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[GENERAL SUPPORT]: Duplicate parametrizations (different objective values) give NaN errors (V 0.5.0) #4568

@WinC3

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@WinC3

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https://colab.research.google.com/drive/1i615PxRrTxg0psP36knRJmgWFV1fVl32?usp=sharing
Here is the colab notebook for reproducing the NaN issue.
Reproduction instructions:
Run all cells
Last cell should stop at a manually raised ValueError
Open generated log file in the files section and scroll to bottom where it should contain the full trial dataframe containing NaNs

From my testing I believe it is an issue with different trials having same parametrizations, though I do want to complete the trial despite that because I have data with different values for the objective despite same parametrizations (parameter space doesn't fully define resulting function).

Please provide any relevant code snippet if applicable.

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