I found out that it wasn’t such a good idea to keep tracking the binary. The size of our repository is growing at a much faster rate than I would like. Is it possible to purge this file from git?
No one even needs to know it existed.
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See these fine questions and their answers, which explain how to use git filter-branch to do what you want to do:
For storing new big files in the future, I’d recommend using git-annex