Why it matters

KV compression extends context. Understanding shapes memory optimization.

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The architecture

Quantize KV: int8, int4.

Evict: token importance selection.

Merge: similar tokens.

KV compression techniquesQuantizeint8 / int4EvictH2O / SnapKVMergesimilar tokensH2O, SnapKV, StreamingLLM different eviction strategies
KV compression.
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How it works end to end

Quantization: 2-4x memory.

Eviction: H2O keeps heavy hitters.

SnapKV: recent + important.

Sparse attention.