optimize_kl: Improvement list
- Fix sample plot with ground truth
- Option for storing all intermediate latent positions
- String of model and domain to hdf5
- Save nifty random state
- Pseudo code of optimize_kl into doc string
- plottable spelling?
- Check documentaiton on callback (iglobal)
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