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Currently if all rows of X are the same the proposal distribution
q
becomes an array of nan's and calling random_state.choice throwsValueError: probabilities contain NaN
.Here's a minimal reproducible example:
I ran into this on the third pytest case in the bolt repo.
This was mentioned later on in the thread where you originally made the fix to the bolt repo: dblalock/bolt#4 (comment) and recently raised again: dblalock/bolt#37.
Or would a better way be to check at the top for the matrix only having 1 unique row and returning that row K times?