๐Ÿš€ Our #PyDataGlobal 2025 tutorial recording on modern #Blosc2 & #Caterva2 features is out!
We show how compression is more than just a space saver, boosting performance for large in-memory & out-of-memory arrays via auto-chunking & parallelism.

We also cover: ๐ŸŒ Serving Blosc2/#HDF5 data online with Caterva2 โ˜๏ธ Computing directly in the cloud (no downloads needed!)

Watch here: ๐Ÿ‘‰ https://www.youtube.com/watch?v=tUvSI3EpTBQ&list=PLGVZCDnMOq0qmerwB1eITnr5AfYRGm0DF&index=80

#Python #DataScience #BigData #HPC #DataHandling

๐Ÿš€ Caterva2 2025.8.7 is out!

This release features a major refactoring for a simpler, more robust system. Best of all, client APIs are unaffected. โœ…

๐ŸŒŸ Highlights:

The new cat2agent ๐Ÿค–: A CLI client to watch a directory and auto-sync it with a Caterva2 server.
New stack and concat commands in the web UI for easier data manipulation.
Full release notes: https://github.com/ironArray/Caterva2/releases

Learn more about Caterva2: https://ironarray.io/caterva2

#Caterva2 #Blosc2 #HDF5 #DataStorage #OpenSource #DataScience

Thanks to the advanced double partitioning techniques in #Blosc2, our #Caterva2 package can serve small slices of big datasets (3.8 GB) through internet in less than the blink of an eye.

See how you can do that with the help of #JupyterLite in #Cat2Cloud using two different techniques:

1) Plain Python-Blosc2 library for quick and dirty access
2) Caterva2 Python client for a more heavy-duty and flexible operation

Try it out! ๐Ÿ‘‰ https://cat2.cloud/demo/roots/@public/examples/large-dataset-indexing.ipynb?roots=%40public

#BigData #RemoteAccess #Performance

๐Ÿš€ Excited to share more about Caterva2, your ultimate gateway to Blosc2/HDF5 repositories! ๐Ÿš€

Caterva2 is designed to redefine how you interact with large datasets.

Want to see it in action? ๐Ÿค” We've just released a new introductory video showcasing Caterva2's main functionalities! ๐ŸŽฌ

๐Ÿ‘‰ https://ironarray.io/caterva2

#Caterva2 #Blosc2 #HDF5 #BigData #DataManagement #FreeSoftware #Python #DataScience #Tech

There's also lossy compression using #JPEG2000, alreadz used in medical applications with compression factors ~ 10ร—

#Caterva2 offers a web interface and REST API to access remote data.

#Caterva2 cannot only be used for sharing your compressed datasets in the internet, but also to efficiently perform operations on datasets exceeding available memory.

Look at our new blog explaining how this works ๐Ÿ‘‰ https://ironarray.io/blog/caterva2-lazy-eval

Learn how to:

โฌ† Upload your own datasets
๐ŸŒŽ Use remote servers for evaluation
๐Ÿ’ป Evaluate complex expressions either programmatically of via a web interface
๐Ÿ—œ Use advanced compression everywhere, from transmission to computation

Make compression better ๐Ÿ˜€

Lazy Expressions in Caterva2 | ironArray SLU

Show how Caterva2 can perform operations lazily with the help of Python-Blosc2

Big news! #Caterva2 enters advanced beta stage ๐ŸŽ‰ ๐ŸŽ‰

Caterva2 is a FOSS distributed system written in Python meant for sharing Blosc2 datasets (either native or converted on-the-fly from HDF5) among different hosts.

It follows the pub-sub paradigm, so it can publish data once and allow multiple subscribers to access it, saving time and resources. It comes with a Python API and a Web interface for easy browsing.

Learn more in https://ironarray.io/caterva2

Make Compression Better ๐Ÿ˜€
#blosc2 #ironarray

Caterva2: On-demand access to Blosc2 data repositories | ironArray SLU

[Caterva2]//github.com/ironArray/Caterva2

๐Ÿ“ข Big news! Caterva2 enters advanced beta stage ๐ŸŽ‰ ๐ŸŽ‡ Caterva2 is a FOSS distributed system written in Python meant for sharing Blosc2 datasets (either native or converted on-the-fly from HDF5) among different hosts.

It follows the pubsub paradigm, so it can publish data once and allow multiple subscribers to access it, saving time and resources.

Learn more about Caterva2 (2 min video included) in https://ironarray.io/caterva2

Make Compression Better ๐Ÿ˜€
#blosc2 #ironarray #caterva2 #pubsub

Caterva2: On-demand access to Blosc2 data repositories | ironArray SLU

[Caterva2]//github.com/ironArray/Caterva2