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From "Mostafa Mokhtar (JIRA)" <j...@apache.org>
Subject [jira] [Created] (HIVE-8306) Map join sizing done by auto.convert.join.noconditionaltask.size doesn't take into account Hash table overhead and results in OOM
Date Tue, 30 Sep 2014 04:35:33 GMT
Mostafa Mokhtar created HIVE-8306:
-------------------------------------

             Summary: Map join sizing done by auto.convert.join.noconditionaltask.size doesn't take into account Hash table overhead and results in OOM
                 Key: HIVE-8306
                 URL: https://issues.apache.org/jira/browse/HIVE-8306
             Project: Hive
          Issue Type: Bug
          Components: Physical Optimizer
    Affects Versions: 0.14.0
            Reporter: Mostafa Mokhtar
            Assignee: Prasanth J
            Priority: Critical
             Fix For: 0.14.0
         Attachments: query64_oom_trim.txt

Benefits of having a cost based optimizer is that we can estimate the number of rows and amount per operator, this information should be provided by CBO while the physical plan is being generated.
We can tweak the parameters to make sure we don't broadcast too many tables and avoid the issue but CBO based solution is much robust.

A simple workaround for now  :
1) Query the container size
2) Based on container size calculate what the maximum amount of memory that can be allocated for all the hash tables in that container
3) Add up the data size for all the vertices to joined in the Map join 
4) If the sum of data sizes is greater than the amount of memory reserved for the hash tables in the container fall back to a shuffle join
5) An optimization to that would be to Do a map join with the small tables that would fit then do a shuffle join of the results, the trick here is avoid doing a cross product.

An alternative would be to fallback from Map join to shuffle join opposed to failing the query.

TPC-DS Q64 is a good candidate for validating a fix for this issue.

The problem is that we create a vertex like this which is almost guaranteed to run out of memory 
Vertex
{code}
   Map 28 <- Map 11 (BROADCAST_EDGE), Map 12 (BROADCAST_EDGE), Map 14 (BROADCAST_EDGE), Map 15 (BROADCAST_EDGE), Map 16 (BROADCAST_EDGE), Map 24 (BROADCAST_EDGE), Map 26 (BROADCAST_EDGE), Map 30 (BROADCAST_EDGE), Map 31 (BROADCAST_EDGE), Map 32 (BROADCAST_EDGE), Map 39 (BROADCAST_EDGE), Map 40 (BROADCAST_EDGE), Map 43 (BROADCAST_EDGE), Map 45 (BROADCAST_EDGE), Map 5 (BROADCAST_EDGE)
{code}

Exception
{code}
, TaskAttempt 3 failed, info=[Error: Failure while running task:java.lang.RuntimeException: java.lang.OutOfMemoryError: Java heap space
	at org.apache.hadoop.hive.ql.exec.tez.TezProcessor.run(TezProcessor.java:169)
	at org.apache.tez.runtime.LogicalIOProcessorRuntimeTask.run(LogicalIOProcessorRuntimeTask.java:324)
	at org.apache.tez.runtime.task.TezTaskRunner$TaskRunnerCallable$1.run(TezTaskRunner.java:180)
	at org.apache.tez.runtime.task.TezTaskRunner$TaskRunnerCallable$1.run(TezTaskRunner.java:172)
	at java.security.AccessController.doPrivileged(Native Method)
	at javax.security.auth.Subject.doAs(Subject.java:415)
	at org.apache.hadoop.security.UserGroupInformation.doAs(UserGroupInformation.java:1548)
	at org.apache.tez.runtime.task.TezTaskRunner$TaskRunnerCallable.call(TezTaskRunner.java:172)
	at org.apache.tez.runtime.task.TezTaskRunner$TaskRunnerCallable.call(TezTaskRunner.java:167)
	at java.util.concurrent.FutureTask.run(FutureTask.java:262)
	at java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1145)
	at java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:615)
	at java.lang.Thread.run(Thread.java:744)
Caused by: java.lang.OutOfMemoryError: Java heap space
	at org.apache.hadoop.hive.serde2.WriteBuffers.nextBufferToWrite(WriteBuffers.java:206)
	at org.apache.hadoop.hive.serde2.WriteBuffers.write(WriteBuffers.java:182)
	at org.apache.hadoop.hive.ql.exec.persistence.MapJoinBytesTableContainer$LazyBinaryKvWriter.writeKey(MapJoinBytesTableContainer.java:189)
	at org.apache.hadoop.hive.ql.exec.persistence.BytesBytesMultiHashMap.put(BytesBytesMultiHashMap.java:200)
	at org.apache.hadoop.hive.ql.exec.persistence.MapJoinBytesTableContainer.putRow(MapJoinBytesTableContainer.java:267)
	at org.apache.hadoop.hive.ql.exec.tez.HashTableLoader.load(HashTableLoader.java:114)
	at org.apache.hadoop.hive.ql.exec.MapJoinOperator.loadHashTable(MapJoinOperator.java:184)
	at org.apache.hadoop.hive.ql.exec.MapJoinOperator.cleanUpInputFileChangedOp(MapJoinOperator.java:210)
	at org.apache.hadoop.hive.ql.exec.Operator.cleanUpInputFileChanged(Operator.java:1036)
	at org.apache.hadoop.hive.ql.exec.Operator.cleanUpInputFileChanged(Operator.java:1040)
	at org.apache.hadoop.hive.ql.exec.Operator.cleanUpInputFileChanged(Operator.java:1040)
	at org.apache.hadoop.hive.ql.exec.Operator.cleanUpInputFileChanged(Operator.java:1040)
	at org.apache.hadoop.hive.ql.exec.vector.VectorMapOperator.process(VectorMapOperator.java:37)
	at org.apache.hadoop.hive.ql.exec.tez.MapRecordProcessor.processRow(MapRecordProcessor.java:186)
	at org.apache.hadoop.hive.ql.exec.tez.MapRecordProcessor.run(MapRecordProcessor.java:164)
	at org.apache.hadoop.hive.ql.exec.tez.TezProcessor.run(TezProcessor.java:160)
	... 12 more
{code} 

Plan 
{code}
STAGE PLANS:
  Stage: Stage-1
    Tez
      Edges:
        Map 18 <- Map 1 (BROADCAST_EDGE), Map 13 (BROADCAST_EDGE), Map 2 (BROADCAST_EDGE), Map 25 (BROADCAST_EDGE), Map 27 (BROADCAST_EDGE), Map 29 (BROADCAST_EDGE), Map 3 (BROADCAST_EDGE), Map 35 (BROADCAST_EDGE), Map 36 (BROADCAST_EDGE), Map 37 (BROADCAST_EDGE), Map 38 (BROADCAST_EDGE), Map 4 (BROADCAST_EDGE), Map 41 (BROADCAST_EDGE), Map 42 (BROADCAST_EDGE), Map 44 (BROADCAST_EDGE)
        Map 22 <- Map 33 (BROADCAST_EDGE)
        Map 28 <- Map 11 (BROADCAST_EDGE), Map 12 (BROADCAST_EDGE), Map 14 (BROADCAST_EDGE), Map 15 (BROADCAST_EDGE), Map 16 (BROADCAST_EDGE), Map 24 (BROADCAST_EDGE), Map 26 (BROADCAST_EDGE), Map 30 (BROADCAST_EDGE), Map 31 (BROADCAST_EDGE), Map 32 (BROADCAST_EDGE), Map 39 (BROADCAST_EDGE), Map 40 (BROADCAST_EDGE), Map 43 (BROADCAST_EDGE), Map 45 (BROADCAST_EDGE), Map 5 (BROADCAST_EDGE)
