NGH:

the result in this way should be the same as when I directly input whole LR into the model.


That wouldn’t be guaranteed, as your model only sees patches and could thus create artifacts on the borders of these patches.
You could try to use some overlapping (and try to sum these overlapping pixels in the output or use another reduction), but I’m unsure which approach would work the best.