Raises estimated decode speed by about 91%.
Adds memory headroom for longer context windows and future model growth.
~$899 MSRP
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VOOZH | about |
Qwen 2.5 Coder 7B needs ~7.6 GB VRAM. RX 9060 XT 16GB has 16.0 GB. With Q4_K_M quantization, expect ~47 tok/s.
Operating mode
Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.
Current mode
Balanced
Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.
Select quantization to explore
Fit status
Runs well
Decode
51.3 tok/s
TTFT
3777 ms
Safe context
131K
Memory
7.6 GB / 16.0 GB
This setup is broadly balanced for this model.
No major red flags
This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Chat | B | Runs well | 47.2 tok/s | 2237 ms | 131K |
| Coding | B | Runs well | 47.2 tok/s | 4101 ms | 131K |
| Agentic Coding | A | Runs well | 47.2 tok/s | 5964 ms | 131K |
| Reasoning | B | Runs well | 47.2 tok/s | 4846 ms | 131K |
| RAG | A | Runs well | 47.2 tok/s | 7456 ms | 131K |
How Qwen 2.5 Coder 7B (7B params) fits at each quantization level on RX 9060 XT 16GB (16.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 2.7 GB | Low | B67 |
Q3_K_S | 3 | 3.4 GB | Low | B67 |
NVFP4 | 4 |
Copy-paste commands to run Qwen 2.5 Coder 7B on your machine.
Run
ollama run qwen2.5-coder:7bUpgrade options
Raises estimated decode speed by about 91%.
Adds memory headroom for longer context windows and future model growth.
~$899 MSRP
~$1,999 MSRP
3.9 GB |
| Medium |
| B68 |
Q4_K_M | 4 | 4.3 GB | Medium | B68 |
Q5_K_M | 5 | 5.0 GB | High | B69 |
Q6_K | 6 | 5.7 GB | High | B69 |
Q8_0Best for your GPU | 8 | 7.5 GB | Very High | A71 |
F16 | 16 | 14.3 GB | Maximum | F0 |