Qwen3 8B DeepSeek v3.2 Speciale Distill needs ~8.3 GB VRAM. RX 9070 XT 16GB has 16.0 GB. With Q4_K_M quantization, expect ~84 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
83.9 tok/s
TTFT
2307 ms
Safe context
147K
Memory
8.3 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 | C | Runs well | 83.9 tok/s | 1258 ms | 147K |
| Coding | C | Runs well | 83.9 tok/s | 2307 ms | 147K |
| Agentic Coding | C | Runs well | 83.9 tok/s | 3355 ms | 147K |
| Reasoning | C | Runs well | 83.9 tok/s | 2726 ms | 147K |
| RAG | C | Runs well | 83.9 tok/s | 4194 ms | 147K |
How Qwen3 8B DeepSeek v3.2 Speciale Distill (8B params) fits at each quantization level on RX 9070 XT 16GB (16.0 GB usable).
| Quant | Bits | VRAM | Quality | Fit |
|---|---|---|---|---|
Q2_K | 2 | 3.1 GB | Low | C47 |
Q3_K_S | 3 | 3.9 GB | Low | C48 |
NVFP4 | 4 |
Copy-paste commands to run Qwen3 8B DeepSeek v3.2 Speciale Distill on your machine.
Run
lms load hf-teichai--qwen3-8b-deepseek-v3-2-speciale-distill-gguf && lms server startYes, RX 9070 XT 16GB can run Qwen3 8B DeepSeek v3.2 Speciale Distill with a C grade (Runs well). Expected decode speed: 83.9 tok/s.
Qwen3 8B DeepSeek v3.2 Speciale Distill (8B parameters) requires approximately 8.3 GB of memory with Q4_K_M quantization.
The recommended quantization for Qwen3 8B DeepSeek v3.2 Speciale Distill is Q4_K_M, which balances quality and memory efficiency.
On RX 9070 XT 16GB, Qwen3 8B DeepSeek v3.2 Speciale Distill achieves approximately 83.9 tokens per second decode speed with a time-to-first-token of 2307ms using Q4_K_M quantization.
For coding workloads, Qwen3 8B DeepSeek v3.2 Speciale Distill on RX 9070 XT 16GB receives a C grade with 83.9 tok/s and 147K context.
On RX 9070 XT 16GB, Qwen3 8B DeepSeek v3.2 Speciale Distill can safely use up to 147K tokens of context. The model's official context limit is —, 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/hf-teichai--qwen3-8b-deepseek-v3-2-speciale-distill-gguf-on-rx-9070-xt-16gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>
Preview:
4.5 GB |
| Medium |
| C48 |
Q4_K_M | 4 | 4.9 GB | Medium | C49 |
Q5_K_M | 5 | 5.8 GB | High | C50 |
Q6_K | 6 | 6.6 GB | High | C50 |
Q8_0Best for your GPU | 8 | 8.6 GB | Very High | C51 |
F16 | 16 | 16.4 GB | Maximum | F0 |