crazy but at the end of the appendix you'll find this diagram right here now usually in an attention mechanism um you have whatever the the input is so you have an input right here so this is attention mechanisms or at least transformers they work on sequences or sets of objects and from these you'll generate three things you'll generate the you'll generate the queries the keys and the values now you can either generate the queries from the same objects which would be self-attention or you can generate the queries from like a different object