shumai
Brain.js
| shumai | Brain.js | |
|---|---|---|
| 15 | 13 | |
| 1,122 | 14,195 | |
| 0.2% | 0.3% | |
| 2.2 | 5.7 | |
| 9 months ago | 2 months ago | |
| TypeScript | TypeScript | |
| MIT License | MIT License |
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shumai
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PyTorch Primitives in WebGPU for the Browser
https://github.com/tensorflow/tfjs/tree/master/tfjs-backend-...
([...], tflite-support, tflite-micro)
From facebookresearch/shumai (a JS tensor library) https://github.com/facebookresearch/shumai/issues/122 :
> It doesn't make sense to support anything besides WebGPU at this point. WASM + SIMD is around 15-20x slower on my machine[1]. Although WebGL is more widely supported today, it doesn't have the compute features needed for efficient modern ML (transformers etc) and will likely be a deprecated backend for other frameworks when WebGPU comes online.
tensorflow rust has a struct.Tensor:
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Why do people curse JS so much, but also say it's better than Python
JS for ML actually does exist https://github.com/facebookresearch/shumai
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Breaking Up with Python
> It's really a shame that data science, ML, and notebooks are so wrapped up in it. Otherwise we could jettison the whole thing into space
Although I personally feel Python has its place, I contribute to a project that hopes to diversify the ML/scientific computing space with a TypeScript tensor lib called Shumai: https://github.com/facebookresearch/shumai
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Tinygrad: A simple and powerful neural network framework
Doesn’t really matter for large batch/large model training on GPUs that don’t need much coordination.
But Python speed is one of the main motivations for a JS/TS based ML lib I’m working on: https://github.com/facebookresearch/shumai
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[D] Using JavaScript for ML Training/Research (not in the browser)
As a hedge against CPython never becoming fast, we're creating a project called Shumai that attempts to deeply integrate with a new JavaScript runtime (Bun[3]).
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Python 3.11 is much faster than 3.8
You can expose objects. Here's how it is done in Bun: https://github.com/facebookresearch/shumai/blob/main/shumai/...
We've been using this feature heavily in Shumai.
I think you are vastly overestimating the complexity associated with this (user exposed ref-counting/garbage collection) and may not be totally up to date on what's implemented.
- Shumai: Fast Differentiable Tensor Library in TypeScript with Bun and Flashlight
- Shumai: A fast differentiable tensor library for research in TypeScript and JavaScript
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7% Speedup from Switch to and
This thought is pretty much the exact motivation behind a recent effort I’m helping out with https://github.com/facebookresearch/shumai
Brain.js
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JavaScript Libraries for Implementing Trendy Technologies in Web Apps in 2024
Brain.js
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Gotta consider every possibility
One, Two, Three, and so on. ANYone does use JS for machine learning. Though that's unconventional, python is by far the leading language for ML. Maybe you meant to say "EVERYone"?
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Building a Basic Neural Network with Brain.js
for more details please check brain.js official documentation.
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Why do people curse JS so much, but also say it's better than Python
Brain.js: This is a library for training and deploying neural networks in JavaScript. It provides a simple and flexible API for building feedforward and recurrent networks.
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Picking a programming language
Next comes machine learning: thought you'd use python for that? Tensorflow? Wrong. You use brain.js for that. 😎
- Brain.js: GPU Accelerated Neural Networks in JavaScript
- Brain.js: GPU accelerated Neural networks in JavaScript (for Browsers and Node.js)
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Top 5 JavaScript Libraries for Machine Learning, Deep Learning
Brain.js
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Node.js Packages and Resources
Brain.js - Machine-learning framework.
What are some alternatives?
rosettaboy - A gameboy emulator in several different languages
Bitcoin - Bitcoin Core integration/staging tree
jittor - Jittor is a high-performance deep learning framework based on JIT compiling and meta-operators.
Cytoscape.js - Graph theory (network) library for visualisation and analysis
openpilot - openpilot is an open source driver assistance system. openpilot performs the functions of Automated Lane Centering and Adaptive Cruise Control for 250+ supported car makes and models.
turf - A modular geospatial engine written in JavaScript and TypeScript
devdocs - API Documentation Browser
nsfwjs - NSFW detection on the client-side via TensorFlow.js
FrameworkBenchmarks - Source for the TechEmpower Framework Benchmarks project
ipfs - IPFS implementation in JavaScript
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration
js-git - A JavaScript implementation of Git.