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Text generation · RTX 4090D · 48 GB

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Occupancy includes engine buffers and reserved KV cache. It is not the minimum VRAM required by the model.

LLM run scripts require Linux x86_64 and an NVIDIA GPU. API and benchmark availability are checked separately on the report.

Measured hardware

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RTX PRO 6000 Blackwell Server Edition · 96 GB · 403 queued · 0 running · 0 awaiting reassignment · 6 succeeded · 3 failed or exhausted

L4 · 24 GB · 91 queued · 0 running · 0 awaiting reassignment · 22 succeeded · 7 failed or exhausted

T4 · 16 GB · 22 queued · 0 running · 0 awaiting reassignment · 3 succeeded · 8 failed or exhausted