Add support for linear-time mmd estimator.#475

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Srceh wants to merge 18 commits intoSeldonIO:masterfrom Srceh:linear_time_mmd

+721-45

Commits on Apr 4, 2022

Created separated class for linear-time estimator
Srceh
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Commits on Apr 6, 2022

Use Gaussian asymptotic distribution under null to calculate test threshold with the linear-time estimator, instead of permutation.
Srceh
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Commits on Apr 19, 2022

Fixes according to PR review.
Srceh
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Commits on Apr 25, 2022

Doc string fixes following review comments.
Srceh
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Commits on May 8, 2022

Added tests and doc for the new estimator, fixes following review comments.
Srceh
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Commits on May 9, 2022

fixes on the distance function.
Srceh
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Commits on May 21, 2022

Following the changes of the score function for mmd detectors (SeldonIO#489 ).
Srceh
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Commits on Jul 26, 2022

Commits on Jul 27, 2022

Added estimator to mmd tests, changed default permutation to none for base MMD class.
Srceh
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