Qwen 2.5 Coder 7B needs ~6.8 GB VRAM. Radeon RX 7600M 8GB has 8.0 GB. With Q4_K_M quantization, expect ~43 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
Tight fit
Decode
43.2 tok/s
TTFT
4481 ms
Safe context
38K
Memory
6.8 GB / 8.0 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 | A | Runs well | 43.2 tok/s | 2444 ms | 38K |
| Coding | A | Tight fit | 43.2 tok/s | 4481 ms | 38K |
| Agentic Coding | A | Runs with offload | 43.2 tok/s | 6518 ms | 38K |
| Reasoning | A | Tight fit | 43.2 tok/s | 5296 ms | 38K |
| RAG | A | Runs with offload | 43.2 tok/s | 8147 ms | 38K |
How Qwen 2.5 Coder 7B (7B params) fits at each quantization level on Radeon RX 7600M 8GB (8.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 2.7 GB | Low | A73 |
Q3_K_S | 3 | 3.4 GB | Low | A74 |
NVFP4 | 4 |
Copy-paste commands to run Qwen 2.5 Coder 7B on your machine.
Run
ollama run qwen2.5-coder:7bYour hardware
| Model | Params | Grade | Decode | Capabilities |
|---|---|---|---|---|
| 9B | A | 17.8 tok/s | ||
| 8B | A | 23.1 tok/s |
Yes, Radeon RX 7600M 8GB can run Qwen 2.5 Coder 7B with a A grade (Tight fit). Expected decode speed: 43.2 tok/s.
Qwen 2.5 Coder 7B (7B parameters) requires approximately 6.8 GB of memory with Q4_K_M quantization.
The recommended quantization for Qwen 2.5 Coder 7B is Q4_K_M, which balances quality and memory efficiency.
On Radeon RX 7600M 8GB, Qwen 2.5 Coder 7B achieves approximately 43.2 tokens per second decode speed with a time-to-first-token of 4481ms using Q4_K_M quantization.
For coding workloads, Qwen 2.5 Coder 7B on Radeon RX 7600M 8GB receives a A grade with 43.2 tok/s and 38K context.
On Radeon RX 7600M 8GB, Qwen 2.5 Coder 7B can safely use up to 38K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.
Paste this snippet into any page to show a live fit card.
<iframe src="https://willitrunai.com/embed/qwen-2.5-coder-7b-on-rx-7600m-8gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview:
| Medium |
| A73 |
Q4_K_M | 4 | 4.3 GB | Medium | A73 |
Q5_K_MBest for your GPU | 5 | 5.0 GB | High | A73 |
Q6_K | 6 | 5.7 GB | High | F0 |
Q8_0 | 8 | 7.5 GB | Very High | F0 |
F16 | 16 | 14.3 GB | Maximum | F0 |
| 8B | A | 24.5 tok/s |
| 8B | A | 24.5 tok/s |
| 8B | B | 23.1 tok/s |