Makes the model fit on the accelerator instead of staying completely out of reach.
Raises estimated decode speed by about 1312%.
~$8,000 MSRP
![]() |
VOOZH | about |
Qwen3-Coder 480B A35B Instruct needs ~306.9 GB but MacBook Pro M4 Max 96GB only has 69.1 GB. Try a smaller quantization or lighter model.
Operating mode
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
237.8 GB over capacity — needs offload or smaller quantization
Fit status
Too heavy
Decode
2.5 tok/s
TTFT
77405 ms
Safe context
4K
Memory
306.9 GB / 69.1 GB
Offload
80%
Usable shared or unified memory is the main blocker for this model.
Not enough usable memory
The model needs 306.9 GB, but this setup only exposes 69.1 GB of usable shared or unified memory.
Move to a larger memory pool
A larger unified-memory SKU or a discrete high-bandwidth GPU is the cleanest way to make this model practical.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | F | Too heavy | 2.5 tok/s | 42221 ms | 4K |
| Coding | F | Too heavy | 2.3 tok/s | 84662 ms | 4K |
| Agentic Coding | F | Too heavy | 2.3 tok/s | 123144 ms | 4K |
| Reasoning | F | Too heavy | 2.3 tok/s | 100055 ms | 4K |
| RAG | F | Too heavy | 2.3 tok/s | 153930 ms | 4K |
How Qwen3-Coder 480B A35B Instruct (480B params) fits at each quantization level on MacBook Pro M4 Max 96GB (69.1 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 187.2 GB | Low | F0 |
Q3_K_S | 3 | 235.2 GB | Low | F0 |
NVFP4 | 4 |
Upgrade options
268.8 GB |
| Medium |
| F0 |
Q4_K_M | 4 | 292.8 GB | Medium | F0 |
Q5_K_M | 5 | 345.6 GB | High | F0 |
Q6_K | 6 | 393.6 GB | High | F0 |
Q8_0 | 8 | 513.6 GB | Very High | F0 |
F16 | 16 | 984.0 GB | Maximum | F0 |