Does jj have partial clones of remote repo?

jj does not have partial clones, but it does have sparse checkouts.

Thank you for the info.

Sparse checkouts from remote repo directly or do I need to clone it in whole locally and only then can do a sparse checkouts into some work directory?

I'm 99% sure it's "clone the whole locally and then sparse checkout from there".