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

    https://github.com/apache/spark/pull/16844#discussion_r100378935
  
    --- Diff: 
core/src/main/java/org/apache/spark/unsafe/map/BytesToBytesMap.java ---
    @@ -695,11 +690,16 @@ public boolean append(Object kbase, long koff, int 
klen, Object vbase, long voff
           assert (vlen % 8 == 0);
           assert (longArray != null);
     
    -      if (numKeys == MAX_CAPACITY
    -        // The map could be reused from last spill (because of no enough 
memory to grow),
    -        // then we don't try to grow again if hit the `growthThreshold`.
    -        || !canGrowArray && numKeys > growthThreshold) {
    -        return false;
    +      if (numKeys >= growthThreshold) {
    +        if (longArray.size() / 2 == MAX_CAPACITY) {
    --- End diff --
    
    Also, we need to move this condition into growAndRehash()


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