Mac Studio M2 Ultra 128GBBudget pick
C28.8 tok/s decode
~$3,999 MSRP
Can it run?
Tight fit
Using Q4_K_M in Ollama
Fit status
Tight fit
Decode
73.2 tok/s
TTFT
2644 ms
Safe context
18K
Memory
57.2 GB / 64.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Tight fit | 69.2 tok/s | 4071 ms | 36K |
| Chat | C | Tight fit | 69.2 tok/s | 1527 ms | 9K |
| Coding | C | Tight fit | 73.2 tok/s | 2644 ms | 18K |
| RAG | C | Tight fit | 69.2 tok/s | 5089 ms | 36K |
| Reasoning | C | Tight fit | 69.2 tok/s | 3308 ms | 18K |
How Qwen3-Coder-Next (80B params) fits at each quantization level on AMD Instinct MI210 64GB (64.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 31.2 GB | Low | D40 |
Q3_K_S | 3 | 39.2 GB | Low | C43 |
NVFP4 | 4 |
ollama run qwen-3-coder-nexthuggingface-cli download qwen-3-coder-nextUpgrade options
~$3,999 MSRP
~$15,000 MSRP
44.8 GB |
| Medium |
| C45 |
Q4_K_MBest for your GPU | 4 | 48.8 GB | Medium | C45 |
Q5_K_M | 5 | 57.6 GB | High | C45 |
Q6_K | 6 | 65.6 GB | High | F0 |
Q8_0 | 8 | 85.6 GB | Very High | F0 |
F16 | 16 | 164.0 GB | Maximum | F0 |