        Map 6 <- Map 21 (BROADCAST_EDGE)
        Reducer 10 <- Reducer 9 (SIMPLE_EDGE)
        Reducer 19 <- Map 18 (SIMPLE_EDGE), Map 34 (SIMPLE_EDGE), Reducer 23 (SIMPLE_EDGE)
        Reducer 20 <- Reducer 19 (SIMPLE_EDGE)
        Reducer 23 <- Map 22 (SIMPLE_EDGE)
        Reducer 7 <- Map 6 (SIMPLE_EDGE)
        Reducer 8 <- Map 17 (SIMPLE_EDGE), Map 28 (SIMPLE_EDGE), Reducer 7 (SIMPLE_EDGE)
        Reducer 9 <- Reducer 20 (BROADCAST_EDGE), Reducer 8 (SIMPLE_EDGE)
      DagName: mmokhtar_20140910163939_fc966812-9b9d-47a2-bdad-eb43f336b848:1
      Vertices:
        Map 1 
            Map Operator Tree:
                TableScan
                  alias: hd1
                  filterExpr: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                  Statistics: Num rows: 7200 Data size: 770400 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                    Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: hd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: hd_demo_sk (type: int)
                      Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: hd_income_band_sk (type: int)
            Execution mode: vectorized
        Map 11 
            Map Operator Tree:
                TableScan
                  alias: store_sales
                  filterExpr: (((((((ss_item_sk is not null and ss_ticket_number is not null) and ss_customer_sk is not null) and ss_store_sk is not null) and ss_cdemo_sk is not null) and ss_promo_sk is not null) and ss_hdemo_sk is not null) and ss_addr_sk is not null) (type: boolean)
                  Statistics: Num rows: 550076554 Data size: 47370018896 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (((((((ss_item_sk is not null and ss_ticket_number is not null) and ss_customer_sk is not null) and ss_store_sk is not null) and ss_cdemo_sk is not null) and ss_promo_sk is not null) and ss_hdemo_sk is not null) and ss_addr_sk is not null) (type: boolean)
                    Statistics: Num rows: 2148737 Data size: 185039176 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ss_item_sk (type: int), ss_ticket_number (type: int)
                      sort order: ++
                      Map-reduce partition columns: ss_item_sk (type: int), ss_ticket_number (type: int)
                      Statistics: Num rows: 2148737 Data size: 185039176 Basic stats: COMPLETE Column stats: NONE
                      value expressions: ss_customer_sk (type: int), ss_cdemo_sk (type: int), ss_hdemo_sk (type: int), ss_addr_sk (type: int), ss_store_sk (type: int), ss_promo_sk (type: int), ss_wholesale_cost (type: float), ss_list_price (type: float), ss_coupon_amt (type: float), ss_sold_date_sk (type: int)
            Execution mode: vectorized
        Map 12 
            Map Operator Tree:
                TableScan
                  alias: cd1
                  filterExpr: cd_demo_sk is not null (type: boolean)
                  Statistics: Num rows: 1920800 Data size: 718379200 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: cd_demo_sk is not null (type: boolean)
                    Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: cd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: cd_demo_sk (type: int)
                      Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: cd_marital_status (type: string)
            Execution mode: vectorized
        Map 13 
            Map Operator Tree:
                TableScan
                  alias: customer
                  filterExpr: (((((c_customer_sk is not null and c_first_sales_date_sk is not null) and c_first_shipto_date_sk is not null) and c_current_cdemo_sk is not null) and c_current_hdemo_sk is not null) and c_current_addr_sk is not null) (type: boolean)
                  Statistics: Num rows: 1600000 Data size: 1241633212 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (((((c_customer_sk is not null and c_first_sales_date_sk is not null) and c_first_shipto_date_sk is not null) and c_current_cdemo_sk is not null) and c_current_hdemo_sk is not null) and c_current_addr_sk is not null) (type: boolean)
                    Statistics: Num rows: 25000 Data size: 19400518 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: c_customer_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: c_customer_sk (type: int)
                      Statistics: Num rows: 25000 Data size: 19400518 Basic stats: COMPLETE Column stats: NONE
                      value expressions: c_current_cdemo_sk (type: int), c_current_hdemo_sk (type: int), c_current_addr_sk (type: int), c_first_shipto_date_sk (type: int), c_first_sales_date_sk (type: int)
            Execution mode: vectorized
        Map 14 
            Map Operator Tree:
                TableScan
                  alias: cd2
                  filterExpr: cd_demo_sk is not null (type: boolean)
                  Statistics: Num rows: 1920800 Data size: 718379200 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: cd_demo_sk is not null (type: boolean)
                    Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: cd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: cd_demo_sk (type: int)
                      Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: cd_marital_status (type: string)
            Execution mode: vectorized
        Map 15 
            Map Operator Tree:
                TableScan
                  alias: hd2
                  filterExpr: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                  Statistics: Num rows: 7200 Data size: 770400 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                    Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: hd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: hd_demo_sk (type: int)
