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RecursiveArrayTools

Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications

Ecosystem
juliahub.com
Latest Release
3.45.1
about 2 months ago
Versions
213
Downloads
0 total
Dependent Packages
106
Dependent Repos
8
Top 5.5% on juliahub.com
Manifolds 0.11.12
Manifolds.jl provides a library of manifolds aiming for an easy-to-use and fast implementation.
227 versions - Latest release: 22 days ago - 12 dependent packages - 372 downloads total - 406 stars on GitHub
Top 7.6% on juliahub.com
JumpProcesses 9.21.2 💰
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant an...
57 versions - Latest release: 22 days ago - 9 dependent packages - 7.73 thousand downloads total - 148 stars on GitHub
Top 0.8% on juliahub.com
OrdinaryDiffEq 6.108.0 💰
High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) s...
395 versions - Latest release: 22 days ago - 137 dependent packages - 59 dependent repositories - 6.47 thousand downloads total - 617 stars on GitHub
Top 6.0% on juliahub.com
NeuralPDE 5.21.0 💰
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientifi...
71 versions - Latest release: 22 days ago - 3 dependent packages - 111 downloads total - 1,123 stars on GitHub
BifurcationKit 0.5.6
A Julia package to perform Bifurcation Analysis
56 versions - Latest release: 22 days ago - 4 dependent packages - 203 downloads total - 336 stars on GitHub
Top 7.3% on juliahub.com
DiffEqNoiseProcess 5.27.0 💰
A library of noise processes for stochastic systems like stochastic differential equations (SDEs)...
92 versions - Latest release: 22 days ago - 11 dependent packages - 2 dependent repositories - 6.73 thousand downloads total - 63 stars on GitHub
Top 6.7% on juliahub.com
SciMLSensitivity 7.96.0 💰
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine lear...
127 versions - Latest release: 22 days ago - 12 dependent packages - 1.01 thousand downloads total - 365 stars on GitHub
BoundaryLayerDynamics 1.1.0
Turbulence-resolving simulations of boundary-layer flows (DNS & LES)
3 versions - Latest release: about 2 months ago - 26 stars on GitHub
Top 1.0% on juliahub.com
ModelingToolkit 11.7.2 💰
An acausal modeling framework for automatically parallelized scientific machine learning (SciML) ...
479 versions - Latest release: about 2 months ago - 90 dependent packages - 14 dependent repositories - 0 downloads total - 1,585 stars on GitHub
Top 6.9% on juliahub.com
DataInterpolations 8.9.0 💰
A library of data interpolation and smoothing functions
86 versions - Latest release: about 2 months ago - 25 dependent packages - 1.36 thousand downloads total - 258 stars on GitHub
Top 8.7% on juliahub.com
DelayDiffEq 5.67.1 💰
Delay differential equation (DDE) solvers in Julia for the SciML scientific machine learning ecos...
130 versions - Latest release: about 2 months ago - 6 dependent packages - 4 dependent repositories - 0 downloads total - 61 stars on GitHub
Top 1.3% on juliahub.com
DiffEqBase 6.199.0 💰
The lightweight Base library for shared types and functionality for defining differential equatio...
565 versions - Latest release: about 2 months ago - 143 dependent packages - 65 dependent repositories - 0 downloads total - 350 stars on GitHub
DiffEqBayes 3.11.0 💰
Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the paramete...
54 versions - Latest release: about 2 months ago - 1 dependent package - 4 downloads total - 119 stars on GitHub
Top 7.2% on juliahub.com
LabelledArrays 1.18.0 💰
Arrays which also have a label for each element for easy scientific machine learning (SciML)
58 versions - Latest release: about 2 months ago - 25 dependent packages - 0 downloads total - 121 stars on GitHub
Top 4.7% on juliahub.com
DiffEqCallbacks 4.12.0 💰
A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented diffe...
88 versions - Latest release: about 2 months ago - 52 dependent packages - 12 dependent repositories - 7.11 thousand downloads total - 100 stars on GitHub
Top 3.4% on juliahub.com
StochasticDiffEq 6.92.0 💰
Solvers for stochastic differential equations which connect with the scientific machine learning ...
