For ten days, more than sixty doctoral students and postdoctoral researchers from different countries participated in the XXXI Canary Islands Winter School of Astrophysics, which this year focused on computational fluid dynamics for astrophysical uses. Its participants, more than 30% were women, which is considered one of the successes of this School of the Institute of Astrophysics of the Canary Islands (IAC). The design of complex algorithms with modern computer architectures and code optimization to achieve maximum performance has a large number of applications for differents fields of
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