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If you just want to understand the Transformer, here is a clean implementation:

and here's a breakdown of the architecture:

These 4 videos (~45 mins) do an excellent job at explaining attention, multi-headed attention, and transformers: https://www.youtube.com/watch?v=yGTUuEx3GkA