now reduces to the attention that you see in a in a single sequence okay if you see the image as a long stretch of pixels what this does is basically it's up it simply subdivides that into neighborhoods so we're back to neighborhoods basically um but we shift the neighborhoods from layer to layer so in the next layer the neighborhoods are going to be just alternating right the neighborhoods is going to be this is one neighborhood connected to this neighborhood connected to this neighborhood i hope this makes sense