Github user andrewor14 commented on the pull request:

    https://github.com/apache/spark/pull/539#issuecomment-42512812
  
    I dug through the code a bunch. For those following this PR, here's a quick 
summary. Looks like the way we set Spark app name on YARN is actually quite 
convoluted because there are two types of app names:
    
    1. The one observed by the RM
    2. The one observed by SparkContext
    
    This PR is mainly concerned with (1) and only on the YARN client mode. 
Before the changes, there are two ways of affecting (1), in the order of 
decreasing priority.
    
    (a) set `spark.app.name` in spark-defaults
    (b) set `SPARK_YARN_APP_NAME` in spark-env
    
    After the changes, this becomes
    
    (a) set `SPARK_YARN_APP_NAME` in spark-env
    (b) set `spark.app.name` in SparkConf (through `conf.setAppName`)
    (c) set `spark.app.name` in spark-defaults
    
    This guarantees that if an environment variable is explicitly specified, 
then the RM should use that name. Otherwise, use whatever SparkContext is using 
for its app name, in which case (1) == (2). To me, the semantics are pretty 
clear.
    
    Notice however that in either before or after, there is now way for 
SparkSubmit's --name parameter to affect either (1) or (2). This is a separate 
bug with SparkSubmit that I have summarized in 
(SPARK-1755)[https://issues.apache.org/jira/browse/SPARK-1755].


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