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Equation 7 · How AI Memory Systems and the Bandwidth Wall Actually Work

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Hooper and colleagues, working on KV cache compression for very long contexts, state the resulting footprint precisely: for a model with n layers and h attention heads of dimension d , stored using e bytes per element, the KV cache size for batch size b and sequence length l is

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