RigBench data 2026-10-22

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Hy3 on the AMD Ryzen AI Max+ 395 (Radeon 8060S)

Hy3 runs at about 18.4 tokens/s on the AMD Ryzen AI Max+ 395 (Radeon 8060S) (measured, UD128, Vulkan, llama-bench).

Best measured generation18.4tok/s

UD128 · Vulkan

Prompt processing168tok/s

same run

For comparison, our size-scaling estimate for this combination is 12.7 tok/s.

Every run

QuantBackendGenerate tok/sPrompt tok/sTestBuild / by / notesSource
UD128Vulkan 18.4168decode (llama-bench) 128 GB Strix Halo, Vulkan (RADV), q4_0 KV cache; mainline llama.cpp with the hy_v3 architecture. 2-3 bit expert mix. File size 116,667,103,040 bytes as stated by the source.YanissAmz/Hy3-295B-A21B-GGUF model card (Hugging Face)
UD128ROCm 12.4105decode (llama-bench) Same machine and build as the Vulkan row, ROCm backend. File size 116,667,103,040 bytes as stated by the source.YanissAmz/Hy3-295B-A21B-GGUF model card (Hugging Face)

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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