Github user JoshRosen commented on the pull request:

    https://github.com/apache/spark/pull/6479#issuecomment-108750436
  
    @davies, regarding the global lock, I think that we need it strictly 
because of `ClassBodyEvaluator`'s lack of thread-safety, not to prevent 
duplicate loading for expressions.
    
    According to Guava's [CacheBuilder 
documentation](http://docs.guava-libraries.googlecode.com/git/javadoc/com/google/common/cache/CacheBuilder.html#build(com.google.common.cache.CacheLoader))
 for `CacheBuilder.build(loader)`:
    
    > Builds a cache, which either returns an already-loaded value for a given 
key or atomically computes or retrieves it using the supplied CacheLoader. If 
another thread is currently loading the value for this key, simply waits for 
that thread to finish and returns its loaded value. Note that multiple threads 
can concurrently load values for distinct keys.
    
    Spark's HistoryServer makes use of this and I've used this pattern in some 
other code as well.  Not a correctness / performance issue for this PR, but 
just wanted to point this out since it's a neat thread-safety trick that Guava 
gives us.


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