FrechetDiff.jl
FrechetDiff is an experimental Julia package for automatic differentiation (AD). (by cafaxo)
oxide-enzyme
Enzyme integration into Rust. Experimental, do not use. (by EnzymeAD)
| FrechetDiff.jl | oxide-enzyme | |
|---|---|---|
| 1 | 4 | |
| 0 | 102 | |
| - | - | |
| 0.0 | 2.9 | |
| about 3 years ago | about 1 year ago | |
| Julia | Rust | |
| MIT License | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
FrechetDiff.jl
Posts with mentions or reviews of FrechetDiff.jl.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-11-30.
oxide-enzyme
Posts with mentions or reviews of oxide-enzyme.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2021-12-11.
-
Enzyme: towards state-of-the-art AutoDiff in Rust
Afterwards, you can have a look at https://github.com/rust-ml/oxide-enzyme, where I published some toy examples. The current approach has a lot of limitations, mostly due to using the ffi / c-abi to link the generated functions. @bytesnake and I are already looking at an alternative implementation which should solve most, if not all issues. For the meantime, we hope that this already helps those who want to do some early testing. This link might also help you to understand the Rust frontend a bit better. I will add a larger blog post once oxide-enzyme is ready to be published on crates.io.
- Oxide-Enzyme: Integrating LLVM's Static Automatic Differentiation Plugin
- Julia 1.7 has been released
What are some alternatives?
When comparing FrechetDiff.jl and oxide-enzyme you can also consider the following projects:
Infiltrator.jl - No-overhead breakpoints in Julia
DiffEqOperators.jl - Linear operators for discretizations of differential equations and scientific machine learning (SciML)
Diffractor.jl - Next-generation AD
Enzyme - High-performance automatic differentiation of LLVM and MLIR.
mujoco - Multi-Joint dynamics with Contact. A general purpose physics simulator.