165 versions - Latest release: about 2 months ago - 16 dependent packages - 9 dependent repositories - 0 downloads total - 300 stars on GitHub
GlobalSensitivity 2.10.0 💰
Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia
33 versions - Latest release: about 2 months ago - 5 dependent packages - 216 downloads total - 62 stars on GitHub
Top 7.4% on juliahub.com
NonlinearSolve 4.14.0 💰
High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfi...
109 versions - Latest release: about 2 months ago - 27 dependent packages - 0 downloads total - 286 stars on GitHub
MultiScaleArrays 1.18.0 💰
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simu...
24 versions - Latest release: about 2 months ago - 2 dependent packages - 2 dependent repositories - 77 stars on GitHub
LiquidElectrolytes 2.2.0
Generalized Nernst-Planck-Poisson model for liquid electrolytes
14 versions - Latest release: about 2 months ago - 1 downloads total - 2 stars on GitHub
ClimaCore 0.14.48
CliMA model dycore
134 versions - Latest release: about 2 months ago - 15 dependent packages - 108 stars on GitHub
Top 5.6% on juliahub.com
ComponentArrays 0.15.31 💰
Arrays with arbitrarily nested named components.
150 versions - Latest release: about 2 months ago - 50 dependent packages - 0 downloads total - 329 stars on GitHub
IRKGaussLegendre 0.2.13 💰
Implicit Runge-Kutta Gauss-Legendre 16th order (Julia)
17 versions - Latest release: about 2 months ago - 1 dependent package - 28 stars on GitHub
ReachabilityAnalysis 0.28.5
Computing reachable states of dynamical systems in Julia
95 versions - Latest release: about 2 months ago - 1 dependent package - 206 stars on GitHub
Top 8.2% on juliahub.com
VoronoiFVM 3.0.0
Solution of nonlinear multiphysics partial differential equation systems using the Voronoi finite...
186 versions - Latest release: about 2 months ago - 5 dependent packages - 284 stars on GitHub
DifferenceEquations 1.0.0 💰
Solving difference equations with DifferenceEquations.jl and the SciML ecosystem.
27 versions - Latest release: about 2 months ago - 1 dependent package - 35 stars on GitHub
Top 5.1% on juliahub.com
SciMLBase 2.134.0 💰
The Base interface of the SciML ecosystem
466 versions - Latest release: about 2 months ago - 138 dependent packages - 0 downloads total - 168 stars on GitHub
Top 2.9% on juliahub.com
Symbolics 7.11.0
Symbolic programming for the next generation of numerical software
250 versions - Latest release: about 2 months ago - 101 dependent packages - 4.17 thousand downloads total - 1,473 stars on GitHub
SimpleDiffEq 1.13.0 💰
Simple differential equation solvers in native Julia for scientific machine learning (SciML)
27 versions - Latest release: about 2 months ago - 3 dependent packages - 266 downloads total - 24 stars on GitHub
StochasticDelayDiffEq 1.13.0 💰
Stochastic delay differential equations (SDDE) solvers for the SciML scientific machine learning ...
34 versions - Latest release: about 2 months ago - 48 downloads total - 28 stars on GitHub
Top 9.6% on juliahub.com
DiffEqDevTools 2.49.0 💰
Benchmarking, testing, and development tools for differential equations and scientific machine le...
74 versions - Latest release: 3 months ago - 2 dependent packages - 12 dependent repositories - 91 downloads total - 52 stars on GitHub
Top 8.7% on juliahub.com
TaylorIntegration 0.18.1
ODE integration using Taylor's method, and more, in Julia
49 versions - Latest release: 3 months ago - 6 dependent packages - 138 stars on GitHub
AbstractOperators 0.4.0
Abstract operators for large scale optimization in Julia
6 versions - Latest release: 3 months ago - 1 dependent package - 5 dependent repositories - 3 downloads total - 30 stars on GitHub
SimpleNonlinearSolve 2.10.0 💰
High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfi...
65 versions - Latest release: 3 months ago - 13 dependent packages - 0 downloads total - 286 stars on GitHub
Cloudy 0.5.7
:cloud_with_rain: Multi-moment cloud microphysics toy model
13 versions - Latest release: 3 months ago - 18 stars on GitHub
DDEBifurcationKit 0.0.5
Numerical bifurcation analysis for delay differential equations
4 versions - Latest release: 3 months ago - 1 downloads total - 8 stars on GitHub
ODINN 1.0.0
SciML glacier model
3 versions - Latest release: 3 months ago - 3 downloads total - 82 stars on GitHub
ViscousFlow 0.6.15
A framework for simulating viscous incompressible flows about arbitrary body shapes.
