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https://issues.apache.org/jira/browse/FLINK-2533?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=14736031#comment-14736031
 ] 

ASF GitHub Bot commented on FLINK-2533:
---------------------------------------

Github user ChengXiangLi commented on a diff in the pull request:

    https://github.com/apache/flink/pull/1110#discussion_r39002678
  
    --- Diff: 
flink-java/src/main/java/org/apache/flink/api/java/sampling/BernoulliSampler.java
 ---
    @@ -28,12 +28,16 @@
      * Bernoulli experiment.
      *
      * @param <T> The type of sample.
    + * @see <a 
href="http://erikerlandson.github.io/blog/2014/09/11/faster-random-samples-with-gap-sampling/";>Gap
 Sampling</a>
      */
     public class BernoulliSampler<T> extends RandomSampler<T> {
        
        private final double fraction;
        private final Random random;
        
    +   //THRESHOLD      is a tuning parameter for choosing sampling method 
according to the fraction
    --- End diff --
    
    Format: A blank after // and no extra blanks after THRESHOULD, and a period 
at the stop.


> Gap based random sample optimization
> ------------------------------------
>
>                 Key: FLINK-2533
>                 URL: https://issues.apache.org/jira/browse/FLINK-2533
>             Project: Flink
>          Issue Type: Improvement
>          Components: Core
>            Reporter: Chengxiang Li
>            Priority: Minor
>
> For random sampler with fraction, like BernoulliSampler and PoissonSampler, 
> Gap based random sampler could exploit O(k) sample implementation instead of 
> previous O\(n\) sample implementation, it should perform better while sample 
> fraction is very small. [This 
> blog|http://erikerlandson.github.io/blog/2014/09/11/faster-random-samples-with-gap-sampling/]
>  describes more detail about gap based random sampler.



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