                      Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: hd_income_band_sk (type: int)
            Execution mode: vectorized
        Map 16 
            Map Operator Tree:
                TableScan
                  alias: hd1
                  filterExpr: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                  Statistics: Num rows: 7200 Data size: 770400 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                    Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: hd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: hd_demo_sk (type: int)
                      Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: hd_income_band_sk (type: int)
            Execution mode: vectorized
        Map 17 
            Map Operator Tree:
                TableScan
                  alias: item
                  filterExpr: (((i_item_sk is not null and (i_color) IN ('maroon', 'burnished', 'dim', 'steel', 'navajo', 'chocolate')) and i_current_price BETWEEN 35 AND 45) and i_current_price BETWEEN 36 AND 50) (type: boolean)
                  Statistics: Num rows: 48000 Data size: 68732712 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (((i_item_sk is not null and (i_color) IN ('maroon', 'burnished', 'dim', 'steel', 'navajo', 'chocolate')) and i_current_price BETWEEN 35 AND 45) and i_current_price BETWEEN 36 AND 50) (type: boolean)
                    Statistics: Num rows: 3000 Data size: 4295794 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: i_item_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: i_item_sk (type: int)
                      Statistics: Num rows: 3000 Data size: 4295794 Basic stats: COMPLETE Column stats: NONE
                      value expressions: i_current_price (type: float), i_color (type: string), i_product_name (type: string)
            Execution mode: vectorized
        Map 18 
            Map Operator Tree:
                TableScan
                  alias: store_returns
                  filterExpr: (sr_item_sk is not null and sr_ticket_number is not null) (type: boolean)
                  Statistics: Num rows: 55578005 Data size: 4155315616 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (sr_item_sk is not null and sr_ticket_number is not null) (type: boolean)
                    Statistics: Num rows: 13894502 Data size: 1038828960 Basic stats: COMPLETE Column stats: NONE
                    Map Join Operator
                      condition map:
                           Inner Join 0 to 1
                      condition expressions:
                        0 {ss_item_sk} {ss_customer_sk} {ss_cdemo_sk} {ss_hdemo_sk} {ss_addr_sk} {ss_store_sk} {ss_promo_sk} {ss_wholesale_cost} {ss_list_price} {ss_coupon_amt} {ss_sold_date_sk}
                        1 
                      keys:
                        0 ss_item_sk (type: int), ss_ticket_number (type: int)
                        1 sr_item_sk (type: int), sr_ticket_number (type: int)
                      outputColumnNames: _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col22
                      input vertices:
                        0 Map 4
                      Statistics: Num rows: 15283953 Data size: 1142711808 Basic stats: COMPLETE Column stats: NONE
                      Map Join Operator
                        condition map:
                             Inner Join 0 to 1
                        condition expressions:
                          0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col22}
                          1 {c_current_cdemo_sk} {c_current_hdemo_sk} {c_current_addr_sk} {c_first_shipto_date_sk} {c_first_sales_date_sk}
                        keys:
                          0 _col2 (type: int)
                          1 c_customer_sk (type: int)
                        outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col22, _col51, _col52, _col53, _col54, _col55
                        input vertices:
                          1 Map 13
                        Statistics: Num rows: 16812348 Data size: 1256983040 Basic stats: COMPLETE Column stats: NONE
                        Map Join Operator
                          condition map:
                               Inner Join 0 to 1
                          condition expressions:
                            0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col54} {_col55}
                            1 
                          keys:
                            0 _col22 (type: int)
                            1 d_date_sk (type: int)
                          outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col54, _col55
                          input vertices:
                            1 Map 44
                          Statistics: Num rows: 18493584 Data size: 1382681344 Basic stats: COMPLETE Column stats: NONE
                          Map Join Operator
                            condition map:
                                 Inner Join 0 to 1
                            condition expressions:
                              0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col54}
                              1 {d_year}
                            keys:
                              0 _col55 (type: int)
                              1 d_date_sk (type: int)
                            outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col54, _col107
                            input vertices:
                              1 Map 41
                            Statistics: Num rows: 20342942 Data size: 1520949504 Basic stats: COMPLETE Column stats: NONE
                            Map Join Operator
                              condition map:
                                   Inner Join 0 to 1
                              condition expressions:
                                0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col107}
                                1 {d_year}
                              keys:
                                0 _col54 (type: int)
