webgpu-blas
pygfx
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| webgpu-blas | pygfx | |
|---|---|---|
| 3 | 3 | |
| 97 | 352 | |
| - | 4.0% | |
| 4.8 | 8.8 | |
| 3 months ago | 4 days ago | |
| TypeScript | Python | |
| MIT License | BSD 2-clause "Simplified" License |
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webgpu-blas
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Chrome Ships WebGPU
Looks like no -- there appears to be no tensor core or similar support and this SGEMM (fp32 matrix multiply) benchmark gets awful results (my laptop gets 330gflops on this when it should be capable of 13000 gflops).
https://github.com/milhidaka/webgpu-blas
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Modern JavaScript:Everything you missed over the last 10 years(ECMAScript 2020)
I think you will be interested to read this article about the future of data programming in JavaScript (http://benschmidt.org/post/2020-01-15/2020-01-15-webgpu/).
I do think that this kind of thing will be able to be built on top of WebGPU (I saw this experimental POC that did so recently: https://github.com/milhidaka/webgpu-blas). The only issue is that since JavaScript doesn't support operator overloading, the code might be a little less readable.
- JavaScript for Data Science
pygfx
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Emerging Rust GUI libraries in a WASM world
https://github.com/kushalkolar/fastplotlib
Alternatively, try pygfx for ThreeJS graphics in Python leveraging wgpu. It works great in Notebooks through notebook-rfb. https://github.com/pygfx/pygfx
If you're adventurous, figure out how to make pygfx work with webgpu via wasm
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Chrome Ships WebGPU
FYI you can already use webgpu directly in python, see https://github.com/pygfx/wgpu-py for webgpu wrappers and https://github.com/pygfx/pygfx for a more high level graphics library
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Extending Python with Rust
Rather than using matplotlib, you could try either pygfx (https://github.com/pygfx/pygfx) or fastplotlib (https://github.com/kushalkolar/fastplotlib) to make higher performance graphics using Python.
However, it won't solve your problem of Python not being fast enough doing the calculations.
What are some alternatives?
numjs - Like NumPy, in JavaScript
SHA256-WebGPU - Implementation of sha256 in WGSL
Material UI - Ready-to-use foundational React components, free forever. It includes Material UI, which implements Google's Material Design.
numexpr - Fast numerical array expression evaluator for Python, NumPy, Pandas, PyTables and more
graphics_wgpu
wgpu-mm
vswhere - Locate Visual Studio 2017 and newer installations
next-auth - Authentication for the Web.
fastplotlib - Next-gen fast plotting library running on WGPU using the pygfx rendering engine
icpts - TypeScript implementation of iterative closest point (ICP) for point cloud registration
three.py - Python 3D library based on three.js and Modern OpenGL