zhengruifeng opened a new pull request, #36927:
URL: https://github.com/apache/spark/pull/36927

   ### What changes were proposed in this pull request?
   compute `Series.argmax ` with one pass
   
   
   ### Why are the changes needed?
   existing implemation of `Series.argmax` needs two pass on the dataset, the 
first one is to compute the maximum value, and the second one is to get the 
index.
   However, they can be computed on one pass.
   
   ### Does this PR introduce _any_ user-facing change?
   No
   
   
   ### How was this patch tested?
   existing UT
   


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