In your local clone of Child, pull from Parent, adding it as a remote if you like:
cd child
git remote add parent <parent-url>
git pull parent
The url of the parent could be the public github repo, or your local clone of it - the local clone will of course be faster. If you want to pull a branch other than the current HEAD of the parent repo, just add an argument (e.g. git pull parent topic-branch). If this is a one-time thing, you can just skip adding the remote: git pull <parent-url> [branch].
Pulling is a combination of fetching and merging, so once you've done that, you've got a new merge commit you'll presumably want to push back to your public repo at some point.
The key point here, in case it's not clear, is that pulling from the parent (upstream) repository is not different from pulling from your public clone of child, your current repository. Either way, you're fetching from a repository with some common history, and merging that into your current branch. And of course, since you're merging, a work tree is required - so this is something that must be done in your local repo. The repo hosted on github is essentially a way of publishing what you've done locally. All you can really do with it is push/pull, and browse what's there.
Clone your repo to your local machine, if you haven't already: git clone git@github.com:utkarsh2012/voldemort.git
Add the upstream as a new remote: git remote add upstream git://github.com/voldemort/voldemort.git
With your branch checked out, pull the upstream into your branch, which will create a merge between the two sets of changes: git pull upstream or git pull upstream branch-to-merge. If you're working on an unpushed branch you can also use git fetch and git rebase to rebase your work without needing a merge.
This can also be done simply on GitHub's web interface: issue a Pull Request but swap the base repo and head repo. If the pull can be performed automatically, it will be.