Can it run?
Runs well
Using Q4_K_M in Ollama
Fit status
Runs well
Decode
132.2 tok/s
TTFT
1464 ms
Safe context
24K
Memory
5.2 GB / 8.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | B | Runs well | 132.2 tok/s | 2130 ms | 45K |
| Chat | B | Runs well | 132.2 tok/s | 799 ms | 12K |
| Coding | B | Runs well | 132.2 tok/s | 1464 ms | 24K |
| RAG | B | Runs well | 132.2 tok/s | 2663 ms | 45K |
| Reasoning | B | Runs well | 132.2 tok/s | 1731 ms | 24K |
How Qwen3.5 4B (4B params) fits at each quantization level on RTX 2070 8GB (8.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 1.6 GB | Low | D34 |
Q3_K_S | 3 | 2.0 GB | Low | D35 |
NVFP4 | 4 |
| Medium |
| D35 |
Q4_K_M | 4 | 2.4 GB | Medium | D36 |
Q5_K_M | 5 | 2.9 GB | High | D37 |
Q6_K | 6 | 3.3 GB | High | D38 |
Q8_0Best for your GPU | 8 | 4.3 GB | Very High | C41 |
F16 | 16 | 8.2 GB | Maximum | F0 |