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Top 16 symbolic-computation Open-Source Projects
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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
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aesara
Aesara is a Python library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays.
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Metatheory.jl
General purpose algebraic metaprogramming and symbolic computation library for the Julia programming language: E-Graphs & equality saturation, term rewriting and more.
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HashedExpression
Type-safe modelling DSL, symbolic transformation, and code generation for solving optimization problems.
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reduce-algebra
reduce-algebra: a portable general-purpose computer algebra system, automatically mirrored from https://svn.code.sf.net/p/reduce-algebra/code/. Please visit the REDUCE Homepage, https://reduce-algebra.sourceforge.io/, to report any bugs or request assistance.
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You might find this library interesting: https://github.com/symforce-org/symforce
Project mention: Symbolicregression.jl – High-Performance Symbolic Regression in Julia and Python | news.ycombinator.com | 2023-07-15
But it's integration functionalities are less advanced and comprehensive than those of Fricas. Interestingly, the latter is, like Maxima, implemented using Lisp and stems from a ancient software lineage. Both systems are free and open-source.
Fricas home page: http://fricas.github.io
Some independent integration benchmarks, comparing multiple computer algebra systems: https://www.12000.org/my_notes/CAS_integration_tests/index.h...
Project mention: Kanren: An extensible, lightweight relational/logic programming DSL in Python | news.ycombinator.com | 2024-02-03
Project mention: Check out qiskit-symb: a new Python package for symbolic quantum computation in Qiskit! | /r/u_No_Membership8823 | 2023-06-21
NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
symbolic-computation related posts
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Kanren: An extensible, lightweight relational/logic programming DSL in Python
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FriCAS – an advanced computer algebra system
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Maxima: A computer algebra system written in Common Lisp
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Do Simpler Machine Learning Models Exist and How Can We Find Them?
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A linear algebra compiler in common lisp
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Strategies for doing symbolic integration algorithmically
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[ANN] E-graphs and equality saturation: hegg 0.1
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A note from our sponsor - InfluxDB
www.influxdata.com | 12 May 2024
Index
What are some of the best open-source symbolic-computation projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | symforce | 1,349 |
| 2 | ModelingToolkit.jl | 1,363 |
| 3 | aesara | 1,163 |
| 4 | DeepLearning.scala | 764 |
| 5 | SymbolicRegression.jl | 539 |
| 6 | Metatheory.jl | 334 |
| 7 | fricas | 290 |
| 8 | kanren | 157 |
| 9 | MethodOfLines.jl | 149 |
| 10 | mathiu.cpp | 75 |
| 11 | Symbolica | 60 |
| 12 | zhetapi | 47 |
| 13 | HashedExpression | 42 |
| 14 | reduce-algebra | 30 |
| 15 | qiskit-symb | 22 |
| 16 | polycalc | 12 |
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