Mac Studio M3 Ultra 256GBBudget pick
C556.9 tok/s decode
Can it run?
Runs well
Using Q4_K_M in Ollama
Fit status
Runs well
Decode
5760.0 tok/s
TTFT
350 ms
Safe context
139K
Memory
20.7 GB / 180.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Runs well | 6720.0 tok/s | 350 ms | 279K |
| Chat | C | Runs well | 6720.0 tok/s | 350 ms | 70K |
| Coding | C | Runs well | 5760.0 tok/s | 350 ms | 139K |
| RAG | C | Runs well | 6720.0 tok/s | 350 ms | 279K |
| Reasoning | C | Runs well | 6720.0 tok/s | 350 ms | 139K |
How TinyLlama 1.1B Chat v1.0 (1.100000023841858B params) fits at each quantization level on NVIDIA B200 180GB (180.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 0.4 GB | Low | D29 |
Q3_K_S | 3 | 0.5 GB | Low | D29 |
NVFP4 | 4 |
Upgrade options
0.6 GB |
| Medium |
| D29 |
Q4_K_M | 4 | 0.7 GB | Medium | D30 |
Q5_K_M | 5 | 0.8 GB | High | D30 |
Q6_K | 6 | 0.9 GB | High | D30 |
Q8_0 | 8 | 1.2 GB | Very High | D30 |
F16Best for your GPU | 16 | 2.3 GB | Maximum | D30 |