                                1 d_date_sk (type: int)
                              outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col107, _col138
                              input vertices:
                                1 Map 42
                              Statistics: Num rows: 22377236 Data size: 1673044480 Basic stats: COMPLETE Column stats: NONE
                              Map Join Operator
                                condition map:
                                     Inner Join 0 to 1
                                condition expressions:
                                  0 {_col1} {_col3} {_col4} {_col5} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col107} {_col138}
                                  1 {s_store_name} {s_zip}
                                keys:
                                  0 _col6 (type: int)
                                  1 s_store_sk (type: int)
                                outputColumnNames: _col1, _col3, _col4, _col5, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col107, _col138, _col168, _col188
                                input vertices:
                                  1 Map 29
                                Statistics: Num rows: 24614960 Data size: 1840348928 Basic stats: COMPLETE Column stats: NONE
                                Map Join Operator
                                  condition map:
                                       Inner Join 0 to 1
                                  condition expressions:
                                    0 {_col1} {_col4} {_col5} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188}
                                    1 {cd_marital_status}
                                  keys:
                                    0 _col3 (type: int)
                                    1 cd_demo_sk (type: int)
                                  outputColumnNames: _col1, _col4, _col5, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col107, _col138, _col168, _col188, _col197
                                  input vertices:
                                    1 Map 35
                                  Statistics: Num rows: 27076456 Data size: 2024383872 Basic stats: COMPLETE Column stats: NONE
                                  Map Join Operator
                                    condition map:
                                         Inner Join 0 to 1
                                    condition expressions:
                                      0 {_col1} {_col4} {_col5} {_col7} {_col10} {_col11} {_col18} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197}
                                      1 {cd_marital_status}
                                    keys:
                                      0 _col51 (type: int)
                                      1 cd_demo_sk (type: int)
                                    outputColumnNames: _col1, _col4, _col5, _col7, _col10, _col11, _col18, _col52, _col53, _col107, _col138, _col168, _col188, _col197, _col209
                                    input vertices:
                                      1 Map 38
                                    Statistics: Num rows: 29784102 Data size: 2226822400 Basic stats: COMPLETE Column stats: NONE
                                    Map Join Operator
                                      condition map:
                                           Inner Join 0 to 1
                                      condition expressions:
                                        0 {_col1} {_col4} {_col5} {_col10} {_col11} {_col18} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209}
                                        1 
                                      keys:
                                        0 _col7 (type: int)
                                        1 p_promo_sk (type: int)
                                      outputColumnNames: _col1, _col4, _col5, _col10, _col11, _col18, _col52, _col53, _col107, _col138, _col168, _col188, _col197, _col209
                                      input vertices:
                                        1 Map 3
                                      Statistics: Num rows: 32762512 Data size: 2449504768 Basic stats: COMPLETE Column stats: NONE
                                      Map Join Operator
                                        condition map:
                                             Inner Join 0 to 1
                                        condition expressions:
                                          0 {_col1} {_col5} {_col10} {_col11} {_col18} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209}
                                          1 {hd_income_band_sk}
                                        keys:
                                          0 _col4 (type: int)
                                          1 hd_demo_sk (type: int)
                                        outputColumnNames: _col1, _col5, _col10, _col11, _col18, _col52, _col53, _col107, _col138, _col168, _col188, _col197, _col209, _col242
                                        input vertices:
                                          1 Map 1
                                        Statistics: Num rows: 36038764 Data size: 2694455296 Basic stats: COMPLETE Column stats: NONE
                                        Map Join Operator
                                          condition map:
                                               Inner Join 0 to 1
                                          condition expressions:
                                            0 {_col1} {_col5} {_col10} {_col11} {_col18} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col242}
                                            1 {hd_income_band_sk}
                                          keys:
                                            0 _col52 (type: int)
                                            1 hd_demo_sk (type: int)
