In the forthcoming Lianja 6.4 release the Lianja KVS (Key/Value store) is now fully integrated in as built-in Python functions.
https://www.lianja.com/community/ent...Lianja-6-3-KVS
Additionally, the size of the values that are stored (which may be Python objects/dicts) can be of an unlimited size.
This new functionality provides an ideal solution for using Python in Lianja Apps to perform data analysis, machine learning and artificial intelligence using numpy, pandas, PyTorch, tensorflow and other industry standard libraries,
https://towardsdatascience.com/best-...ng-b0bd40c7e8c
https://www.udacity.com/blog/2020/05...libraries.html
Store and retrieve Python data objects of any practical size in Lianja KVS, a full 64 bit key/value store with automatic garbage collection and reusable persistent storage.
KVS files can be shared across multiple docker instances and across clusters on network storage.
Highly performant key lookup with fully balanced B+ tree storage makes KVS the perfect solution for Python machine learning and artificial intelligence applications.
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