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

    https://github.com/apache/spark/pull/10060#discussion_r46363689
  
    --- Diff: sql/catalyst/src/main/scala/org/apache/spark/sql/Encoder.scala ---
    @@ -26,13 +29,51 @@ import 
org.apache.spark.sql.catalyst.expressions.{DecodeUsingSerializer, BoundRe
     import org.apache.spark.sql.types._
     
     /**
    + * :: Experimental ::
      * Used to convert a JVM object of type `T` to and from the internal Spark 
SQL representation.
      *
    - * Encoders are not intended to be thread-safe and thus they are allow to 
avoid internal locking
    - * and reuse internal buffers to improve performance.
    + * == Scala ==
    + * Encoders are generally created automatically though implicits from a 
`SQLContext`.
    --- End diff --
    
    It would also be great to expand this slightly and explain what can be 
inferred automatically right now.


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