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Feat: Add Skeleton to support Dataset anonymization with differential privacy #455
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Please add the comments I asked for and then I think we can merge this.
Thanks!
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DP-Anonymization for BenchBase
In order to measure the influence of modern anonymization techniques on datasets and their query performance, we would like to add support for differential privacy mechanisms to BenchBase. In this PR, we have added the skeleton of our approach to the codebase. We would like to introduce a new flag:
--anonymize=true
to the system that allows to anonymize tables after the loading step and before execution.The anonymization will:
The anonymization information must be provided in the config file. The process will work with minimal information but also allow for fine-tuning. A separate README file has been constructed that will list all the features and how to use them.
/scripts/anonymization/README.md
Minimal config:
Sensitive value handling is one feature we want to add to the process immediately. It replaces actual values of specified columns with fake ones. The code base has already been written, tested and used privately within BenchBase.
The column faking approach will be decoupled from differential privacy, to allow for more control.
Disclaimer: The anonymization itself is not part of this PR in order to reduce the complexity. Currently, the anonymization flag will call the script and parse the config. The rest of the code is ready-to-be-added
Architecture Benchbase.pdf