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Big +1 on this. FWIW I find that I'm much more productive when writing tests. Also the modular design of this library so far has the advantage that it should make this easier to test. For example it will be convenient to establish confidence over the line search on single-machine operation before switching over to a distributed setting (where any bugs will be much more expensive to find)
Write tests for all the algorithms / computations.
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