xdcjie created SPARK-24339:
------------------------------

             Summary: spark sql can not prune column in transform/map/reduce 
query
                 Key: SPARK-24339
                 URL: https://issues.apache.org/jira/browse/SPARK-24339
             Project: Spark
          Issue Type: Improvement
          Components: SQL
    Affects Versions: 2.2.1, 2.2.0, 2.1.2, 2.1.1
            Reporter: xdcjie
             Fix For: 2.2.1, 2.2.0, 2.1.2, 2.1.1


I was using {{TRANSFORM USING}} with branch-2.1/2.2, and noticed that it will 
scan all column of data, query like:
{code:java}
SELECT TRANSFORM(usid, cch) USING 'python test.py' AS (u1, c1, u2, c2) FROM 
test_table;{code}
it's physical plan like:
{code:java}
== Physical Plan ==
ScriptTransformation [usid#17, cch#9], python test.py, [u1#784, c1#785, u2#786, 
c2#787], 
HiveScriptIOSchema(List(),List(),Some(org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe),Some(org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe),List((field.delim,
  )),List((field.delim,   
)),Some(org.apache.hadoop.hive.ql.exec.TextRecordReader),Some(org.apache.hadoop.hive.ql.exec.TextRecordWriter),false)
+- FileScan parquet 
[sh#0L,clk#1L,chg#2L,qey#3,ship#4,chgname#5,sid#6,bid#7,dis#8L,cch#9,wch#10,wid#11L,arank#12L,rtag#13,iid#14,uid#15,pid#16,usid#17,wdid#18,bid#19,oqleft#20,oqright#21,poqvalue#22,tm#23,...
 367 more fields] Batched: false, Format: Parquet, Location: 
InMemoryFileIndex[file:/Users/Downloads/part-r-00093-0ef5d59f-2e08-4085-9b46-458a1652932a.g...,
 PartitionFilters: [], PushedFilters: [], ReadSchema: 
struct<sh:bigint,clk:bigint,chg:bigint,qey:string,ship:string,chgname:string,s...
{code}
In our scenario, parquet has 400 column, this query will take more time.



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