[Feature Req.] Faster caching of initial conditions

[steven-murray]

Currently each process has to read the ICs that have been cached. This is because we can't pickle data more than 4GB. We should figure out a workaround, because when all the processes try to read the same file at the same time, it makes the processes wait for the file to be unlocked.