46 versions - Latest release: 3 months ago - 1 dependent package - 107 stars on GitHub
DiffEqGPU 3.9.0 💰
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine l...
57 versions - Latest release: 4 months ago - 1 dependent package - 0 downloads total - 307 stars on GitHub
PostNewtonian 0.10.9
Orbital dynamics and waveforms for binary black-hole systems, in the post-Newtonian approximation
26 versions - Latest release: 4 months ago - 16 stars on GitHub
Top 3.9% on juliahub.com
DiffEqFlux 4.5.0 💰
Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, ...
119 versions - Latest release: 5 months ago - 14 dependent packages - 0 downloads total - 901 stars on GitHub
ManifoldDiff 0.4.5
Differentiation on manifolds
23 versions - Latest release: 5 months ago - 4 dependent packages - 213 downloads total - 11 stars on GitHub
DistributedFactorGraphs 0.28.1
Abstraction layer for spanning factor graphs over various technologies
114 versions - Latest release: 5 months ago - 6 dependent packages - 23 stars on GitHub
ApproxManifoldProducts 0.10.1
Approximate the product between infinite functional objects on a manifold -- i.e. belief products
65 versions - Latest release: 5 months ago - 4 dependent packages - 78 downloads total - 12 stars on GitHub
Top 0.6% on juliahub.com
DifferentialEquations 7.17.0 💰
Multi-language suite for high-performance solvers of differential equations and scientific machin...
50 versions - Latest release: 5 months ago - 99 dependent packages - 28 dependent repositories - 3.26 thousand downloads total - 3,041 stars on GitHub
HetaSimulator 0.8.1
Simulation engine for Heta-based models
30 versions - Latest release: 5 months ago - 9 downloads total - 5 stars on GitHub
ManifoldDiffEq 0.2.6
Differential equations on manifolds
17 versions - Latest release: 5 months ago - 19 downloads total - 30 stars on GitHub
Top 8.2% on juliahub.com
IncrementalInference 0.36.0
Clique recycling non-Gaussian (multi-modal) factor graph solver; also see Caesar.jl.
134 versions - Latest release: 5 months ago - 4 dependent packages - 4 dependent repositories - 20 downloads total - 74 stars on GitHub
GeneDrive 2.0.4
A package designed for simulating biological dynamics and control.
7 versions - Latest release: 6 months ago - 22 stars on GitHub
StartUpDG 1.3.3
Initializes and sets up reference elements and physical meshes for DG.
95 versions - Latest release: 6 months ago - 2 dependent packages - 33 stars on GitHub
Top 4.4% on juliahub.com
QuantumOptics 1.2.4
Library for the numerical simulation of closed as well as open quantum systems.
50 versions - Latest release: 6 months ago - 7 dependent packages - 1 dependent repositories - 199 downloads total - 585 stars on GitHub
FourierGPE 0.1.3
Simple Gross-Pitaevskii Equation solver using FFTW
4 versions - Latest release: 6 months ago - 2 downloads total - 9 stars on GitHub
LightLattices 0.3.0
Lazy interface to lattices with arbitrary basis cells.
3 versions - Latest release: 7 months ago - 3 stars on GitHub
DiffEqPhysics 3.15.1 💰
A library for building differential equations arising from physical problems for physics-informed...
18 versions - Latest release: 7 months ago - 2 dependent packages - 2 dependent repositories - 139 downloads total - 51 stars on GitHub
KiteUtils 0.11.0
Utilities for kite power system simulations
85 versions - Latest release: 7 months ago - 8 dependent packages - 4 stars on GitHub
Top 9.8% on juliahub.com
ProbNumDiffEq 0.16.4
Probabilistic Numerical Differential Equation solvers via Bayesian filtering and smoothing
67 versions - Latest release: 7 months ago - 1 dependent package - 2 downloads total - 107 stars on GitHub
ConstrainedSystems 0.3.12
Tools for solving constrained dynamical systems
25 versions - Latest release: 7 months ago - 3 dependent packages - 10 downloads total - 8 stars on GitHub
PowerPlots 0.5.2
Functions plot PowerModels networks
16 versions - Latest release: 7 months ago - 31 stars on GitHub
CryoGrid 0.23.4
Next generation permafrost process modeling in the Julia programming language.
