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

    https://github.com/apache/spark/pull/12490#discussion_r60327131
  
    --- Diff: 
sql/core/src/main/java/org/apache/spark/sql/execution/UnsafeKVExternalSorter.java
 ---
    @@ -85,13 +85,15 @@ public UnsafeKVExternalSorter(
             recordComparator,
             prefixComparator,
             /* initialSize */ 4096,
    -        pageSizeBytes);
    +        pageSizeBytes,
    +        keySchema.length() == 1 && 
SortPrefixUtils.canSortFullyWithPrefix(keySchema.apply(0)));
         } else {
           // During spilling, the array in map will not be used, so we can 
borrow that and use it
           // as the underline array for in-memory sorter (it's always large 
enough).
           // Since we will not grow the array, it's fine to pass `null` as 
consumer.
           final UnsafeInMemorySorter inMemSorter = new UnsafeInMemorySorter(
    -        null, taskMemoryManager, recordComparator, prefixComparator, 
map.getArray());
    +        null, taskMemoryManager, recordComparator, prefixComparator, 
map.getArray(),
    +        false /* TODO(ekl) is there enough existing memory to do radix 
sort here? */);
    --- End diff --
    
    So we hit this case when `BytesToBytesMap` is unable to acquire more memory 
for rehashing. In this situation we can never use radix sort, since the default 
load factor of `BytesToBytesMap` is 0.75.
    
    One possibility is to decrease the `BytesToBytesMap` load factor used by 
`TungstenAggregate` to 0.5. Thoughts?


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