An Intuitive Information to the Consideration Mechanism

Consideration is all you want, however the span is restricted.

Photograph by Google DeepMind on Unsplash

FlashAttention Half Two: An intuitive introduction to the eye mechanism, with real-world analogies, easy visuals, and plain narrative. Half I of this story is now reside.

Within the earlier chapter, I launched the FlashAttention mechanism from a high-level perspective, following an “Clarify Like I’m 5” (ELI5) strategy. This methodology resonates with me essentially the most; I all the time try to attach difficult ideas to real-life analogies, which I discover aids in retention over time.

Subsequent up on our academic menu is the vanilla consideration algorithm — a dish we are able to’t skip if we’re aiming to spice it up later. Perceive it first, enhance it subsequent. There’s no means round it.

By now, you’ve doubtless skimmed by means of a plethora of articles concerning the consideration mechanism and watched numerous YouTube movies. Certainly, consideration is a celebrity on the planet of AI, with everybody wanting to collaborate on a function with it.

So, I’m additionally leaping into the highlight to share my tackle this celebrated idea, adopted by a shoutout to some sources which have impressed me. I’ll follow our tried-and-tested system of using analogies, however I’ll additionally incorporate a extra visible strategy. Echoing my earlier sentiment (on the threat of sounding like a damaged…