Can it run?
Runs well
Using F16 in Ollama
Fit status
Runs well
Decode
138.2 tok/s
TTFT
1400 ms
Safe context
512
Memory
2.8 GB / 6.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Runs well | 94.1 tok/s | 2993 ms | 512 |
| Chat | C | Runs well | 94.1 tok/s | 1122 ms | 512 |
| Coding | C | Runs well | 138.2 tok/s | 1400 ms | 512 |
| RAG | C | Runs well | 94.1 tok/s | 3741 ms | 512 |
| Reasoning | C | Runs well | 94.1 tok/s | 2432 ms | 512 |
How mxbai Embed Large (0.33500000834465027B params) fits at each quantization level on Intel Arc Pro A40 6GB (6.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 0.1 GB | Low | D29 |
Q3_K_S | 3 | 0.2 GB | Low | D30 |
NVFP4 | 4 |
ollama run mxbai-embed-largehuggingface-cli download mxbai-embed-large0.2 GB |
| Medium |
| D30 |
Q4_K_M | 4 | 0.2 GB | Medium | D30 |
Q5_K_M | 5 | 0.2 GB | High | D30 |
Q6_K | 6 | 0.3 GB | High | D30 |
Q8_0 | 8 | 0.4 GB | Very High | D31 |
F16Best for your GPU | 16 | 0.7 GB | Maximum | D32 |