@[email protected] probably others already suggested, gitea is as lightweight as you can go with a nice interface and features
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Gitlab at least used to be the open source release of GitHub. I ran it in my lab for a while but stopped as I was using github anyway. It was easy to setup and maintain but it used a lot of resources. I ran it on a vm, there is likely a docker build as well.
I wouldn't self host any git unless it was unimportant. Too easy to dick up disks.