Is the bunker in the bomb pit random or a one-time thing? I entered it but had low health and couldn't open inventory to heal so I died after opening the second door. After that, I explored the bomb pit like 50 times and never got it again
no, you can find it again
If you entered it then you can not, if you just at the door and left, you can find it again