Transformers.js

1. transformers.js

   1 33 13,405 9.6 JavaScript

   State-of-the-art Machine Learning for the web. Run 🤗 Transformers directly in your browser, with no need for a server!

   

   As shown in the demo video (on GitHub [1], or Twitter [2]), you do get that result sometimes (with randomness)

   Using greedy sampling (sample=false and top_k=0) you get "Bonjour, comment êtes-vous?", which appears to be a very direct translation.

   As mentioned in one of my previous comments, these inaccuracies also occur in the PyTorch models, and so, it's not the library's fault :')

   [1] https://github.com/xenova/transformers.js

2. InfluxDB

   influxdata.com featured

   InfluxDB high-performance time series database. Collect, organize, and act on massive volumes of high-resolution data to power real-time intelligent systems.

   

3. memory64

   2 10 261 9.5 WebAssembly

   Discontinued Memory with 64-bit indexes

   

   Right - currently, everything runs using WASM (32-bit, with 64-bit coming soon [1,2]), and I plan to add support for WebGPU soon!

   (WebGPU is the successor to WebGL, which is coming out in April 2023 [3])

   [1] https://github.com/WebAssembly/memory64/issues/36#issuecomme...

4. onnxruntime

   3 63 16,272 9.9 C++

   ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

   

   [3] https://github.com/microsoft/onnxruntime/issues/11695#issuec...

5. rust-bert

   4 7 2,819 5.0 Rust

   Rust native ready-to-use NLP pipelines and transformer-based models (BERT, DistilBERT, GPT2,...)

   

   I'd like to use this transformer model in rust (because it's on the backend, because I can use data munging and it will be faster, and for other reasons). It looks like a good model! But, it doesn't compile on Apple Silicon for wierd linking issues that aren't apparent - https://github.com/guillaume-be/rust-bert/issues/338. I've spent a large part of today and yesterday attempting to find out why. The only other library that I've found for doing this kind of thing programmatically (particularly sentiment analysis) is this (https://github.com/JohnSnowLabs/spark-nlp). Some of the models look a little older, which is OK, but it does mean that I'd have to do this in another language.

   Does anyone know of any sentiment analysis software that can be tuned (other than VADER - I'm looking for more along the lines of a transformer model) - like BERT, but is pretrained and can be used in Rust or Python? Otherwise I'll probably using spark-nlp and having to spin another process.

   Thanks.

6. spark-nlp

   5 87 3,951 8.8 Scala

   State of the Art Natural Language Processing

   

   I'd like to use this transformer model in rust (because it's on the backend, because I can use data munging and it will be faster, and for other reasons). It looks like a good model! But, it doesn't compile on Apple Silicon for wierd linking issues that aren't apparent - https://github.com/guillaume-be/rust-bert/issues/338. I've spent a large part of today and yesterday attempting to find out why. The only other library that I've found for doing this kind of thing programmatically (particularly sentiment analysis) is this (https://github.com/JohnSnowLabs/spark-nlp). Some of the models look a little older, which is OK, but it does mean that I'd have to do this in another language.

   Does anyone know of any sentiment analysis software that can be tuned (other than VADER - I'm looking for more along the lines of a transformer model) - like BERT, but is pretrained and can be used in Rust or Python? Otherwise I'll probably using spark-nlp and having to spin another process.

   Thanks.

7. web-stable-diffusion

   6 21 3,640 4.4 Jupyter Notebook

   Bringing stable diffusion models to web browsers. Everything runs inside the browser with no server support.

   

   checkout https://mlc.ai/web-stable-diffusion, which is builds on top of Apache TVM and brings in models from PyTorch2.0, ONNX and other means into the ML compilation flow

8. web-ai

   7 2 823 7.2 TypeScript

   Run modern deep learning models in the browser.

   

   How does this compare to this project: https://github.com/visheratin/web-ai

   Does it support using custom ONNX models?

9. CodeRabbit

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