xidulu edited a comment on issue #19073:
URL: 
https://github.com/apache/incubator-mxnet/issues/19073#issuecomment-724673978


   In short, you could add a check after the while loop (before 
https://github.com/apache/incubator-mxnet/blob/9d440868603ad26b702e12ddd2587e5c4b56e42b/src/operator/random/sample_multinomial_op.h#L141)
 to see if left == K (which is not in [0, K) ),  if that happens, you should 
manually call `left--` before so that the result still lies in [0, K).
   
   I would love to open a PR for that but unfortunately I currently do not have 
any device capable of to build MXNet from source. 


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