[SPARK-26156][WEBUI] Revise summary section of stage page

## What changes were proposed in this pull request?
In the summary section of stage page:
![image](https://user-images.githubusercontent.com/1097932/48935518-ebef2b00-ef42-11e8-8672-eaa4cac92c5e.png)

1.  the following metrics names can be revised:
Output => Output Size / Records
Shuffle Read: => Shuffle Read Size / Records
Shuffle Write => Shuffle Write Size / Records

After changes, the names are more clear, and consistent with the other names in the same page.

2. The associated job id URL should not contain the 3 tails spaces. Reduce the number of spaces to one, and exclude the space from link. This is consistent with SQL execution page.

## How was this patch tested?

Manual check:
![image](https://user-images.githubusercontent.com/1097932/48935538-f7425680-ef42-11e8-8b2a-a4f388d3ea52.png)

Closes apache#23125 from gengliangwang/reviseStagePage.

Authored-by: Gengliang Wang <gengliang.wang@databricks.com>
Signed-off-by: Sean Owen <sean.owen@databricks.com>

Author: gengliangwang

core/src/main/scala/org/apache/spark/ui/jobs/StagePage.scala

@@ -152,20 +152,20 @@ private[ui] class StagePage(parent: StagesTab, store: AppStatusStore) extends We
           }}
           {if (hasOutput(stageData)) {
             <li>
-              <strong>Output: </strong>
+              <strong>Output Size / Records: </strong>
               {s"${Utils.bytesToString(stageData.outputBytes)} / ${stageData.outputRecords}"}
             </li>
           }}
           {if (hasShuffleRead(stageData)) {
             <li>
-              <strong>Shuffle Read: </strong>
+              <strong>Shuffle Read Size / Records: </strong>
               {s"${Utils.bytesToString(stageData.shuffleReadBytes)} / " +
                s"${stageData.shuffleReadRecords}"}
             </li>
           }}
           {if (hasShuffleWrite(stageData)) {
             <li>
-              <strong>Shuffle Write: </strong>
+              <strong>Shuffle Write Size / Records: </strong>
                {s"${Utils.bytesToString(stageData.shuffleWriteBytes)} / " +
                s"${stageData.shuffleWriteRecords}"}
             </li>
@@ -183,10 +183,11 @@ private[ui] class StagePage(parent: StagesTab, store: AppStatusStore) extends We
           {if (!stageJobIds.isEmpty) {
             <li>
               <strong>Associated Job Ids: </strong>
-              {stageJobIds.map(jobId => {val detailUrl = "%s/jobs/job/?id=%s".format(
-                UIUtils.prependBaseUri(request, parent.basePath), jobId)
-              <a href={s"${detailUrl}"}>{s"${jobId}"} &nbsp;&nbsp;</a>
-            })}
+              {stageJobIds.sorted.map { jobId =>
+                val jobURL = "%s/jobs/job/?id=%s"
+                  .format(UIUtils.prependBaseUri(request, parent.basePath), jobId)
+                <a href={jobURL}>{jobId.toString}</a><span>&nbsp;</span>
+              }}
             </li>
           }}
         </ul>