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Partial GPU

Best variant: Q4_K_M

Partial GPU offload — 12 GB VRAM is above the 11.5 GB minimum but below the 13 GB recommendation. Some layers will spill to RAM.

GPU VRAM
12 GB
Min VRAM (best fit)
11.5 GB
Recommended VRAM
13 GB
Estimated tok/s
~28.2

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Every GPT-OSS 20B quantization on NVIDIA GeForce RTX 4070 Ti

Each row runs the compatibility engine against your VRAM, RAM, and the model's requirements.

QuantizationFile SizeMin VRAMRec VRAMContextVerdictEstimated tok/s
Q4_K_MBest fit10 GB11.5 GB13 GB8K / 8KPartial GPU~28.2
Q5_K_M12.5 GB14.4 GB16.3 GB8K / 8KHybrid CPU+GPU~12
Q8_020 GB23 GB26 GB8K / 8KHybrid CPU+GPU~8
FP1640 GB46 GB52 GB8K / 8KHybrid CPU+GPU~4

NVIDIA GeForce RTX 4070 Ti is solid pick for GPT-OSS 20B

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All hardware for GPT-OSS 20BBest GPU for GPT-OSS 20BModels that fit NVIDIA GeForce RTX 4070 TiFull model detailsBrowse all models