reminisce

The word "DeepNumPy" still appears in the ToC of the website. Need to replace it with the appropriate name. @aaronmarkham @john-andrilla 

### Describe the bug In the attention implementation of SD3, attention masks currently are not used. This will result in inconsistent outputs for the different values `max_seq_length` where padding exists...