diff --git a/core/src/main/scala/org/apache/spark/executor/Executor.scala b/core/src/main/scala/org/apache/spark/executor/Executor.scala
index dd903dc65d204..da1121879c780 100644
--- a/core/src/main/scala/org/apache/spark/executor/Executor.scala
+++ b/core/src/main/scala/org/apache/spark/executor/Executor.scala
@@ -322,14 +322,13 @@ private[spark] class Executor(
       // Fetch missing dependencies
       for ((name, timestamp) <- newFiles if currentFiles.getOrElse(name, -1L) < timestamp) {
         logInfo("Fetching " + name + " with timestamp " + timestamp)
-        Utils.fetchFile(name, new File(SparkFiles.getRootDirectory), conf, env.securityManager,
-          hadoopConf)
-        currentFiles(name) = timestamp
+        Utils.fetchCachedFile(name, new File(SparkFiles.getRootDirectory), conf,
+          env.securityManager, hadoopConf, timestamp)
       }
       for ((name, timestamp) <- newJars if currentJars.getOrElse(name, -1L) < timestamp) {
         logInfo("Fetching " + name + " with timestamp " + timestamp)
-        Utils.fetchFile(name, new File(SparkFiles.getRootDirectory), conf, env.securityManager,
-          hadoopConf)
+        Utils.fetchCachedFile(name, new File(SparkFiles.getRootDirectory), conf,
+          env.securityManager, hadoopConf, timestamp)
         currentJars(name) = timestamp
         // Add it to our class loader
         val localName = name.split("/").last
diff --git a/core/src/main/scala/org/apache/spark/util/Utils.scala b/core/src/main/scala/org/apache/spark/util/Utils.scala
index 0ae28f911e302..8c321300faa88 100644
--- a/core/src/main/scala/org/apache/spark/util/Utils.scala
+++ b/core/src/main/scala/org/apache/spark/util/Utils.scala
@@ -312,6 +312,28 @@ private[spark] object Utils extends Logging {
       uri.getQuery(), uri.getFragment())
   }
 
+  /**
+   * Copy cached file to targetDir, if not exists, download it from url.
+   */
+  def fetchCachedFile(url: String, targetDir: File, conf: SparkConf, securityMgr: SecurityManager,
+    timestamp: Long) {
+    val fileName = url.split("/").last
+    val cachedFileName = fileName + timestamp
+    val targetFile = new File(targetDir, fileName)
+    val lockFileName = fileName + timestamp + "_lock"
+    val localDir = new File(getLocalDir(conf))
+    val lockFile = new File(localDir, lockFileName)
+    val raf = new RandomAccessFile(lockFile, "rw")
+    val lock = raf.getChannel().lock() // only one executor entry
+    val cachedFile = new File(localDir, cachedFileName)
+    if (!cachedFile.exists()) {
+      fetchFile(url, localDir, conf, securityMgr)
+      Files.move(new File(localDir, fileName), cachedFile)
+    }
+    Files.copy(cachedFile, targetFile)
+    lock.release()
+  }
+
   /**
    * Download a file requested by the executor. Supports fetching the file in a variety of ways,
    * including HTTP, HDFS and files on a standard filesystem, based on the URL parameter.