26 versions - Latest release: 7 months ago - 1 downloads total - 19 stars on GitHub
GenX 0.4.5
GenX: a configurable power system capacity expansion model for studying low-carbon energy futures...
6 versions - Latest release: 8 months ago - 7 downloads total - 329 stars on GitHub
SciMLExpectations 2.3.0 💰
Fast uncertainty quantification for scientific machine learning (SciML) and differential equations
5 versions - Latest release: 8 months ago - 1 dependent package - 3 downloads total - 69 stars on GitHub
BioMakie 0.4.4
Plotting and interface tools for biology.
11 versions - Latest release: 9 months ago - 5 downloads total - 68 stars on GitHub
NighttimeLights 0.8.0
Package to analyse VIIRS nighttime lights
5 versions - Latest release: 9 months ago - 24 stars on GitHub
BoundaryValueDiffEq 5.18.0 💰
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
46 versions - Latest release: 9 months ago - 4 dependent packages - 1 dependent repositories - 0 downloads total - 52 stars on GitHub
PiecewiseDeterministicMarkovProcesses 0.0.10
Piecewise Deterministic Markov Processes in Julia
8 versions - Latest release: 10 months ago - 1 dependent package - 2 downloads total - 20 stars on GitHub
SynapseElife 0.0.5
Model associated to Elife paper Rodrigues et al. 2023
5 versions - Latest release: 10 months ago - 2 downloads total - 4 stars on GitHub
ConservationLawsParticles 0.8.5
Particle methods for 1D conservation laws
12 versions - Latest release: 11 months ago - 1 stars on GitHub
Bigleaf 0.3.1
ecosystem properties based on a 'big-leaf' representation of the vegetation
4 versions - Latest release: 11 months ago - 8 stars on GitHub
PETLION 1.0.6
High-performance simulations of the Porous Electrode Theory for Li-ion batteries
21 versions - Latest release: 12 months ago - 1 downloads total - 75 stars on GitHub
ContinuumMechanicsBase 0.2.2
Definition of basic tensors for continuum mechanics calculations
3 versions - Latest release: 12 months ago - 1 dependent package - 1 downloads total - 1 stars on GitHub
Fronts 2.6.3
⚛️ Nonlinear diffusion problems in Julia
46 versions - Latest release: over 1 year ago - 7 stars on GitHub
HOODESolver 0.2.8
High Oscillatory Ordinary Differential Equation Solver in Julia
11 versions - Latest release: over 1 year ago - 17 stars on GitHub
GridPotentialFlow 0.4.0
A set of tools to solve potential flows past bodies on a Cartesian grid
7 versions - Latest release: over 1 year ago - 11 stars on GitHub
NBodySimulator 1.11.0 💰
A differentiable simulator for scientific machine learning (SciML) with N-body problems, includin...
18 versions - Latest release: over 1 year ago - 1 dependent package - 3 downloads total - 136 stars on GitHub
MTKHelpers 0.6.2
Helper functions with ModelingToolkit
9 versions - Latest release: over 1 year ago - 0 stars on GitHub
DiffEqBayesStan 3.2.1
Stan only version of DiffEqBayes.jl
24 versions - Latest release: over 1 year ago - 2 stars on GitHub
ReactionMechanismSimulator 1.0.1
The amazing Reaction Mechanism Simulator for simulating large chemical kinetic mechanisms
9 versions - Latest release: over 1 year ago - 1 downloads total - 83 stars on GitHub
HclinicBifurcationKit 0.1.1
Computation of homoclinic (heteroclinic) orbits.
2 versions - Latest release: over 1 year ago - 2 downloads total - 4 stars on GitHub
BinningAnalysis 0.6.1 💰
Statistical standard error estimation tools for correlated data
18 versions - Latest release: over 1 year ago - 3 dependent packages - 30 stars on GitHub
Hyperelastics 0.1.5
Hyperelastic Material modelling with support for Automatic Differentiation
5 versions - Latest release: over 1 year ago - 1 downloads total - 3 stars on GitHub
SkeelBerzins 1.1.0
Solver for 1D nonlinear partial differential equations in Julia based on the collocation method o...
