RX 7900 XTX 24GBBest value
C41.5 tok/s decode
~$999 MSRP
Can it run?
Very compromised
Using Q4_K_M in Ollama
Fit status
Very compromised
Decode
30.1 tok/s
TTFT
6425 ms
Safe context
13K
Memory
23.9 GB / 20.0 GB
Offload
20%
| Workload | Grade | Fit | Decode | TTFT | Context |
|---|---|---|---|---|---|
| Agentic Coding | F | Too heavy | 29.1 tok/s | 9662 ms | 23K |
| Chat | C | Very compromised (needs ~1.3 GB host RAM) | 27.1 tok/s | 3894 ms | 7K |
| Coding | D | Very compromised | 30.1 tok/s | 6425 ms | 13K |
| RAG | F | Too heavy | 29.1 tok/s | 12078 ms | 23K |
| Reasoning | D | Very compromised (needs ~2.7 GB host RAM) | 25.1 tok/s | 9111 ms |
How Qwen3.5 27B (27B params) fits at each quantization level on RX 7900 XT 20GB (20.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 10.5 GB | Low | C41 |
Q3_K_SBest for your GPU | 3 | 13.2 GB | Low | C44 |
huggingface-cli download hf-unsloth--qwen3-5-27b-ggufUpgrade options
~$999 MSRP
~$1,099 MSRP
| 13K |
| 4 |
15.1 GB |
| Medium |
| C45 |
Q4_K_M | 4 | 16.5 GB | Medium | C45 |
Q5_K_M | 5 | 19.4 GB | High | C45 |
Q6_K | 6 | 22.1 GB | High | F0 |
Q8_0 | 8 | 28.9 GB | Very High | F0 |
F16 | 16 | 55.4 GB | Maximum | F0 |
~$1,999 MSRP