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Merge pull request #189 from andrewtarzia/optwriter_sequence
Adds a new sequence optimiser that writes to file each step to avoid rerun, fixes the docs and makes all code examples tests, which are passing now. Had to set a numpy version requirement because the order of installation could be an issue
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