                                          outputColumnNames: _col1, _col5, _col10, _col11, _col18, _col53, _col107, _col138, _col168, _col188, _col197, _col209, _col242, _col250
                                          input vertices:
                                            1 Map 2
                                          Statistics: Num rows: 39642640 Data size: 2963900928 Basic stats: COMPLETE Column stats: NONE
                                          Map Join Operator
                                            condition map:
                                                 Inner Join 0 to 1
                                            condition expressions:
                                              0 {_col1} {_col10} {_col11} {_col18} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col242} {_col250}
                                              1 {ca_street_number} {ca_street_name} {ca_city} {ca_zip}
                                            keys:
                                              0 _col5 (type: int)
                                              1 ca_address_sk (type: int)
                                            outputColumnNames: _col1, _col10, _col11, _col18, _col53, _col107, _col138, _col168, _col188, _col197, _col209, _col242, _col250, _col259, _col260, _col263, _col266
                                            input vertices:
                                              1 Map 27
                                            Statistics: Num rows: 43606904 Data size: 3260291072 Basic stats: COMPLETE Column stats: NONE
                                            Map Join Operator
                                              condition map:
                                                   Inner Join 0 to 1
                                              condition expressions:
                                                0 {_col1} {_col10} {_col11} {_col18} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col242} {_col250} {_col259} {_col260} {_col263} {_col266}
                                                1 {ca_street_number} {ca_street_name} {ca_city} {ca_zip}
                                              keys:
                                                0 _col53 (type: int)
                                                1 ca_address_sk (type: int)
                                              outputColumnNames: _col1, _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col242, _col250, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282
                                              input vertices:
                                                1 Map 25
                                              Statistics: Num rows: 47967596 Data size: 3586320384 Basic stats: COMPLETE Column stats: NONE
                                              Map Join Operator
                                                condition map:
                                                     Inner Join 0 to 1
                                                condition expressions:
                                                  0 {_col1} {_col10} {_col11} {_col18} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col250} {_col259} {_col260} {_col263} {_col266} {_col275} {_col276} {_col279} {_col282}
                                                  1 
                                                keys:
                                                  0 _col242 (type: int)
                                                  1 ib_income_band_sk (type: int)
                                                outputColumnNames: _col1, _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col250, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282
                                                input vertices:
                                                  1 Map 36
                                                Statistics: Num rows: 52764356 Data size: 3944952576 Basic stats: COMPLETE Column stats: NONE
                                                Map Join Operator
                                                  condition map:
                                                       Inner Join 0 to 1
                                                  condition expressions:
                                                    0 {_col1} {_col10} {_col11} {_col18} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col259} {_col260} {_col263} {_col266} {_col275} {_col276} {_col279} {_col282}
                                                    1 
                                                  keys:
                                                    0 _col250 (type: int)
                                                    1 ib_income_band_sk (type: int)
                                                  outputColumnNames: _col1, _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282
                                                  input vertices:
                                                    1 Map 37
                                                  Statistics: Num rows: 58040792 Data size: 4339447808 Basic stats: COMPLETE Column stats: NONE
                                                  Reduce Output Operator
                                                    key expressions: _col1 (type: int)
                                                    sort order: +
                                                    Map-reduce partition columns: _col1 (type: int)
                                                    Statistics: Num rows: 58040792 Data size: 4339447808 Basic stats: COMPLETE Column stats: NONE
                                                    value expressions: _col10 (type: float), _col11 (type: float), _col18 (type: float), _col107 (type: int), _col138 (type: int), _col168 (type: string), _col188 (type: string), _col197 (type: string), _col209 (type: string), _col259 (type: string), _col260 (type: string), _col263 (type: string), _col266 (type: string), _col275 (type: string), _col276 (type: string), _col279 (type: string), _col282 (type: string)
