Which approach is faster: pure PHP/HTML views or template engines views?

I'm about to rewrite simple application where speed is very important.

Which approach is faster: using the pure PHP in the HTML files or using a template engines like Smarty or Twig?

Moreover, which is parsed faster? Is the Smarty cache for example faster than using pure PHP?

Which of the template engines is the fastest?