Passion flower problem

My neighbour had a passion flower which came into my garden and I loved it! That was 8 years ago. Now it is rampant and taking over everything.  I only have a small garden and I want to get rid of it - how??? It has invaded the entire garden, even coming up between paving slabs. I keep trying to pull it up but it regrows within 2 weeks! Help needed please!