Nah don't walk away. Do it, and get the experience so you know what to expect next time. You've already scheduled it!

I would hate for my previous comment to have discouraged you from even trying. If it's a simple online coding challenge, it might be pretty straightforward. It's the in-person round of interviews that you really need some solid prep for.