ComponentArrays.jl VS GeoStats.jl

Compare ComponentArrays.jl vs GeoStats.jl and see what are their differences.

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ComponentArrays.jl GeoStats.jl
1 1
276 490
- 2.4%
7.0 8.8
4 days ago 18 days ago
Julia Julia
MIT License MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

ComponentArrays.jl

Posts with mentions or reviews of ComponentArrays.jl. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-10-15.
  • Recursion absolutely necessary for distributed computing?
    3 projects | /r/Julia | 15 Oct 2021
    But for these to be as fast as say an Array when being used as the object in a differential equation solve or as the underlying construct of a nonlinear optimization, you would need the compiler to elide the struct construction which it doesn't always do. This is why the tools evolved to be around things like https://github.com/jonniedie/ComponentArrays.jl instead, where it's an Array-backed object with a higher level. Such immutable objects are used in these array-like contexts when the problems are small enough (FieldVectors or SLVector LabelledArrays.jl in DiffEq), and such applications work well in Haskell as well, but I haven't seen a compiler do well with say a 1,000 ODE model written in this style. And it's not quite an extreme case if it's what people are doing daily.

GeoStats.jl

Posts with mentions or reviews of GeoStats.jl. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-01-14.
  • MLH Fellowship: Memories that I always love to bring back.
    2 projects | dev.to | 14 Jan 2021
    Yeah, after all this. It's ok to have this thought in mind. I will try to keep this brief as the blog is about the fellowship experience. All of us were assigned to various projects and we were actively working on them at the same time. One thing I liked, in particular, was flexible work hours. There is no constraint to when a fellow must work on the project. By the end of the Fellowship, everyone is supposed to complete the tasks assigned to us. I am assigned to project GeoStats.jl which is currently under the JuliaEarth organization. I worked on it with the help of an amazing maintainer Julio Hoffimann and was able to successfully get by PR merged.

What are some alternatives?

When comparing ComponentArrays.jl and GeoStats.jl you can also consider the following projects:

DiffEqBase.jl - The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems

3d-tiles - Specification for streaming massive heterogeneous 3D geospatial datasets :earth_americas:

JuMP.jl - Modeling language for Mathematical Optimization (linear, mixed-integer, conic, semidefinite, nonlinear)

Stheno.jl - Probabilistic Programming with Gaussian processes in Julia

RayTracer.jl - Differentiable RayTracing in Julia

Geodesy.jl - Work with points defined in various coordinate systems.

ModelingToolkit.jl - An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations

NumericalAlgorithms.jl - [DEPRECATED] Statistics & Numerical algorithms implemented in Julia.

ControlSystems.jl - A Control Systems Toolbox for Julia

RSCalibration - Docs and scripts to estimate a camera's rolling shutter readout time

DSGE.jl - Solve and estimate Dynamic Stochastic General Equilibrium models (including the New York Fed DSGE)

GeoStatsBase.jl - Base package for the GeoStats.jl framework