Have you come across any excellent explanations for how the various attention layers work? Ideally with worked examples and graphics.

After reading the wikipedia article on the topic, and 6 pages into attention is all you need, I'm thoroughly confused. it's tough to keep track of what's a key, query, and value, where the recurrent layer goes, etc.