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.
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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.