Do more robust tests

[vijayvarma392]

test_interface.py should test all possible use cases and optional arguments.
For example, right now we only test the default options, and have no way of guaranteeing that the options in extra_kwargs are still working.

Another way to think of this is we want to have near 100% code coverage in our tests.