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KV Cache Quantization Benchmarks: TurboQuant Is Overrated and KVarN Is the Real Deal

Deep benchmarks of Qwen 3.6 27B KV cache quantization methods reveal that TurboQuant’s glory days are behind it, while KVarN shifts the entire quality-per-memory curve.

#kv cache#KVarN#LLM optimization...

ik_llama.cpp

72.9 tok/s on 24GB VRAM: How ik_llama.cpp Won the Qwen 3.6 27B Backend War

A detailed technical comparison of llama.cpp, ik_llama.cpp, BeeLlama, and vLLM for running Qwen 3.6 27B on 24GB VRAM, achieving up to 72.9 tok/s decode with specific quantizations.

#ik_llama.cpp#LLM Inference#Local LLM...