That sucks, man, sounds like the game didn’t save your inventory before the crash.

Sometimes logging back in a couple times helps, but if they’re gone, they’re probably gone unless you’ve got a backup. If you’re on a server, maybe ask an admin to check logs or restore. Otherwise… sadly might be time to grind again.