            Execution mode: vectorized
        Map 2 
            Map Operator Tree:
                TableScan
                  alias: hd2
                  filterExpr: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                  Statistics: Num rows: 7200 Data size: 770400 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (hd_demo_sk is not null and hd_income_band_sk is not null) (type: boolean)
                    Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: hd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: hd_demo_sk (type: int)
                      Statistics: Num rows: 1800 Data size: 192600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: hd_income_band_sk (type: int)
            Execution mode: vectorized
        Map 21 
            Map Operator Tree:
                TableScan
                  alias: catalog_returns
                  filterExpr: (cr_item_sk is not null and cr_order_number is not null) (type: boolean)
                  Statistics: Num rows: 28798881 Data size: 2942039156 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (cr_item_sk is not null and cr_order_number is not null) (type: boolean)
                    Statistics: Num rows: 7199721 Data size: 735509865 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: cr_item_sk (type: int), cr_order_number (type: int)
                      sort order: ++
                      Map-reduce partition columns: cr_item_sk (type: int), cr_order_number (type: int)
                      Statistics: Num rows: 7199721 Data size: 735509865 Basic stats: COMPLETE Column stats: NONE
                      value expressions: cr_refunded_cash (type: float), cr_reversed_charge (type: float), cr_store_credit (type: float)
            Execution mode: vectorized
        Map 22 
            Map Operator Tree:
                TableScan
                  alias: catalog_sales
                  filterExpr: (cs_item_sk is not null and cs_order_number is not null) (type: boolean)
                  Statistics: Num rows: 286549727 Data size: 37743959324 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (cs_item_sk is not null and cs_order_number is not null) (type: boolean)
                    Statistics: Num rows: 71637432 Data size: 9435989863 Basic stats: COMPLETE Column stats: NONE
                    Map Join Operator
                      condition map:
                           Inner Join 0 to 1
                      condition expressions:
                        0 {cs_item_sk} {cs_ext_list_price}
                        1 {cr_refunded_cash} {cr_reversed_charge} {cr_store_credit}
                      keys:
                        0 cs_item_sk (type: int), cs_order_number (type: int)
                        1 cr_item_sk (type: int), cr_order_number (type: int)
                      outputColumnNames: _col14, _col24, _col59, _col60, _col61
                      input vertices:
                        1 Map 33
                      Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                      Select Operator
                        expressions: _col14 (type: int), _col24 (type: float), _col59 (type: float), _col60 (type: float), _col61 (type: float)
                        outputColumnNames: _col14, _col24, _col59, _col60, _col61
                        Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                        Group By Operator
                          aggregations: sum(_col24), sum(((_col59 + _col60) + _col61))
                          keys: _col14 (type: int)
                          mode: hash
                          outputColumnNames: _col0, _col1, _col2
                          Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                          Reduce Output Operator
                            key expressions: _col0 (type: int)
                            sort order: +
                            Map-reduce partition columns: _col0 (type: int)
                            Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                            value expressions: _col1 (type: double), _col2 (type: double)
            Execution mode: vectorized
        Map 24 
            Map Operator Tree:
                TableScan
                  alias: d3
                  filterExpr: d_date_sk is not null (type: boolean)
                  Statistics: Num rows: 73049 Data size: 81741831 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: d_date_sk is not null (type: boolean)
                    Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: d_date_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: d_date_sk (type: int)
                      Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                      value expressions: d_year (type: int)
            Execution mode: vectorized
        Map 25 
            Map Operator Tree:
                TableScan
                  alias: ad2
                  filterExpr: ca_address_sk is not null (type: boolean)
                  Statistics: Num rows: 800000 Data size: 811903688 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ca_address_sk is not null (type: boolean)
                    Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ca_address_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ca_address_sk (type: int)
                      Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                      value expressions: ca_street_number (type: string), ca_street_name (type: string), ca_city (type: string), ca_zip (type: string)
            Execution mode: vectorized
        Map 26 
            Map Operator Tree:
                TableScan
                  alias: customer
                  filterExpr: (((((c_customer_sk is not null and c_first_sales_date_sk is not null) and c_first_shipto_date_sk is not null) and c_current_cdemo_sk is not null) and c_current_hdemo_sk is not null) and c_current_addr_sk is not null) (type: boolean)
