diff --git a/core/src/main/scala/org/apache/spark/util/ClosureCleaner.scala b/core/src/main/scala/org/apache/spark/util/ClosureCleaner.scala
index 43d62561e8eba..ada91ed5b439a 100644
--- a/core/src/main/scala/org/apache/spark/util/ClosureCleaner.scala
+++ b/core/src/main/scala/org/apache/spark/util/ClosureCleaner.scala
@@ -23,6 +23,7 @@ import java.lang.invoke.SerializedLambda
 import scala.collection.mutable.{Map, Set, Stack}
 import scala.language.existentials
 
+import com.google.common.cache.{Cache, CacheBuilder, RemovalListener, RemovalNotification}
 import org.apache.xbean.asm6.{ClassReader, ClassVisitor, MethodVisitor, Type}
 import org.apache.xbean.asm6.Opcodes._
 
@@ -35,18 +36,36 @@ import org.apache.spark.internal.Logging
 private[spark] object ClosureCleaner extends Logging {
 
   private val isScala2_11 = scala.util.Properties.versionString.contains("2.11")
+  val classBytesCache: Cache[String, Array[Byte]] = CacheBuilder.newBuilder
+    .maximumSize(10000)
+    .removalListener(new RemovalListener[String, Array[Byte]]() {
+      override def onRemoval(
+        notification: RemovalNotification[String, Array[Byte]]): Unit = {
+        logInfo("Remove class : " + notification.getKey)
+      }
+    })
+    .build
+    .asInstanceOf[Cache[String, Array[Byte]]]
+
 
   // Get an ASM class reader for a given class from the JAR that loaded it
   private[util] def getClassReader(cls: Class[_]): ClassReader = {
     // Copy data over, before delegating to ClassReader - else we can run out of open file handles.
     val className = cls.getName.replaceFirst("^.*\\.", "") + ".class"
-    val resourceStream = cls.getResourceAsStream(className)
-    if (resourceStream == null) {
-      null
+    val bytes = classBytesCache.getIfPresent(className)
+    if (bytes != null) {
+      new ClassReader(new ByteArrayInputStream(bytes.clone()))
     } else {
-      val baos = new ByteArrayOutputStream(128)
-      Utils.copyStream(resourceStream, baos, true)
-      new ClassReader(new ByteArrayInputStream(baos.toByteArray))
+      val resourceStream = cls.getResourceAsStream(className)
+      if (resourceStream == null) {
+        null
+      } else {
+        val baos = new ByteArrayOutputStream(128)
+        Utils.copyStream(resourceStream, baos, true)
+        val array = baos.toByteArray
+        classBytesCache.put(className, array)
+        new ClassReader(new ByteArrayInputStream(array.clone()))
+      }
     }
   }