RX 7600 XT 16GBBudget pick
C27.4 tok/s decode
~$329 MSRP
Can it run?
Tight fit
Using Q4_K_M in Ollama
Fit status
Tight fit
Decode
53.8 tok/s
TTFT
3597 ms
Safe context
19K
Memory
10.1 GB / 12.0 GB
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | C | Runs with offload | 35.9 tok/s | 7848 ms | 33K |
| Chat | C | Runs well | 53.8 tok/s | 1962 ms | 10K |
| Coding | C | Tight fit | 53.8 tok/s | 3597 ms | 19K |
| RAG | C | Runs with offload | 35.9 tok/s | 9810 ms | 33K |
| Reasoning | C | Tight fit | 35.9 tok/s | 6376 ms | 19K |
How HelpingAI2.5 10B i1 (10B params) fits at each quantization level on Intel Arc B580 12GB (12.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 3.9 GB | Low | D36 |
Q3_K_S | 3 | 4.9 GB | Low | D37 |
NVFP4 | 4 |
Upgrade options
~$329 MSRP
Intel Arc A770 16GBBest value~$349 MSRP
RTX 4080 Super 16GBBiggest leap~$999 MSRP
Intel Arc Pro B50 16GB5.6 GB |
| Medium |
| D39 |
Q4_K_M | 4 | 6.1 GB | Medium | D40 |
Q5_K_M | 5 | 7.2 GB | High | C42 |
Q6_KBest for your GPU | 6 | 8.2 GB | High | C43 |
Q8_0 | 8 | 10.7 GB | Very High | C44 |
F16 | 16 | 20.5 GB | Maximum | F0 |