pinocchio
symforce
pinocchio | symforce | |
---|---|---|
9 | 15 | |
1,491 | 1,347 | |
5.1% | 1.0% | |
9.3 | 8.9 | |
7 days ago | 8 days ago | |
C++ | C++ | |
GNU General Public License v3.0 or later | Apache License 2.0 |
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pinocchio
- Good examples of C++ source code for math oriented software development?
- How to do position control of an elastic robot arm?
- Which is the best way to work with matrices and linear algebra using c++?
- I want to build a bipedal robot. Are there any open source libraries to handle walking and balancing?
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Help! After adding a chest (incl battery and two servos for the shoulders) my humanoid Kayra the same gait pattern doesn't work anymore. Here's a video contrasting with vs without chest. What are the top five improvements you'd suggest?
Open-loop walking + physics: (e.g. ZMP-based) one thing you can do (that does not imply adding an IMU to Kayra and going for feedback) is include some walking physics into your walking trajectory generation. To give you an idea, I've written a tutorial on doing that in Python a couple of years ago. The libraries in this tutorial are deprecated now, but I'm working on an equivalent stack at github.com/tasts-robots using more durable software like pinocchio. The libs are still WIP but if you are interested in exploring that dev path (i.e. making a ZMP-based trajectory generator for Kayra) I can support you and help adapt them (because I want that SW to be useful for a maximum number of people).
- What type of software is widely used for robotics in industry?
- I have a robot model in URDF (running in pybullet). Are there easy tools to get the forward/inverse kinematics, and especially use that to plug it into a LQR controller?
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What software can I use to play around with articulated robots?
Drake and Pinocchio both use the Python interface to Meshcat as an option for visualizing robots, and they can both do the forward kinematics and have visualizer components that place the visual meshes properly relative to the computed frames, but both of those are full-fledged and complex kinematics and dynamics libraries for contact-rich interaction (and more), so the API calls to get a model set up are doing a lot more than providing a visual model you can feed joint angles to.
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Rigid Body Dynamics Libraries
Pinocchio sounds like exactly what you need: https://github.com/stack-of-tasks/pinocchio
symforce
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SymPy: Symbolic Mathematics in Python
You might find this library interesting: https://github.com/symforce-org/symforce
- SymForce is a fast symbolic computation and code generation library for robotics
- Fast Symbolic Computation for Robotics
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Literature request: Lie groups and algebra
Personally I followed along the text implementing things using symforce (https://symforce.org/) instead of Sophus.
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Jacobian Matrix possible on arduino?
It isn't related to Arduino, and may be overkill for this application, but Symforce has some cool tools for implementing the 1st option.
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What optimization libraries are you using?
I've been paying around with Symforce and the more I get into it the more excited I get about it. It lets you prototype in high level symbolic math in Python, then once you get things working it autogenerates super optimized C++ for you. And it has the built in tangent space stuff for factor graphs like GTSAM
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Skydio Researchers Open-Source ‘SymForce’: A Fast Symbolic Computation And Code Generation Library For Robotics Applications Like Computer Vision, etc.
Continue reading | Checkout the paper and github
- Fast symbolic computation, code generation, and nonlinear optimization for robotics
What are some alternatives?
meshcat - Remotely-controllable 3D viewer, built on top of three.js
casadi - CasADi is a symbolic framework for numeric optimization implementing automatic differentiation in forward and reverse modes on sparse matrix-valued computational graphs. It supports self-contained C-code generation and interfaces state-of-the-art codes such as SUNDIALS, IPOPT etc. It can be used from C++, Python or Matlab/Octave.
Robotics Library (RL) - The Robotics Library (RL) is a self-contained C++ library for rigid body kinematics and dynamics, motion planning, and control.
CppRobotics - Header-only C++ library for robotics, control, and path planning algorithms. Work in progress, contributions are welcome!
idyntree - Multibody Dynamics Library designed for Free Floating Robots
Colosseum - Open source simulator for autonomous robotics built on Unreal Engine with support for Unity
rbdl-orb - RBDL - Rigid Body Dynamics Library - ORB Version - The two main differences to the original rbdl is that this version has error handling and uses polymorphism for constraints
ANMS-Codes - Efficient adaptive non-maximal suppression algorithms for homogeneous spatial keypoint distribution
control-toolbox - The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
wyvern - Automatic conversion of call by value into call by need in the LLVM IR.
meshcat-python - WebGL-based 3D visualizer for Python
openvslam - OpenVSLAM: A Versatile Visual SLAM Framework