Posts tagged with "LLM inference"

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Mar 31, 2026 KV cache GPU memory VRAM LLM inference model optimization

The KV Cache: Why Your AI Needs So Much GPU Memory

During inference, the model stores Key and Value vectors for every token. This KV cache is often the biggest memory consumer. Here's the math behind it.