Questions about attentoin

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When I check the attention image, I found that the model actually put some attention in padding position. I think this is because the (1)embedding using dropout, (2)After the first block, the K and Q will lose the info for "Padding"(because the zero will changed after ff layer). So the mask function didn't work.