Top 16 differentiable-programming Open-Source Projects

• taichi

  39 25,591 7.9 C++

  Productive, portable, and performant GPU programming in Python.

  

  Project mention: Taichi: Productive, portable, and performant GPU programming in Python | news.ycombinator.com | 2024-08-20

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• difftaichi

  3 2,473 3.7

  10 differentiable physical simulators built with Taichi differentiable programming (DiffTaichi, ICLR 2020)

  

• Enzyme

  16 1,295 9.7 LLVM

  High-performance automatic differentiation of LLVM and MLIR. (by EnzymeAD)

  

• symbolicai

  3 989 9.4 Python

  Compositional Differentiable Programming Library

  

  Project mention: Ask HN: Running LLMs Locally | news.ycombinator.com | 2024-05-15

  The “around” part of your question hints that you may want to see the range of options possible with LangChain. I’d recommend the description of what Symbolic AI aims to support:

  https://github.com/ExtensityAI/symbolicai?tab=readme-ov-file...

  I think what you’ll find is that some applications are very capable locally, like Whisper.

  A lot of plugins expect to work with the llama.cpp family. Nowadays, that’s HuggingFace TGI: https://huggingface.co/blog/tgi-messages-api

  So your application could speak OpenAI api, and you’d run HuggingFace TGI on your hardware for testing and comparison.

• jaxopt

  1 939 5.0 Python

  Hardware accelerated, batchable and differentiable optimizers in JAX.

  

• NextFace

  1 705 2.9 Jupyter Notebook

  A high-fidelity 3D face reconstruction library from monocular RGB image(s)

• torchopt

  1 554 5.7 Python

  TorchOpt is an efficient library for differentiable optimization built upon PyTorch.

  

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• kotlingrad

  3 530 3.1 Kotlin

  🧩 Shape-Safe Symbolic Differentiation with Algebraic Data Types

• Enzyme.jl

  10 461 9.8 Julia

  Julia bindings for the Enzyme automatic differentiator

  

• jax-fem

  1 307 7.9 Python

  Differentiable Finite Element Method with JAX

  

  Project mention: Jax-FEM: A differentiable GPU-accelerated 3D FEM solver | news.ycombinator.com | 2024-07-31

• PyNeuraLogic

  7 283 8.3 Python

  PyNeuraLogic lets you use Python to create Differentiable Logic Programs

• RayTracer.jl

  1 150 0.0 Julia

  Differentiable RayTracing in Julia

• NBodySimulator.jl

  2 130 5.3 Julia

  A differentiable simulator for scientific machine learning (SciML) with N-body problems, including astrophysical and molecular dynamics

  

• cocp

  1 80 10.0 Jupyter Notebook

  Source code for the examples accompanying the paper "Learning convex optimization control policies."

  

• TemporalSetInversion

  1 13 5.3 C++

  Reference implementation for "Temporal Set Inversion for Animated Implicits" (SIGGRAPH 2023)

• deltaflow

  1 10 3.2 Python

  A GPU-accelerated differentiable fluid simulator written in JAX.

• SaaSHub

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differentiable-programming related posts

• Taichi: Productive, portable, and performant GPU programming in Python

  1 project | news.ycombinator.com | 20 Aug 2024

• Ask HN: Running LLMs Locally

  2 projects | news.ycombinator.com | 15 May 2024

• Taichi: Accessible GPU programming, embedded in Python

  1 project | news.ycombinator.com | 11 Mar 2024

• Show HN: Designing Bridges with PyTorch

  4 projects | news.ycombinator.com | 11 Jan 2024

• Show HN: SymbolicAI

  2 projects | news.ycombinator.com | 4 Aug 2023

• Taichi v1.5.0 Released! See what's new👇

  1 project | /r/taichi_lang | 17 Apr 2023

• You Don't Know Jax

  1 project | news.ycombinator.com | 1 Mar 2023
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