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Reduce roq memory usage

Merged Colm Talbot requested to merge reduce_roq_memory_usage into master

The way we've set up the ROQ is pretty memory intensive and the weights aren't stored.

This MR will allow us to

  • generate the weights and save them to file (currently json).
  • load these weights in with a much smaller memory footprint in multiple runs.

Going forward we should add an extra job in bilby_pipe that computes the ROQ weights.

@gregory.ashton @cjhaster

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