Not exactly abandoned per se... It's a restaurant that serves the fish they are growing in their "pond"
However I did ask the story and it was given to me quickly.
This place was hopping back in the day until some pools opened up
Near the hot springs on the other side of the river.
People wanted warm water instead of cold so this pool place couldn't survive.