PHPUnit: How do I create a function to be called once for all the tests in a class?

Take a look at setUpBeforeClass() from section 6 of the PHPUnit documentation.

For the one time tearDown you should use tearDownAfterClass();.

Both this methods should be defined in your class as static methods.