wandb VS Filestash

Weights & Biases — The developer-first MLOps platform. Build better models faster with experiment tracking, dataset versioning, and model management. Free tier for personal projects only, with 100 GB of storage included.

HuggingFace and wandb.ai (both competitors of OpenAI) both also have "do own research"

Wandb is the best! https://wandb.ai/

To track stuff I've used wandb.ai in a company in the past, as someone else pointed out. Regarding metrics... This is really specific to your domain, and it is such a broad question. You could count color pixels, the distribution of intensity histograms, etc etc.

Step 1: The colab notebook uses wandb.ai, so you need to register for a wandb.ai account beforehand if you want to use the colab notebook. After registering you need to go to your homepage and copy the API key and paste/keep it somewhere.

I want to take a look at tools like https://wandb.ai/ and they would integrate into some of the pipelines I'm playing with.

does current cgi and ai tech can bring back leslie nielsen? might use unreal engine and https://www.resemble.ai/ or https://wandb.ai/?

I'm currently working for a MLOps company so I'm heavily using their tools (Weights & Biases) but I've used custom C++ for deployment, Pytorch + fastai for quick experimentation, Weights & Biases for experiment tracking, hyper-parameter tuning + model versioning (hence why I went to work for them), custom database + data pipeline, HoloViz for data visualisation (really nice dashboarding tool), Jenkins for CI/CD, I also love Github Actions.

Filestash — A Dropbox-like file manager that connects to a range of protocols and platforms: S3, FTP, SFTP, Minio, Git, WebDAV, Backblaze, LDAP and more.

I made https://github.com/mickael-kerjean/filestash out of the need to collaborate on org mode documents with non emacs users. Once the first release was done, I got to reflect on the infamous top comment of the Dropbox HN to make an attempt at abstracting the storage aspect of Dropbox so those org document could be made stored on a FTP server, SFTP, S3, ....

> we need an abstraction for just this. "Bring your own storage"

I made exactly this: https://github.com/mickael-kerjean/filestash and there's an API from which you can abstract any kind of storage: S3, SFTP, FTP, GIT, WebDav, Samba, Local FS, NFS, Backblaze, Storj, Artifactory, .... There's even some funky ones like Mysql from which you have an abstraction where first level folders are databases, second level folders are tables and files are the actual rows

Yes, I rewrote my react app onto vanilla JS using nothing else than rxjs, didn't have the time to document it all yet but it looks like this: https://github.com/mickael-kerjean/filestash/blob/master/pub...

I'm not familiar with Cloudreve, but FileStash is a similar application often recommended on this subreddit.

I do use them on my OSS work (https://github.com/mickael-kerjean/filestash/tree/master/pub...) which is used by many thousands of people

- [2] current state of the rewrite where you can see this pattern in action https://github.com/mickael-kerjean/filestash-rewrite/tree/ma...

https://github.com/mickael-kerjean/filestash

This is what I wish Dropbox was, a simple layer that make interacting with your FTP server easy so nobody has to own your data. The end game is both to be feature complete with Dropbox and be able to change every aspect of the application through plugin so everyone can get out what they want from it.

> but I don't think its the companies responsibility to give back to open source just because they use it

As someone who does quite a bit of OSS, the reality is most people are asking for things but aren't willing to pay for it. Take Microsoft, I had one of their employee asking me to support their azure stuff: https://github.com/mickael-kerjean/filestash/issues/180. When I found out the dude was actually employed by Microsoft, he started to talk some nonsense and ended up running away.