Update mechanism.py to work with opendp noise mechanisms for aim and mst#102
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tjh2822 wants to merge 2 commits intoryan112358:masterfrom
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Update mechanism.py to work with opendp noise mechanisms for aim and mst#102tjh2822 wants to merge 2 commits intoryan112358:masterfrom
tjh2822 wants to merge 2 commits intoryan112358:masterfrom
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Replaces gaussian noise, laplace noise, exponential and permute and flip with OpenDP's
make_noisy_maxto eliminate floating-point vulnerabilities found in np.exp/softmax.Changes:
Further improvements:
mechanisms/but is not listed in thepyproject.toml. I chose to emulate this pattern for OpenDP but we could add them both to thedevgroup or an additional install target?To test I ran some round-trip tests for AIM and MST as a part of a downstream program. I ran a quick test of the noise distribution properties for the updated noise mechanisms.