symbolic
A Symbolic Package for Octave using SymPy (by gnu-octave)
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. (by casadi)
symbolic | casadi | |
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3 | 4 | |
147 | 1,560 | |
2.7% | 1.7% | |
8.4 | 9.3 | |
2 months ago | 1 day ago | |
MATLAB | C++ | |
GNU General Public License v3.0 only | GNU Lesser General Public License v3.0 only |
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.
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.
symbolic
Posts with mentions or reviews of symbolic.
We have used some of these posts to build our list of alternatives
and similar projects.
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Determining Path to Python
https://stackoverflow.com/questions/62154145/error-python-ipc-popen2-undefined-near-line-62-column-15-when-running-octave and https://github.com/cbm755/octsympy/issues/424 seems really similar to the problem you're having.
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Octave Symbolic package error
I'm experiencing issues with the octave symbolic package very similar to those found here. This issue seems to have been fixed and merged here.
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Octave won't let me install symbolic package
I used this link (https://github.com/cbm755/octsympy/releases) to download the bundle package. After downloading, I put them in the same directory and typed "pkg install symbolic-win-py-bundle-2.9.0.tar.gz" in the command prompt in octave as the directions said and this error message came up:
casadi
Posts with mentions or reviews of casadi.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-09-05.
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pyomo VS casadi - a user suggested alternative
2 projects | 5 Sep 2023
Interface for several solvers and integrators.
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(Direct) Collocation in (Time) Optimal Control
Howdy! Collocation methods can be... tricky. For NMPC control of vehicles, success has been had using direct multiple shooting. Also easier to implement and more intuitive. In fact, this example from the GH is pretty instructive: https://github.com/casadi/casadi/blob/master/docs/examples/python/race_car.py
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Are there any optimization libraries/packages that use automatic differentiation?
JuMP.jl (Julia) or casADi (Python) are good choices.
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Should I switch over completely to Julia from Python for numerical analysis/computing?
Python is not mature in this area. If you ask Google what Simulink for Python is, you get responses that point to dead libraries that were never feature complete and slow. The absolute closest is CASADI which is nice for some things but doesn't even have a true causal modeling interface and is mostly abandoned by the developers (they put a patch in every now and then, but just look at the commit graph), and it's slow compared to the Julia tools, so much so that PyBAMM is interfacing with ModelingToolkit.jl in Julia for a performance boost. Python is not the place to be for causal/acausal modeling or controls. Anyone who is saying "Python is mature" here is saying it in the abstract and not in the context of your actual question. Yes, Python has web development frameworks. No it does not have good libraries for tons of areas (control, acausal modeling, pharmacometrics, etc.).
What are some alternatives?
When comparing symbolic and casadi you can also consider the following projects:
cocalc - CoCalc: Collaborative Calculation in the Cloud
ceres-solver - A large scale non-linear optimization library