Makes the model fit on the accelerator instead of staying completely out of reach.
Raises estimated decode speed by about 938%.
~$8,000 MSRP
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VOOZH | about |
Qwen3-Coder 480B A35B Instruct needs ~303.5 GB but Mac Studio M2 Ultra 64GB only has 46.1 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
257.4 GB over capacity — needs offload or smaller quantization
Fit status
Too heavy
Decode
3.4 tok/s
TTFT
57383 ms
Safe context
4K
Memory
303.5 GB / 46.1 GB
Offload
80%
Usable shared or unified memory is the main blocker for this model.
Not enough usable memory
The model needs 303.5 GB, but this setup only exposes 46.1 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 | 3.1 tok/s | 34234 ms | 4K |
| Coding | F | Too heavy | 3.1 tok/s | 62763 ms | 4K |
| Agentic Coding | F | Too heavy | 3.1 tok/s | 91291 ms | 4K |
| Reasoning | F | Too heavy | 3.1 tok/s | 74174 ms | 4K |
| RAG | F | Too heavy | 3.1 tok/s | 114114 ms | 4K |
How Qwen3-Coder 480B A35B Instruct (480B params) fits at each quantization level on Mac Studio M2 Ultra 64GB (46.1 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 |