                  Statistics: Num rows: 1600000 Data size: 1241633212 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (((((c_customer_sk is not null and c_first_sales_date_sk is not null) and c_first_shipto_date_sk is not null) and c_current_cdemo_sk is not null) and c_current_hdemo_sk is not null) and c_current_addr_sk is not null) (type: boolean)
                    Statistics: Num rows: 25000 Data size: 19400518 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: c_customer_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: c_customer_sk (type: int)
                      Statistics: Num rows: 25000 Data size: 19400518 Basic stats: COMPLETE Column stats: NONE
                      value expressions: c_current_cdemo_sk (type: int), c_current_hdemo_sk (type: int), c_current_addr_sk (type: int), c_first_shipto_date_sk (type: int), c_first_sales_date_sk (type: int)
            Execution mode: vectorized
        Map 27 
            Map Operator Tree:
                TableScan
                  alias: ad1
                  filterExpr: ca_address_sk is not null (type: boolean)
                  Statistics: Num rows: 800000 Data size: 811903688 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ca_address_sk is not null (type: boolean)
                    Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ca_address_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ca_address_sk (type: int)
                      Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                      value expressions: ca_street_number (type: string), ca_street_name (type: string), ca_city (type: string), ca_zip (type: string)
            Execution mode: vectorized
        Map 28 
            Map Operator Tree:
                TableScan
                  alias: store_returns
                  filterExpr: (sr_item_sk is not null and sr_ticket_number is not null) (type: boolean)
                  Statistics: Num rows: 55578005 Data size: 4155315616 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (sr_item_sk is not null and sr_ticket_number is not null) (type: boolean)
                    Statistics: Num rows: 13894502 Data size: 1038828960 Basic stats: COMPLETE Column stats: NONE
                    Map Join Operator
                      condition map:
                           Inner Join 0 to 1
                      condition expressions:
                        0 {ss_item_sk} {ss_customer_sk} {ss_cdemo_sk} {ss_hdemo_sk} {ss_addr_sk} {ss_store_sk} {ss_promo_sk} {ss_wholesale_cost} {ss_list_price} {ss_coupon_amt} {ss_sold_date_sk}
                        1 
                      keys:
                        0 ss_item_sk (type: int), ss_ticket_number (type: int)
                        1 sr_item_sk (type: int), sr_ticket_number (type: int)
                      outputColumnNames: _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col22
                      input vertices:
                        0 Map 11
                      Statistics: Num rows: 15283953 Data size: 1142711808 Basic stats: COMPLETE Column stats: NONE
                      Map Join Operator
                        condition map:
                             Inner Join 0 to 1
                        condition expressions:
                          0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col22}
                          1 {c_current_cdemo_sk} {c_current_hdemo_sk} {c_current_addr_sk} {c_first_shipto_date_sk} {c_first_sales_date_sk}
                        keys:
                          0 _col2 (type: int)
                          1 c_customer_sk (type: int)
                        outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col22, _col51, _col52, _col53, _col54, _col55
                        input vertices:
                          1 Map 26
                        Statistics: Num rows: 16812348 Data size: 1256983040 Basic stats: COMPLETE Column stats: NONE
                        Map Join Operator
                          condition map:
                               Inner Join 0 to 1
                          condition expressions:
                            0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col54} {_col55}
                            1 
                          keys:
                            0 _col22 (type: int)
                            1 d_date_sk (type: int)
                          outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col54, _col55
                          input vertices:
                            1 Map 30
                          Statistics: Num rows: 18493584 Data size: 1382681344 Basic stats: COMPLETE Column stats: NONE
                          Map Join Operator
                            condition map:
                                 Inner Join 0 to 1
                            condition expressions:
                              0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col54}
                              1 {d_year}
                            keys:
                              0 _col55 (type: int)
                              1 d_date_sk (type: int)
                            outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col54, _col107
                            input vertices:
                              1 Map 31
                            Statistics: Num rows: 20342942 Data size: 1520949504 Basic stats: COMPLETE Column stats: NONE
                            Map Join Operator
                              condition map:
                                   Inner Join 0 to 1
                              condition expressions:
                                0 {_col1} {_col3} {_col4} {_col5} {_col6} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col107}
                                1 {d_year}
                              keys:
                                0 _col54 (type: int)
