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mmore500 authored Sep 22, 2024
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Expand Up @@ -58,7 +58,7 @@ A concise comparison between `pyrimidine` and several popular frameworks is prov

: Comparison of the popular genetic algorithm frameworks. \label{frameworks}

`Tpot`/`gama`[@olson; @pieter], `gplearn`/`pysr`, and `scikit-opt` follow the scikit-learn style [@sklearn_api], providing fixed APIs with limited extensibility. They are merely serving their respective fields effectively (as well as `NEAT`[@neat-python]).
`Tpot`/`gama` [@olson; @pieter], `gplearn`/`pysr`, and `scikit-opt` follow the scikit-learn style [@sklearn_api], providing fixed APIs with limited extensibility. They are merely serving their respective fields effectively (as well as `NEAT`[@neat-python]).

`DEAP` is feature-rich and mature. However, it primarily adopts a tedious meta-programming style. Some parts of the source code lack sufficient decoupling, limiting its extensibility. `Gaft` is a highly object-oriented software with excellent scalability, but it is currently inactive.

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