11 versions - Latest release: over 1 year ago - 15 stars on GitHub
KadanoffBaym 1.3.2
Adaptive numerical solution of Kadanoff-Baym equations
7 versions - Latest release: almost 2 years ago - 28 stars on GitHub
DiffEqParamEstim 2.2.0 💰
Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions
40 versions - Latest release: about 2 years ago - 1 dependent package - 2 dependent repositories - 35 downloads total - 62 stars on GitHub
VoronoiFVMDiffEq 0.2.0 removed
5 versions - Latest release: about 2 years ago - 3 stars on GitHub
Dolphyn 0.2.3
DOLPHYN: Decision Optimization for Low Carbon Power and Hydrogen Nexus
4 versions - Latest release: about 2 years ago - 43 stars on GitHub
AlgebraicDynamics 0.2.2
Building dynamical systems compositionally
12 versions - Latest release: over 2 years ago - 1 dependent package - 4 downloads total - 77 stars on GitHub
SummationByPartsOperators 0.5.51 removed
A Julia library of summation-by-parts (SBP) operators used in finite difference, Fourier pseudosp...
70 versions - Latest release: over 2 years ago - 2 dependent packages - 158 downloads total - 78 stars on GitHub
DEDataArrays 0.2.6 💰
A deprecated way of handling discrete data in continuous equations
8 versions - Latest release: over 2 years ago - 2 dependent packages - 205 downloads total - 3 stars on GitHub
SDFReader 0.5.1
Read SDF files created by EPOCH
12 versions - Latest release: over 2 years ago - 1 dependent package - 2 stars on GitHub
StructuredOptimization 0.4.0
Structured optimization in Julia
9 versions - Latest release: over 2 years ago - 5 dependent repositories - 1 downloads total - 75 stars on GitHub
DifferentiableStateSpaceModels 0.5.3
33 versions - Latest release: almost 3 years ago - 1 downloads total - 46 stars on GitHub
ReducedBasisMethods 0.1.0
Reduced Basis Methods for Particle Systems
2 versions - Latest release: over 3 years ago - 1 stars on GitHub
StructuresKit 0.1.7
8 versions - Latest release: over 3 years ago
EnKF 0.1.0
Develop tools for ensemble Kalman filter
1 version - Latest release: over 3 years ago - 11 stars on GitHub
DiffEqTutorials 0.7.0 💰
Tutorials for doing scientific machine learning (SciML) and high-performance differential equatio...
8 versions - Latest release: over 3 years ago - 718 stars on GitHub
Top 4.4% on juliahub.com
DiffEqSensitivity 6.79.0 💰
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine lear...
166 versions - Latest release: over 3 years ago - 13 dependent packages - 2 dependent repositories - 369 stars on GitHub
Top 6.4% on juliahub.com
DiffEqJump 8.6.3 💰
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant an...
76 versions - Latest release: over 3 years ago - 10 dependent packages - 2 dependent repositories - 145 stars on GitHub
MitosisStochasticDiffEq 0.2.0
Backward-filtering forward-guiding with StochasticDiffEq.jl
2 versions - Latest release: over 3 years ago - 12 stars on GitHub
SugarKelp 1.1.0
Model of Saccharina latissima (sugar kelp) based on Broch and Slagstad, 2012
2 versions - Latest release: over 3 years ago - 2 stars on GitHub
PICDataStructures 0.5.9
Data structures for Particle-in-Cell codes
20 versions - Latest release: almost 4 years ago - 1 dependent package - 0 stars on GitHub
Past Dependents
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Links
Registry juliahub.com
Source Repository
Homepage Homepage
Docs Documentation
JSON API View JSON
CodeMeta codemeta.json
Package Details
PURL pkg:julia/RecursiveArrayTools
spec
License MIT
First Release over 7 years ago
Last Synced 28 days ago
Repository
Stars 225 on GitHub
Forks 71 on GitHub
Commits 873
Committers 74
Avg per Author 11.797
DDS 0.627
Rankings on juliahub.com
Overall Top 2.9%
Dependent packages Top 0.8%
Dependent repos Top 3.7%
Forks Top 3.0%