Llama 3.1 8B Instruct › NVIDIA RTX 6000 Ada

Llama 3.1 8B Instruct on the NVIDIA RTX 6000 Ada

Best measured: 86.1 tokens/s generation and 6,148 tokens/s prompt processing (Q4_K_M, llamafile).

For comparison, our size-scaling estimate for this combination is 139 tok/s.

Every run

QuantBackendGenerate tok/sPrompt tok/sTestBuild / by / notesSource
Q4_K_Mllamafile 1216,808LocalScore avg LocalScore rank 2/422LocalScore (localscore.ai)
Q4_K_Mllamafile 51.35,488LocalScore avg LocalScore rank 13/422LocalScore (localscore.ai)

tg128 = generating 128 tokens; pp512 = reading a 512-token prompt (llama-bench). LocalScore averages several prompt and output lengths, so its numbers run lower than tg128.

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