Naively, yes, but you can cache the bulk of that "rerunning" [1]. That said the (non-flash) attention costs go up with the length of the sequence so perhaps this is just a simpler way to approximate these costs.

[1] https://kipp.ly/blog/transformer-inference-arithmetic/