autograph
wgpu
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autograph | wgpu | |
---|---|---|
5 | 195 | |
299 | 10,910 | |
- | 4.7% | |
9.2 | 9.9 | |
28 days ago | 1 day ago | |
Rust | Rust | |
Apache License 2.0 | Apache License 2.0 |
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.
autograph
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Where to Learn Vulkan for parallel computation (with references to porting from CUDA)
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.
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autograph v0.1.0
autograph v0.1.0
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What's the current state of GPU compute in rust?
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.
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Announcing neuronika 0.1.0, a deep learning framework in Rust
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
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What do you think about a library that helps reducing the overhead of GPU programming, regarding ndimensional Arrays?
Maybe you'd be interested in checking out my library, https://github.com/charles-r-earp/autograph?
wgpu
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GPU Compute in the Browser at the Speed of Native: WebGPU Marching Cubes
Oh look it's subgroup support landing last week: https://github.com/gfx-rs/wgpu/pull/5301
- 3D and 2D: Testing out my cross-platform graphics engine
- Warp Terminal is now available for Linux
- Linux version of Warp terminal is here
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Building the DirectX shader compiler better than Microsoft?
And wgpu has been doing this for years. Things like descriptor indexing are not exposed to the web but used by Rust (mostly) engines on native.
https://wgpu.rs/
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New Renderers for GTK
If they used https://wgpu.rs/ they would get directx and metal for free (:
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Show HN: WebGPU Particles Simulation
IIRC it was delayed multiple times. I think the first intent to ship from chrome was before 100 but they kept pushing it off. Firefox still does not support it. There are projects like wgpu[0] that wrap provide a higher level API and I have used some projects using it with no issues. WFIW I didn't see any issue with OP's demo either.
[0] https://github.com/gfx-rs/wgpu
- Deno 1.39: The Return of WebGPU
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How do I become a graphics programmer? – A guide from AMD Game Engineering team
wgpu, the Rust WebGPU implementation is the bee's knees. https://wgpu.rs/ You can use it beyond the web.
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There is anything like wgpu.rs for Zig?
There is anything like wgpu.rs for Zig? wgpu.rs is an abstraction on top of Vulkan, Metal, DirectX, etc...
What are some alternatives?
neuronika - Tensors and dynamic neural networks in pure Rust.
vulkano - Safe and rich Rust wrapper around the Vulkan API
RustaCUDA - Rusty wrapper for the CUDA Driver API
tauri - Build smaller, faster, and more secure desktop applications with a web frontend.
petgraph - Graph data structure library for Rust.
glow - GL on Whatever: a set of bindings to run GL anywhere and avoid target-specific code
rust-gpu - 🐉 Making Rust a first-class language and ecosystem for GPU shaders 🚧
VkFFT - Vulkan/CUDA/HIP/OpenCL/Level Zero/Metal Fast Fourier Transform library
bevy - A refreshingly simple data-driven game engine built in Rust
juice - The Hacker's Machine Learning Engine
bgfx - Cross-platform, graphics API agnostic, "Bring Your Own Engine/Framework" style rendering library.