Can it run?
Runs well
Using Q4_K_M in Ollama
Fit status
Runs well
Decode
51.3 tok/s
TTFT
3777 ms
Safe context
25K
Memory
7.8 GB / 12.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Runs well | 51.3 tok/s | 5494 ms | 43K |
| Chat | C | Runs well | 51.3 tok/s | 2060 ms | 13K |
| Coding | C | Runs well | 51.3 tok/s | 3777 ms | 25K |
| RAG | C | Runs well | 51.3 tok/s | 6867 ms | 43K |
| Reasoning | C | Runs well | 51.3 tok/s | 4464 ms | 25K |
How StarCoder2 7B (7B params) fits at each quantization level on Intel Arc B580 12GB (12.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 2.7 GB | Low | D34 |
Q3_K_S | 3 | 3.4 GB | Low | D35 |
NVFP4 | 4 | 3.9 GB | Medium | D36 |
Q4_K_M | 4 | 4.3 GB | Medium | D37 |
Q5_K_M | 5 | 5.0 GB | High | D38 |
Q6_K | 6 | 5.7 GB | High | D39 |
Q8_0Best for your GPU | 8 | 7.5 GB | Very High | C42 |
F16 | 16 | 14.3 GB | Maximum | F0 |
