Add benchmarks and benchmark tests

[lalalune]

We have a list of benchmark tasks which we'd like to run to validate that changes are having a positive impact on the quality of output.

The benchmarks will test that the tasks completed at all and measure how many epochs they took to complete.

Benchmarks will take a while to run and could be pretty expensive so we should make sure we have controls for managing this and cutoffs for maximum epochs.