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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 great

Best 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 untested

gpt-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.

GPT-OSS 120B (MoE) quantizations on NVIDIA RTX Pro 6000 Blackwell (96GB), estimated at 4K context. Weights and total memory are shown separately.
QuantWeightsTotal memorySpeedFit
Q2_K62.6 GB63.5 GB204–306 tok/sRuns great
Q3_K_M62.6 GB63.6 GB204–306 tok/sRuns great
Q4_K_M62.8 GB63.7 GB204–305 tok/sRuns great
Q5_K_M62.9 GB63.8 GB203–305 tok/sRuns great
Q6_K63.3 GB64.2 GB203–304 tok/sRuns great
Q8_063.4 GB64.3 GB203–304 tok/sRuns great
FP1665.4 GB66.3 GB200–300 tok/sRuns great

Ran GPT-OSS 120B (MoE) on a NVIDIA RTX Pro 6000 Blackwell (96GB)? Add your real numbers →