Can I run this LLM?
Can a NVIDIA RTX Pro 6000 Blackwell (96GB) run GPT-OSS 120B (MoE)?
GPT-OSS · Apache 2.0 · estimated for a 96.0 GB machine at 4K context.
Yes — it runs great.
Runs greatBest fit: GPT-OSS 120B (MoE) at FP16 · 65.4 GB weights · 200–300 tok/s on a NVIDIA RTX Pro 6000 Blackwell (96GB).
Arena Text Overall · style-controlled
1,352FP16 untestedgpt-oss-120b · published configuration reference · FP16 not tested
Arena Text Overall (style-controlled), exact published entry gpt-oss-120b, 2026-10-08: reference rating 1,351.8. Published confidence bounds 1,347.5–1,356.2. 30,218 votes. Published gpt-oss-120b configuration reference. Reasoning mode is not disclosed by the Arena dataset. Tested precision, runtime and sampling settings are not disclosed in this dataset. Selected FP16 has not been measured by this Arena entry. No quantization quality adjustment is applied.
Snapshot published 2026-10-08 · snapshot imported 2026-10-11 UTC · validated last-good data · manual refresh
Arena leaderboard dataset · Arena / lmarena-ai, Arena Leaderboard Dataset (CC BY 4.0). Selected Text Overall style-controlled rows; field names adapted, ratings unchanged. · dataset CC BY 4.0 · revision e16f90232986
- Total memory at 4K context
- 66.3 GB
- Weights + KV cache + runtime overhead
- Estimated generation
- 200–300 tok/s
- Estimated first token
- ~0.5s
Every quantization on this machine
On small screens, each quant lists every metric below its name. On wider screens, scroll sideways for total memory, speed and fit. Keyboard: focus the table, then use the arrow keys. Quant names stay visible.
| Quant | Weights | Total memory | Speed | Fit |
|---|---|---|---|---|
| Q2_K | 62.6 GB | 63.5 GB | 204–306 tok/s | Runs great |
| Q3_K_M | 62.6 GB | 63.6 GB | 204–306 tok/s | Runs great |
| Q4_K_M | 62.8 GB | 63.7 GB | 204–305 tok/s | Runs great |
| Q5_K_M | 62.9 GB | 63.8 GB | 203–305 tok/s | Runs great |
| Q6_K | 63.3 GB | 64.2 GB | 203–304 tok/s | Runs great |
| Q8_0 | 63.4 GB | 64.3 GB | 203–304 tok/s | Runs great |
| FP16 | 65.4 GB | 66.3 GB | 200–300 tok/s | Runs great |
Ran GPT-OSS 120B (MoE) on a NVIDIA RTX Pro 6000 Blackwell (96GB)? Add your real numbers →