CppRobotics
autodiff
CppRobotics | autodiff | |
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9 | 7 | |
434 | 1,534 | |
- | 1.0% | |
2.8 | 7.8 | |
6 days ago | 24 days ago | |
C++ | C++ | |
MIT License | MIT License |
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.
CppRobotics
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Should I rename CppRobotics to Control++?
I even opened an issue about this, so feel free to post your ideas there.
I posted CppRobotics here yesterday, and some of you pointed out that the name is very generic.
Yesterday I posted CppRobotics and a few of you have left some stars (thanks!).
As per the title, my repo CppRobotics has been receiving a few stars and I was thinking of renaming it to Control++ soon, to better convey the idea of what it does (and to play around with the name acronym C++).
- Fast, header-only C++ library for robotics/control algorithms WIP
- CppRobotics: open-source C++ library for robotics and control algorithms!
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I just started working on an open-source library for robotics algorithms, CppRobotics!
First of all I am by no means a C++ expert. I love the language and did quite a bit of studying, but I still have plenty to learn. Since I love robotics and control theory, I thought it would be a good idea to create CppRobotics and implement something that I really believe in.
- CppRobotics: fast, header-only C++ library for robotics and control algorithms. Looking for suggestions/support! Please leave a star if you like the idea and believe this could be useful.
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I am creating a fast, header-only, C++ library for control algorithms
Long story short I love these topics and love coding as well, so I decided to create CppRobotics.
autodiff
- The Elements of Differentiable Programming
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Astray: A performance-portable geodesic ray tracing library.
I completely agree. Specifying the metric rather than the Christoffel symbols would make it much easier for the users. Something like https://github.com/autodiff/autodiff might just work as the metric tensor is made up of primitives.
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Point-to-Point Distance Constraint: Gradient of Forward Kinematics
Old username :D So far I have been using Eigen for linear algebra and NLOPT for optimization algorithms. I have found "autodiff" that hopefully looks easy to use: https://github.com/autodiff/autodiff
- Autodiff: Simple C++17 library for Automatic Differentiation
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Gradients Without Backpropagation
Forward-mode differentiation is easy to implement in C++ with templates, operator overloading, and dual numbers (https://en.wikipedia.org/wiki/Automatic_differentiation#Auto...). Some libraries such as autodiff (https://github.com/autodiff/autodiff) and CppAD (https://github.com/coin-or/CppAD) use this method.
- Ensmallen: A C++ Library for Efficient Numerical Optimization
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I am creating a fast, header-only, C++ library for control algorithms
I was thinking of adding [autodiff](https://github.com/autodiff/autodiff) in the future, mainly because it works seamlessly with *Eigen*. One big advantage would be that I could use it for AD for NonlinearSystems as well.
What are some alternatives?
CppRobotics - cpp implementation of robotics algorithms including localization, mapping, SLAM, path planning and control
CppAD - A C++ Algorithmic Differentiation Package: Home Page
navigation2 - ROS 2 Navigation Framework and System
FastAD - FastAD is a C++ implementation of automatic differentiation both forward and reverse mode.
eigen
MathNet - Math.NET Numerics
elevation_mapping - Robot-centric elevation mapping for rough terrain navigation
MKL.NET - A simple cross platform .NET API for Intel MKL
PythonRobotics - Python sample codes for robotics algorithms.
symforce - Fast symbolic computation, code generation, and nonlinear optimization for robotics
Microsoft Automatic Graph Layout - A set of tools for graph layout and viewing