Python-fhez Alternatives
Similar projects and alternatives to python-fhez
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concrete-numpy
Discontinued Concrete-Numpy: A library to turn programs into their homomorphic equivalent.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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python-fhez reviews and mentions
Posts with mentions or reviews of python-fhez.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-02-11.
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[P] Python-FHEz Fully Homomorphically Encrypted Deep Learning Library
- You can find Python-FHEz here: https://gitlab.com/deepcypher/python-fhez
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[P] ML over Encrypted Data
Hey now I can't say anything about concrete, but from my experience with MS-SEAL it is an order of magnitude slower on cyphertexts than the straight addition or multiplication on the plaintext message. You can try it out using one of my own libraries in a jupyter notebook here: https://gitlab.com/deepcypher/python-fhez/ in the examples directory, on Fashion-MNIST (for how see: https://python-fhez.readthedocs.io/en/latest/examples.html) . I am working on a sister project using go and lattigo to see if I can improve performance as the real problem is not only is FHE slower but wrapping it in a language like python with numpy custom containers (which is also what concrete does AFAIK) adds probably even more time and lots of space too!
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