Professional software engineers always look down on researchers who are not using the best software practices.
I worked in research all my life, so I know a stereotype that researchers write ugly code . But I thought: we can fix it, right? So multiple times I tried to design nice research frameworks. I tried to bring in interfaces and create nice abstractions using software engineering books and blogs I liked reading. here here here But over and over again all those efforts went in vain. The majority of research software I worked on never went to production .
Otherwise, the shared code becomes fragile and overgrown with a slew of options, buggy optimizations and edgecases. Since the majority of research code dies out, all this extra complexity will never be used again. Dropping some of your shared code will free up some time to do actual research. Design for exploration, not for code reuse It is somewhat true that you don’t want too much even in production. Try to implement the simplest possible solution that meets the requirements.
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