Blog Posts

There are 157 posts filed in Blog Posts (this is page 2 of 20).

Minimalist-Style Demo of Running Neural Networks in Web Browser

Minimalist-Style Demo of Running Neural Networks in Web Browser

This demo shows how to run a pre-trained neural networks in web-browser. The user would first download the pre-trained style transfer model to local by opening up the webpage. Then everything will get processed locally without accessing any remote resource. The user can then open-up a picture from their hard drive and click “run” to let the style transferring neural networks to do its job.

A PyTorch GPU Memory Leak Example

I ran into this GPU memory leak issue when building a PyTorch training pipeline. After spending quite some time, I finally figured out this minimal reproducible example. Kicking off the training, it shows constantly increasing allocated GPU memory. This “AverageMeter” has been used in many popular repositories (e.g., https://github.com/facebookresearch/moco). It’s by-design tracking the average of […]