Why it matters

GGUF dominates local LLM. Understanding shapes local ops.

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The architecture

File format: metadata + tensors.

k-quant: k-block-based grouping.

Multiple bit levels.

GGUF structureMetadataconfig + tokenizerTensor blocksquantizedk-quant variantsQ2 to Q8K-quants outperform simpler quants at same size; Q4_K_M popular default
GGUF.
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How it works end to end

llama.cpp: reference impl.

K-quants: mixed bit within block.

Q4_K_M, Q5_K_M common defaults.

Convert from HF format.