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README.md

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Models

Not in the repository. Every number in the top-level README was measured with these GGUF files in this directory:

file used for
Qwen3.8-27B-UD-Q4_K_M.gguf the dense decode number, the greedy byte-compare text, serving (unsloth's UD quant)
MTP/mtp-Qwen3.8-27B-Q4_0.gguf its MTP draft head for speculative decode (--spec-type draft-mtp -md <this> -ngld 99; unsloth ships it beside the model)
Qwen3.5-35B-A3B-Q4_K_M.gguf the MoE decode number
Meta-Llama-3.1-8B-Instruct-Q8_0.gguf the dense Q8 reference row
sd/ stable-diffusion.cpp models: SDXL-Turbo, SD 1.5 (+ LCM LoRA), Z-Image-Turbo (Q8 DiT + Qwen3-4B encoder + FLUX VAE)

tools/serve.sh and tools/soak.sh look for the 27B and its MTP head here by these names; tools/nv_shim_step.sh bench|simple|spec|sd take any path.