RX 7600 XT 16GBBudget pick
C24.9 tok/s decode
~$329 MSRP
Can it run?
Tight fit
Using Q4_K_M in Ollama
Fit status
Tight fit
Decode
32.6 tok/s
TTFT
5935 ms
Safe context
16K
Memory
10.8 GB / 12.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Runs with offload (needs ~0.3 GB host RAM) | 31.5 tok/s | 8945 ms | 16K |
| Chat | C | Tight fit | 32.6 tok/s | 3237 ms | 10K |
| Coding | C | Tight fit | 32.6 tok/s | 5935 ms | 16K |
| RAG | C | Runs with offload (needs ~0.3 GB host RAM) | 31.5 tok/s | 11181 ms | 16K |
| Reasoning | C | Tight fit | 32.6 tok/s | 7014 ms | 16K |
How Llama 3.2 11B Vision (11B params) fits at each quantization level on Intel Arc B580 12GB (12.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 4.3 GB | Low | D37 |
Q3_K_S | 3 | 5.4 GB | Low | D39 |
NVFP4 | 4 | 6.2 GB | Medium | C40 |
Q4_K_M | 4 | 6.7 GB | Medium | C41 |
Q5_K_MBest for your GPU | 5 | 7.9 GB | High | C43 |
Q6_K | 6 | 9.0 GB | High | C44 |
Q8_0 | 8 | 11.8 GB | Very High | C44 |
F16 | 16 | 22.5 GB | Maximum | F0 |
ollama run llama-3.2-11b-visionhuggingface-cli download llama-3.2-11b-visionUpgrade options
~$329 MSRP
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