Julia: A fast dynamic language for technical computing. Dynamic languages have become popular for scientific computing. They are generally considered highly productive, but lacking in performance. This paper presents Julia, a new dynamic language for technical computing, designed for performance from the beginning by adapting and extending modern programming language techniques. A design based on generic functions and a rich type system simultaneously enables an expressive programming model and successful type inference, leading to good performance for a wide range of programs. This makes it possible for much of the Julia library to be written in Julia itself, while also incorporating best-of-breed C and Fortran libraries.

References in zbMATH (referenced in 283 articles , 1 standard article )

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  1. Alessandro Cheli: Metatheory.jl: Fast and Elegant Algebraic Computation in Julia with Extensible Equality Saturation (2021) not zbMATH
  2. Anton Plietzsch, Raphael Kogler, Sabine Auer, Julia Merino, Asier Gil-de-Muro, Jan Liße, Christina Vogel, Frank Hellmann: PowerDynamics.jl - An experimentally validated open-source package for the dynamical analysis of power grids (2021) arXiv
  3. Calandra, Henri; Gratton, Serge; Riccietti, Elisa; Vasseur, Xavier: On high-order multilevel optimization strategies (2021)
  4. Dandurand, Brian C.; Kim, Kibaek; Leyffer, Sven: A bilevel approach for identifying the worst contingencies for nonconvex alternating current power systems (2021)
  5. Ding Ma, Dominique Orban, Michael A. Saunders: A Julia implementation of Algorithm NCL for constrained optimization (2021) arXiv
  6. Eder, Christian; Hofmann, Tommy: Efficient Gröbner bases computation over principal ideal rings (2021)
  7. Gabriel Dansereau; Timothée Poisot: SimpleSDMLayers.jl and GBIF.jl: A Framework for Species Distribution Modeling in Julia (2021) not zbMATH
  8. Huo, Zenan; Mei, Gang; Xu, Nengxiong: JuSFEM: a Julia-based open-source package of parallel smoothed finite element method (S-FEM) for elastic problems (2021)
  9. Mehmet Hakan Satman; Shreesh Adiga; Guillermo Angeris; Emre Akadal: LinRegOutliers: A Julia package for detecting outliers in linear regression (2021) not zbMATH
  10. Mixon, Dustin G.; Parshall, Hans: Globally optimizing small codes in real projective spaces (2021)
  11. Piotr Bartman, Sylwester Arabas, Kamil Górski, Anna Jaruga, Grzegorz Łazarski, Michael Olesik, Bartosz Piasecki, Aleksandra Talar: PySDM v1: particle-based cloud modelling package for warm-rain microphysics and aqueous chemistry (2021) arXiv
  12. Vincent A. Landau, Viral B. Shah, Ranjan Anantharaman, Kimberly R. Hall: Omniscape.jl: Software to compute omnidirectional landscape connectivity (2021) not zbMATH
  13. Xu, Nengxiong; Mei, Gang; Qin, Jiayu; Li, Yazhe; Xu, Liangliang: GeoMFree (^\operatorname3D): a package of meshfree local radial point interpolation method (RPIM) for geomechanics (2021)
  14. af Klinteberg, Ludvig; Askham, Travis; Kropinski, Mary Catherine: A fast integral equation method for the two-dimensional Navier-Stokes equations (2020)
  15. Ali Ramadhan; Gregory L. Wagner; Chris Hill; Jean-Michel Campin; Valentin Churavy; Tim Besard; Andre Souza; Alan Edelman; Raffaele Ferrari; John Marshall: Oceananigans.jl: Fast and friendly geophysical uid dynamics on GPUs (2020) not zbMATH
  16. Andy Nowacki: SeisModels.jl: A Julia package for models of the Earth’s interior (2020) not zbMATH
  17. Anthony D. Blaom, Franz Kiraly, Thibaut Lienart, Yiannis Simillides, Diego Arenas, Sebastian J. Vollmer: MLJ: A Julia package for composable Machine Learning (2020) arXiv
  18. Arsalane Chouaib Guidoum, Kamal Boukhetala: Performing Parallel Monte Carlo and Moment Equations Methods for Ito and Stratonovich Stochastic Differential Systems: R Package Sim.DiffProc (2020) not zbMATH
  19. Behling, Roger; Bello-Cruz, J.-Yunier; Santos, Luiz-Rafael: The block-wise circumcentered-reflection method (2020)
  20. Bertsimas, Dimitris; Lamperski, Jourdain; Pauphilet, Jean: Certifiably optimal sparse inverse covariance estimation (2020)

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Further publications can be found at: http://julialang.org/publications/