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The Top 23 Python Automatic Differentiation Open Source Projects

Open source projects categorized as Python Automatic Differentiation
Categories > Machine Learning > Automatic Differentiation
Tangent ⭐ 2,066
Source-to-Source Debuggable Derivatives in Pure Python
total releases 10most recent commit 4 years ago
Pennylane ⭐ 2,022
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 3 months agopypi PennyLane} Downloads
Pinocchio ⭐ 1,331
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15most recent commit 3 months agopypi pin} Downloads
Aesara ⭐ 1,122
Aesara is a Python library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays.
dependent packages 16total releases 74most recent commit 4 months agopypi aesara} Downloads
Pymanopt ⭐ 668
Python toolbox for optimization on Riemannian manifolds with support for automatic differentiation
most recent commit 4 months ago
Aerosandbox ⭐ 573
Aircraft design optimization made fast through modern automatic differentiation. Composable analysis tools for aerodynamics, propulsion, structures, trajectory design, and much more.
dependent packages 1total releases 161most recent commit 4 months agopypi AeroSandbox} Downloads
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14most recent commit 4 months agopypi torchopt} Downloads
Deep Learning From Scratch 3 ⭐ 426
『ゼロから作る Deep Learning ❸』(O'Reilly Japan, 2020)
most recent commit 3 years ago
Ott ⭐ 417
Optimal Transport tools implemented with the JAX framework, to get auto-diff, parallel and jit-able computations.
dependent packages 5total releases 40most recent commit 3 months agopypi ott-jax} Downloads
Betty ⭐ 316
Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization
total releases 9most recent commit 3 months ago
Theano_lstm ⭐ 309
🔬 Nano size Theano LSTM module
total releases 15most recent commit 7 years ago
Tensorlang ⭐ 303
Tensorlang, a differentiable programming language based on TensorFlow
most recent commit 6 years ago
Kayak ⭐ 231
Kayak is a library for automatic differentiation with applications to deep neural networks.
most recent commit 7 years ago
Tensorcircuit ⭐ 230
Tensor network based quantum software framework for the NISQ era
total releases 26most recent commit 3 months ago
Jaxfluids ⭐ 203
Differentiable Fluid Dynamics Package
most recent commit 4 months ago
Sinkhornautodiff ⭐ 178
Toolbox to integrate optimal transport loss functions using automatic differentiation and Sinkhorn's algorithm
most recent commit 6 years ago
Torchquad ⭐ 142
Numerical integration in arbitrary dimensions on the GPU using PyTorch / TF / JAX
total releases 6most recent commit 4 months ago
Jax_cosmo ⭐ 138
A differentiable cosmology library in JAX
dependent packages 1total releases 10most recent commit 8 months agopypi jax-cosmo} Downloads
Tensorflow Forward Ad ⭐ 130
Forward-mode Automatic Differentiation for TensorFlow
total releases 11most recent commit 6 years ago
Neograd ⭐ 117
A deep learning framework created from scratch with Python and NumPy
total releases 4most recent commit a year ago
Autoptim ⭐ 91
Automatic differentiation + optimization
most recent commit 5 years ago
Tensorgrad ⭐ 90
Differentiable Programming Tensor Networks
most recent commit 3 years ago
Autograd From Scratch ⭐ 82
Documented and Unit Tested educational Deep Learning framework with Autograd from scratch.
most recent commit 3 months ago
The 10 Most Depended On Python Automatic Differentiation Open Source Projects
Pinocchio ⭐ 1,331
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 3 months agopypi pin} Downloads
Num Dual ⭐ 39
Generalized (hyper-) dual numbers in rust
dependent packages 8total releases 14latest release October 20, 2023most recent commit 6 months agocargo num-dual} Downloads
Ott ⭐ 417
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 3 months agopypi ott-jax} Downloads
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 4 months agopypi torchopt} Downloads
Jax_cosmo ⭐ 138
A differentiable cosmology library in JAX
dependent packages 1total releases 10latest release January 20, 2022most recent commit 8 months agopypi jax-cosmo} Downloads
Pennylane Rigetti ⭐ 35
This PennyLane plugin allows the Rigetti Forest QPUs, QVM, and wavefunction simulator to optimize quantum circuits.
dependent packages 1total releases 5latest release October 30, 2023most recent commit 3 months agopypi PennyLane-Rigetti} Downloads
Tensortrax ⭐ 5
Math on (Hyper-Dual) Tensors with Trailing Axes
dependent packages 1total releases 57latest release October 03, 2023most recent commit 7 months agopypi tensortrax} Downloads
The 10 Latest Releases In Python Automatic Differentiation Open Source Projects
Pinocchio ⭐ 1,331
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 3 months agopypi pin} Downloads
Jax_fdm ⭐ 74
Auto-differentiable and hardware-accelerated force density method
total releases 20latest release November 23, 2023most recent commit 5 months ago
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 4 months agopypi torchopt} Downloads
Catalyst ⭐ 75
A JIT compiler for hybrid quantum programs in PennyLane
total releases 8latest release November 08, 2023most recent commit 3 months ago
Pennylane Rigetti ⭐ 35
This PennyLane plugin allows the Rigetti Forest QPUs, QVM, and wavefunction simulator to optimize quantum circuits.
dependent packages 1total releases 5latest release October 30, 2023most recent commit 3 months agopypi PennyLane-Rigetti} Downloads
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