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In due time, this concerted effort enabled us to implement continuous integration, automated benchmarking, and automated builds, but more on that later.

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Similar simplifactions were implemented at the same time across several code bases by my colleagues.

I derived great satisfaction from cutting out all of these middle-men, and consolidating several directories of scripts into a single Makefile. My favorite piece of code was a Makefile that called a shell script that ran a Python program, which instantiated a few classes and data structures, which ultimately executed 'configure make make install' on another underying Makefile. The result of this was… interesting.įor a good few weeks I 'disassembled' these scripts by tracing their execution manually through their many layers, and writing down the necessary steps that were actually executed. Evidently, at least three authors were involved: One old-school Unix geek that wrote an outdated dialect of CMake, one high-level Python scripter, and one shell scripter that deeply believed in abstraction-by-information-hiding. I approached the task from the outside, sorting through the build scripts first. This blog post is a summary of the sorts of challenges I faced during this time, and what kinds of techniques helped me overcome them. Having spent six years on my PhD recently, I welcomed the calmer waters of 'just' programming for a bit. And not to discredit its developers, had been in production for several years, with a core of robust algorithms surrounded by helper scripts that had allowed the company to build upon, even after the original developers had left. The code had evidently been written in a mad dash to bring the product to market. The code had all the hallmarks of severe technical debt, with layers of half-used abstractions, many unused branches of unknown utility, and the handwriting of several concurrent programmers at odds with each other. My task was the maintenance and development of a DNN-based speech recognition engine that had become terra incognita when its original developer had left the company a year before I started.

From January 2021 to the beginning of 2023, I worked on a legacy code base at Fraunhofer IDMT in Oldenburg.

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