.5 27B run on Mac mini M4 64GB?
YES — Runs Great
Qwen 3.5 27B needs ~27.5 GB VRAM. Mac mini M4 64GB has 46.1 GB. With Q4_K_M quantization, expect ~5 tok/s.
Operating mode
Choose the run profile you care about
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
9.3 tok/s
TTFT
20710 ms
Safe context
110K
Memory
27.5 GB / 46.1 GB
Memory breakdown
See how fast it feels
What limits this setup
The model fits in shared memory, but shared-memory bandwidth is now the real limiter.
Fit does not mean dedicated-VRAM speed
Unified or shared memory can make a model technically fit, but sustained tokens per second may still trail a discrete high-bandwidth GPU with less total memory.
Shared-memory contention still exists
The OS, browser, and inference runtime all compete for the same physical memory pool, so real-world headroom is less forgiving than raw capacity suggests.
Best improvement path
Prioritize bandwidth, not only capacity
If this workload feels slow, the next useful step is often a GPU tier with materially faster memory bandwidth rather than only a small bump in capacity.
Performance by workload
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | S | Runs well | 9.3 tok/s | 11296 ms | 110K |
| Coding | S | Runs well | 5.2 tok/s | 36905 ms | 110K |
| Agentic Coding | S | Runs well | 9.3 tok/s | 30123 ms | 110K |
| Reasoning | S | Runs well | 9.3 tok/s | 24475 ms | 110K |
| RAG | S | Runs well | 9.3 tok/s | 37654 ms | 110K |
Quantization options
How Qwen 3.5 27B (27B params) fits at each quantization level on Mac mini M4 64GB (46.1 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 10.5 GB | Low | S86 |
Q3_K_S | 3 | 13.2 GB | Low | S87 |
NVFP4 | 4 |
Get started
Copy-paste commands to run Qwen 3.5 27B on your machine.
Run
ollama run qwen3.5:27bYour hardware
More models your Mac mini M4 64GB can run
| Model | Params | Grade | Decode | Capabilities |
|---|---|---|---|---|
| 👁 Alibaba Qwen3-Coder 30B A3B Instruct | 30.5B | S | 13.1 tok/s |
