Top 14 differentiable-programming Open-Source Projects

• taichi

  36 24,760 9.1 C++

  Productive, portable, and performant GPU programming in Python.

  

Project mention: This Week In Python | dev.to | 2024-03-17

taichi – Productive, portable, and performant GPU programming in Python

• difftaichi

  3 2,396 3.7

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

  

• InfluxDB

  www.influxdata.com sponsored

  Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  

• Enzyme

  16 1,157 9.7 LLVM

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

  

Project mention: Show HN: Curve Fitting Bezier Curves in WASM with Enzyme Ad | news.ycombinator.com | 2023-10-13

Automatic differentiation is done using https://enzyme.mit.edu/

• jaxopt

  1 888 7.8 Python

  Hardware accelerated, batchable and differentiable optimizers in JAX.

  

• symbolicai

  2 884 9.6 Python

  Compositional Differentiable Programming Library

  

Project mention: Show HN: SymbolicAI | news.ycombinator.com | 2023-08-04

• NextFace

  1 671 2.9 Jupyter Notebook

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

• kotlingrad

  3 508 3.8 Kotlin

  🧩 Shape-Safe Symbolic Differentiation with Algebraic Data Types

• WorkOS

  workos.com sponsored

  The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  

• torchopt

  1 496 7.1 Python

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

  

• Enzyme.jl

  10 401 9.5 Julia

  Julia bindings for the Enzyme automatic differentiator

  

• PyNeuraLogic

  7 267 7.7 Python

  PyNeuraLogic lets you use Python to create Differentiable Logic Programs

• RayTracer.jl

  1 144 0.0 Julia

  Differentiable RayTracing in Julia

• NBodySimulator.jl

  2 124 4.9 Julia

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

  

• cocp

  1 75 10.0 Jupyter Notebook

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

  

Project mention: GPT can tune your PID/LQR controllers | /r/ControlTheory | 2023-06-22

I agree and I think I may be able to do what you propose (using COCP). Will share results once I get some. In general I think GPT can be really powerful in translating human feedback in cost functions and constraints for optimization problems.

• deltaflow

  1 10 3.2 Python

  A GPU-accelerated differentiable fluid simulator written in JAX.

• SaaSHub

  www.saashub.com sponsored

  SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

  

differentiable-programming related posts

• 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
• How can I get into this type of animation with programming?
  1 project | /r/programming | 15 Feb 2023
• Taichi v1.4.0 released!
  1 project | /r/taichi_lang | 18 Jan 2023
• A note from our sponsor - SaaSHub
  www.saashub.com | 27 Apr 2024

  SaaSHub helps you find the best software and product alternatives Learn more →

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