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[Dependancy] Propose introduction of dependancy on Numba #173

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@mmcky

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@mmcky

Given numba is maturing quickly and hasn't presented any major issues thus far when using the library. Is it the right time to introduce numba as a strict dependancy of the package?

  1. Allows for the tailored use of numba when writing new code for the library.
  2. Reduce the need to maintain multiple versions and use of replacement jit functions. Older numpy or pure python versions could be moved to another repo or a teaching subpackage for future reference or for the purposes of teaching.
  3. Everyone I know is using anaconda which comes with numba automatically.

Technically it is also already in pip-requirements.txt.

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