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

    https://github.com/apache/spark/pull/8909#discussion_r41428095
  
    --- Diff: 
sql/hive/src/main/scala/org/apache/spark/sql/hive/client/IsolatedClientLoader.scala
 ---
    @@ -148,53 +150,88 @@ private[hive] class IsolatedClientLoader(
         name.replaceAll("\\.", "/") + ".class"
     
       /** The classloader that is used to load an isolated version of Hive. */
    -  protected val classLoader: ClassLoader = new URLClassLoader(allJars, 
rootClassLoader) {
    -    override def loadClass(name: String, resolve: Boolean): Class[_] = {
    -      val loaded = findLoadedClass(name)
    -      if (loaded == null) doLoadClass(name, resolve) else loaded
    -    }
    +  private[hive] var classLoader: ClassLoader = if (isolationOn) {
    +    new URLClassLoader(allJars, rootClassLoader) {
    +      val cache = new java.util.concurrent.ConcurrentHashMap[String, 
Class[_]]
    --- End diff --
    
    If we want to use it as a cache, should we use a data structure that 
defines the cache capacity?


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