How GPT works: A Metaphoric Explanation of Key, Value, Query in Attention, using a Tale of Potion

The backbone of ChatGPT is the GPT model, which is built using the Transformer architecture. The backbone of Transformer is the Attention mechanism. The hardest concept to grok in Attention for many is Key, Value, and Query. In this post, I will use an analogy of potion to internalize these concepts. Even if you already understand the maths of transformer mechanically, I hope by the end of this post, you can develop a more intuitive understanding of the inner workings of GPT from end to end.

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Tags: Explanation