rust-gpu VS autograph

Compare rust-gpu vs autograph and see what are their differences.

rust-gpu

🐉 Making Rust a first-class language and ecosystem for GPU code 🚧 (by EmbarkStudios)

autograph

Machine Learning Library for Rust (by charles-r-earp)
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rust-gpu autograph
19 3
3,696 135
3.6% -
9.5 9.0
7 days ago 7 days ago
Rust Rust
GNU General Public License v3.0 or later GNU General Public License v3.0 or later
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.

rust-gpu

Posts with mentions or reviews of rust-gpu. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-10-04.
  • What's everyone working on this week (40/2021)?
    reddit.com/r/rust | 2021-10-04
    Another aspect of writing code for GPUs are the shaders, the code that gets executed in the GPU. These can be written in CUDA C (for CUDA), OpenCL C (for OpenCL), GLSL (if using graphic/compute APIs such as OpenGL), etc. Rust can be used for this purpose too, thanks to rust-gpu, but it is a bit more complex to get started.
  • Unified Shader Programming in C++
    news.ycombinator.com | 2021-10-03
    Rust also has this, from what I understand:

      https://github.com/EmbarkStudios/rust-gpu
  • Is there a crate for CPU/GPU agnostic code in Rust (like Kokkos for C++)
    reddit.com/r/rust | 2021-09-29
  • What's the current state of GPU compute in rust?
    reddit.com/r/rust | 2021-09-20
    Working on autograph, for machine learning and neural networks. Unlike CUDA / HIP it's threadsafe, but doesn't expose low level things like multiple streams. Most of the shaders are glsl but I'm now using rust_gpu for pure rust gpu code.
  • I wanted to share my experience of Rust as a deep learning researcher
    reddit.com/r/rust | 2021-09-01
    For this, I'm hoping these folks will nail it soon https://github.com/EmbarkStudios/rust-gpu
  • Man, building a game sure takes a long time
    reddit.com/r/gamedev | 2021-07-07
    That's a good point. I'm interested in projects like Rust GPU for this sort of thing. Should make it easy enough to actually unit test your shaders.
  • 32bit indexing in 64bit again - GPUs
    reddit.com/r/rust | 2021-06-28
    Proposing a function like std::index_32, to improve a performance problem which may or may not exist, on a class of platforms which aren't supported (and on which Rust currently barely compiles), because Rust might become popular on those platforms in the future... you could try it, but I think your proposal would have a very low chance of being accepted. The starting point is here.
  • Announcing neuronika 0.1.0, a deep learning framework in Rust
    reddit.com/r/rust | 2021-06-15
    there is the rust-gpu effort, an alternative to OpenCL https://github.com/EmbarkStudios/rust-gpu
  • Is cuda all written in C++ why not RUST?
    reddit.com/r/CUDA | 2021-06-04
  • Rust-GPU: Making Rust a first-class language and ecosystem for GPU code
    news.ycombinator.com | 2021-06-04

autograph

Posts with mentions or reviews of autograph. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2021-09-20.
  • What's the current state of GPU compute in rust?
    reddit.com/r/rust | 2021-09-20
    Working on autograph, for machine learning and neural networks. Unlike CUDA / HIP it's threadsafe, but doesn't expose low level things like multiple streams. Most of the shaders are glsl but I'm now using rust_gpu for pure rust gpu code.
  • Announcing neuronika 0.1.0, a deep learning framework in Rust
    reddit.com/r/rust | 2021-06-15
    Maybe not for learning but as inspiration I have to plug this amazing effort for ML with (vulkan) shaders: https://github.com/charles-r-earp/autograph
  • What do you think about a library that helps reducing the overhead of GPU programming, regarding ndimensional Arrays?
    reddit.com/r/rust | 2021-02-13
    Maybe you'd be interested in checking out my library, https://github.com/charles-r-earp/autograph?

What are some alternatives?

When comparing rust-gpu and autograph you can also consider the following projects:

are-we-learning-yet - How ready is Rust for Machine Learning?

wgpu-rs - Rust bindings to wgpu native library

neuronika - Tensors and dynamic neural networks in pure Rust.

wgpu - Safe and portable GPU abstraction in Rust, implementing WebGPU API.

crates.io - Source code for crates.io

DirectXShaderCompiler - This repo hosts the source for the DirectX Shader Compiler which is based on LLVM/Clang.

hash-shader - SHA256 Compute Shader (Kernel) Written in Rust

conan-center-index - Recipes for the ConanCenter repository

blub - 3D fluid simulation experiments in Rust, using WebGPU-rs (WIP)