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The Top 23 Automatic Differentiation Open Source Projects

Open source projects categorized as Automatic Differentiation
Categories > Machine Learning > Automatic Differentiation
Jax ⭐ 25,783
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
dependent packages 740total releases 154most recent commit 14 hours agopypi jax} Downloads
Ggml ⭐ 7,991
Tensor library for machine learning
most recent commit a day ago
Gorgonia ⭐ 5,174
Gorgonia is a library that helps facilitate machine learning in Go.
dependent packages 18total releases 52most recent commit 5 days ago
Mindspore ⭐ 3,612
MindSpore is a new open source deep learning training/inference framework that could be used for mobile, edge and cloud scenarios.
most recent commit 4 months ago
Tangent ⭐ 2,066
Source-to-Source Debuggable Derivatives in Pure Python
total releases 10most recent commit 3 years ago
Pennylane ⭐ 1,987
PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network.
dependent packages 54total releases 46most recent commit 16 hours agopypi PennyLane} Downloads
Spago ⭐ 1,613
Self-contained Machine Learning and Natural Language Processing library in Go
dependent packages 9total releases 35most recent commit a month ago
Autodiff ⭐ 1,404
automatic differentiation made easier for C++
dependent packages 1total releases 25most recent commit 17 days ago
Zygote.jl ⭐ 1,394
21st century AD
most recent commit 20 days ago
Effectivepytorch ⭐ 1,321
PyTorch tutorials and best practices.
most recent commit 2 years ago
Pinocchio ⭐ 1,275
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15most recent commit 4 days agopypi pin} Downloads
Arraymancer ⭐ 1,159
A fast, ergonomic and portable tensor library in Nim with a deep learning focus for CPU, GPU and embedded devices via OpenMP, Cuda and OpenCL backends
most recent commit a month ago
Owl ⭐ 1,118
Owl - OCaml Scientific Computing @ http://ocaml.xyz
most recent commit 24 days ago
Aesara ⭐ 1,107
Aesara is a Python library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays.
dependent packages 16total releases 74most recent commit 6 days agopypi aesara} Downloads
Enzyme ⭐ 1,066
High-performance automatic differentiation of LLVM and MLIR.
most recent commit 2 days ago
Control Toolbox ⭐ 838
The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
most recent commit 2 years ago
Forwarddiff.jl ⭐ 824
Forward Mode Automatic Differentiation for Julia
most recent commit 2 months ago
Deeplearning.scala ⭐ 759
A simple library for creating complex neural networks
dependent packages 9total releases 15most recent commit 2 years ago
Math ⭐ 689
The Stan Math Library is a C++ template library for automatic differentiation of any order using forward, reverse, and mixed modes. It includes a range of built-in functions for probabilistic modeling, linear algebra, and equation solving.
most recent commit 11 hours ago
Optim ⭐ 668
OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions
most recent commit 5 months ago
Pymanopt ⭐ 642
Python toolbox for optimization on Riemannian manifolds with support for automatic differentiation
most recent commit 2 months ago
Optimization.jl ⭐ 581
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.
most recent commit a day ago
Tullio.jl ⭐ 559
⅀
most recent commit a month ago
The 10 Most Depended On Automatic Differentiation Open Source Projects
Jax ⭐ 25,783
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
dependent packages 740total releases 154latest release November 02, 2023most recent commit 14 hours agopypi jax} Downloads
Gorgonia ⭐ 5,174
Gorgonia is a library that helps facilitate machine learning in Go.
dependent packages 18total releases 52latest release March 28, 2022most recent commit 5 days ago
Pinocchio ⭐ 1,275
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15latest release November 28, 2023most recent commit 4 days agopypi pin} Downloads
Deeplearning.scala ⭐ 759
A simple library for creating complex neural networks
dependent packages 9total releases 15latest release May 24, 2018most recent commit 2 years ago
Spago ⭐ 1,613
Self-contained Machine Learning and Natural Language Processing library in Go
dependent packages 9total releases 35latest release October 30, 2023most recent commit a month ago
Ott ⭐ 398
Optimal Transport tools implemented with the JAX framework, to get auto-diff, parallel and jit-able computations.
dependent packages 5total releases 40latest release September 08, 2023most recent commit 4 days agopypi ott-jax} Downloads
Torchopt ⭐ 437
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 24 days agopypi torchopt} Downloads
Jax_cosmo ⭐ 138
A differentiable cosmology library in JAX
dependent packages 1total releases 10latest release January 20, 2022most recent commit 4 months agopypi jax-cosmo} Downloads
The 10 Latest Releases In Automatic Differentiation Open Source Projects
Pinocchio ⭐ 1,275
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15latest release November 28, 2023most recent commit 4 days agopypi pin} Downloads
Jax_fdm ⭐ 74
Auto-differentiable and hardware-accelerated force density method
total releases 20latest release November 23, 2023most recent commit a day ago
Torchopt ⭐ 437
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 24 days agopypi torchopt} Downloads
Jax ⭐ 25,783
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
dependent packages 740total releases 154latest release November 02, 2023most recent commit 14 hours agopypi jax} Downloads
Spago ⭐ 1,613
Self-contained Machine Learning and Natural Language Processing library in Go
dependent packages 9total releases 35latest release October 30, 2023most recent commit a month ago
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