RigBench data 2026-10-22

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Inkling Small on the AMD Ryzen AI Max+ 395 (Radeon 8060S)

Inkling Small runs at about 21.0 tokens/s on the AMD Ryzen AI Max+ 395 (Radeon 8060S) (measured, UD-IQ2_M, ROCm, llama-bench).

Best measured generation21.0tok/s

UD-IQ2_M · ROCm

Prompt processing122tok/s

same run

For comparison, our size-scaling estimate for this combination is 28.0 tok/s.

Every run

QuantBackendGenerate tok/sPrompt tok/sTestBuild / by / notesSource
UD-IQ2_MROCm 21.0122tg321e6f9e4a5 128 GB Strix Halo, ROCm 7.14, -ub 256, model fully in memory; llama.cpp from upstream PR #25731 (unmerged at the time), built from 1e6f9e4a5.llama.cpp PR #25731 comment by MatioLK (GitHub)

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. "decode, llama-server" = single-stream generation speed measured against a running llama-server (no speculative decoding).

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