Synapses
WebDNN
Synapses | WebDNN | |
---|---|---|
1 | 3 | |
68 | 1,970 | |
- | 0.0% | |
0.0 | 0.0 | |
over 2 years ago | about 1 year ago | |
Elixir | TypeScript | |
MIT License | MIT License |
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Synapses
WebDNN
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I want to talk about WebGPU
I haven't tried it myself, but it looks like several are already looking at implementing machine learning with WebGPU, and that this is one of the goals of WebGPU. Some info I found:
* "WebGPU powered machine learning in the browser with Apache TVM" - https://octoml.ai/blog/webgpu-powered-machine-learning-in-th...
* "Fastest DNN Execution Framework on Web Browser" https://mil-tokyo.github.io/webdnn/
* "Google builds WebGPU into Chrome to speed up rendering and AI tasks" https://siliconangle.com/2023/04/07/google-builds-webgpu-chr...
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Get started with GPU Compute on the web
I think WebDNN[0] is working on enabling this sort of thing using WebGPU compute as a backend, but no experience with ML myself sorry. I do think WebGPU's compute API would be sufficient for ML inference, but can't say for sure.
[0] https://mil-tokyo.github.io/webdnn/
- webdnn: the fastest DNN running framework on Web Browser
What are some alternatives?
m2cgen - Transform ML models into a native code (Java, C, Python, Go, JavaScript, Visual Basic, C#, R, PowerShell, PHP, Dart, Haskell, Ruby, F#, Rust) with zero dependencies
Keras.js - Run Keras models in the browser, with GPU support using WebGL
ML.NET - ML.NET is an open source and cross-platform machine learning framework for .NET.
Synaptic.js - architecture-free neural network library for node.js and the browser
Brain.js - Simple feed-forward neural network in JavaScript
deeplearn.js
Breeze - Breeze is a numerical processing library for Scala.
Dannjs - Easy to use Deep Neural Network Library for JavaScript.
neurojs - A JavaScript deep learning and reinforcement learning library.