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Added rank correlation plots based on BOHB from HpBandster#12

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Added rank correlation plots based on BOHB from HpBandster#12
RaghuSpaceRajan wants to merge 2 commits into
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RaghuSpaceRajan:development

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@RaghuSpaceRajan RaghuSpaceRajan commented Jan 7, 2022

Hi @Neeratyoy , I added the rank correlation plot functionality (basically the 4th plot from here). Please let me know if it's fine to merge it into development.

I can also add some tests if needed.

The alternate way would have been to convert the recorded .pkl data to the BOHB/HpBandster format and re-use the code from there (which would enable all plots from there to be re-used as well), but I think the fields written there do not match with the DEHB recorded fields.

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