natural
shumai
Our great sponsors
| natural | shumai | |
|---|---|---|
| 4 | 15 | |
| 10,477 | 1,122 | |
| 0.4% | 0.3% | |
| 8.2 | 2.2 | |
| 12 days ago | 9 months ago | |
| JavaScript | TypeScript | |
| MIT License | MIT License |
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.
natural
-
Categorize scraped products by using their title and/or description
I was now playing around with some NLP libraries. Like with Natural I tried to use this BayesianCalssifier()(See here) and then train it with the categories, series, and expansions. Same as above, sometimes works, sometimes no.
-
Why do people curse JS so much, but also say it's better than Python
Natural: This is a library for natural language processing in JavaScript. It provides a wide range of functionality for tasks such as tokenization, stemming, and sentiment analysis.
-
Site that tracks player mentions in /r/FantasyPL (with sentiment)
I used this one: https://www.npmjs.com/package/natural
-
Programming for Art
These are just a few examples of all the awesome libraries in the JavaScript ecosystem that can help you create art and express your creativity. There are a lot more examples, such as Phaser.js for creating games, howler.js for working with audio, natural for natural language processing, etc.
shumai
-
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:
-
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
-
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
-
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
-
[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]).
-
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
-
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
What are some alternatives?
nlp.js - An NLP library for building bots, with entity extraction, sentiment analysis, automatic language identify, and so more
rosettaboy - A gameboy emulator in several different languages
Brain.js - Simple feed-forward neural network in JavaScript
jittor - Jittor is a high-performance deep learning framework based on JIT compiling and meta-operators.
franc - Natural language detection
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.
retext - natural language processor powered by plugins part of the @unifiedjs collective
devdocs - API Documentation Browser
Tesseract.js - Pure Javascript OCR for more than 100 Languages 📖🎉🖥
FrameworkBenchmarks - Source for the TechEmpower Framework Benchmarks project
leven - Measure the difference between two strings with the fastest JS implementation of the Levenshtein distance algorithm
Pytorch - Tensors and Dynamic neural networks in Python with strong GPU acceleration