julia VS jax

Compare julia vs jax and see what are their differences.

jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more (by google)
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julia jax
350 82
44,317 27,509
0.8% 3.8%
10.0 10.0
1 day ago 1 day ago
Julia Python
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.

julia

Posts with mentions or reviews of julia. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-06.

jax

Posts with mentions or reviews of jax. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-22.

What are some alternatives?

When comparing julia and jax you can also consider the following projects:

Numba - NumPy aware dynamic Python compiler using LLVM

functorch - functorch is JAX-like composable function transforms for PyTorch.

NetworkX - Network Analysis in Python

Lua - Lua is a powerful, efficient, lightweight, embeddable scripting language. It supports procedural programming, object-oriented programming, functional programming, data-driven programming, and data description.

Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration

rust-numpy - PyO3-based Rust bindings of the NumPy C-API

Cython - The most widely used Python to C compiler

F# - Please file issues or pull requests here: https://github.com/dotnet/fsharp

StaticCompiler.jl - Compiles Julia code to a standalone library (experimental)

jax-windows-builder - A community supported Windows build for jax.

Nim - Nim is a statically typed compiled systems programming language. It combines successful concepts from mature languages like Python, Ada and Modula. Its design focuses on efficiency, expressiveness, and elegance (in that order of priority).