What the dtype of input in Float8Linear backward?

In Float8Linear forward input is saved in high precision, 

<img width="605" alt="Image" src="https://github.com/user-attachments/assets/b2f4fdff-79e6-4274-8e68-9bf7947f5003" />
Why not save input in float8? I don't know if I understand this correctly.