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TurboQuant + TriAttention (C/HIP): ~6.8× total KV cache reduction in llama.cpp

Via r/LocalLlama
Friday, Apr 10, 2026 · 9:18PM
Summary

Results from combining two KV-cache reduction methods in llama.cpp on AMD/HIP: TurboQuant KV cache compression (turbo3): ~5.1× reduction TriAttention KV cache pruning (75% retention): ~1.33× reduction Combined: ~6.8× total KV reduction At 131K context: f16 KV = 8.2 GiB → combo ≈ 1.2 GiB. TurboQuant

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