autograph

Machine Learning Library for Rust (by charles-r-earp)

Autograph Alternatives

Similar projects and alternatives to autograph

NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a better autograph alternative or higher similarity.

autograph reviews and mentions

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 2022-01-04.
  • Where to Learn Vulkan for parallel computation (with references to porting from CUDA)
    5 projects | /r/vulkan | 4 Jan 2022
    I'm working on a machine learning library https://github.com/charles-r-earp/autograph implemented in Rust that uses rust-gpu to compile Rust compute shaders to spirv, and then gfx_hal to target metal and dx12. Training performance is currently about 2x slower than pytorch (cuda) on my laptop but I've made significant progress recently and I am targeting 1.5x. While rust-gpu itself has it's own restrictions, it does support inline spirv assembly, which provides direct access to operations not provided in its std lib, thus it's lower level than GLSL. For example, it should be possible to target cuda tensor cores via cooperative matrix operations (I believe Metal supports these as well but this may not be implemented in spirv-cross and certainly isn't in naga). Once I have things a bit more stabilized I'd like to provide more examples, like porting from cuda / opencl, but I'm still figuring out patterns like how to work with 16 and 8 bit types in a nice and portable way.
  • autograph v0.1.0
    3 projects | /r/rust | 30 Oct 2021
    autograph v0.1.0
  • What's the current state of GPU compute in rust?
    6 projects | /r/rust | 20 Sep 2021
    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
    7 projects | /r/rust | 15 Jun 2021
    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?
    5 projects | /r/rust | 13 Feb 2021
    Maybe you'd be interested in checking out my library, https://github.com/charles-r-earp/autograph?
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Stats

Basic autograph repo stats
5
299
9.2
26 days ago

charles-r-earp/autograph is an open source project licensed under Apache License 2.0 which is an OSI approved license.

The primary programming language of autograph is Rust.


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