                                1 d_date_sk (type: int)
                              outputColumnNames: _col1, _col3, _col4, _col5, _col6, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col107, _col138
                              input vertices:
                                1 Map 24
                              Statistics: Num rows: 22377236 Data size: 1673044480 Basic stats: COMPLETE Column stats: NONE
                              Map Join Operator
                                condition map:
                                     Inner Join 0 to 1
                                condition expressions:
                                  0 {_col1} {_col3} {_col4} {_col5} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col107} {_col138}
                                  1 {s_store_name} {s_zip}
                                keys:
                                  0 _col6 (type: int)
                                  1 s_store_sk (type: int)
                                outputColumnNames: _col1, _col3, _col4, _col5, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col107, _col138, _col168, _col188
                                input vertices:
                                  1 Map 45
                                Statistics: Num rows: 24614960 Data size: 1840348928 Basic stats: COMPLETE Column stats: NONE
                                Map Join Operator
                                  condition map:
                                       Inner Join 0 to 1
                                  condition expressions:
                                    0 {_col1} {_col4} {_col5} {_col7} {_col10} {_col11} {_col18} {_col51} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188}
                                    1 {cd_marital_status}
                                  keys:
                                    0 _col3 (type: int)
                                    1 cd_demo_sk (type: int)
                                  outputColumnNames: _col1, _col4, _col5, _col7, _col10, _col11, _col18, _col51, _col52, _col53, _col107, _col138, _col168, _col188, _col197
                                  input vertices:
                                    1 Map 12
                                  Statistics: Num rows: 27076456 Data size: 2024383872 Basic stats: COMPLETE Column stats: NONE
                                  Map Join Operator
                                    condition map:
                                         Inner Join 0 to 1
                                    condition expressions:
                                      0 {_col1} {_col4} {_col5} {_col7} {_col10} {_col11} {_col18} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197}
                                      1 {cd_marital_status}
                                    keys:
                                      0 _col51 (type: int)
                                      1 cd_demo_sk (type: int)
                                    outputColumnNames: _col1, _col4, _col5, _col7, _col10, _col11, _col18, _col52, _col53, _col107, _col138, _col168, _col188, _col197, _col209
                                    input vertices:
                                      1 Map 14
                                    Statistics: Num rows: 29784102 Data size: 2226822400 Basic stats: COMPLETE Column stats: NONE
                                    Map Join Operator
                                      condition map:
                                           Inner Join 0 to 1
                                      condition expressions:
                                        0 {_col1} {_col4} {_col5} {_col10} {_col11} {_col18} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209}
                                        1 
                                      keys:
                                        0 _col7 (type: int)
                                        1 p_promo_sk (type: int)
                                      outputColumnNames: _col1, _col4, _col5, _col10, _col11, _col18, _col52, _col53, _col107, _col138, _col168, _col188, _col197, _col209
                                      input vertices:
                                        1 Map 40
                                      Statistics: Num rows: 32762512 Data size: 2449504768 Basic stats: COMPLETE Column stats: NONE
                                      Map Join Operator
                                        condition map:
                                             Inner Join 0 to 1
                                        condition expressions:
                                          0 {_col1} {_col5} {_col10} {_col11} {_col18} {_col52} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209}
                                          1 {hd_income_band_sk}
                                        keys:
                                          0 _col4 (type: int)
                                          1 hd_demo_sk (type: int)
                                        outputColumnNames: _col1, _col5, _col10, _col11, _col18, _col52, _col53, _col107, _col138, _col168, _col188, _col197, _col209, _col242
                                        input vertices:
                                          1 Map 16
                                        Statistics: Num rows: 36038764 Data size: 2694455296 Basic stats: COMPLETE Column stats: NONE
                                        Map Join Operator
                                          condition map:
                                               Inner Join 0 to 1
                                          condition expressions:
                                            0 {_col1} {_col5} {_col10} {_col11} {_col18} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col242}
                                            1 {hd_income_band_sk}
                                          keys:
                                            0 _col52 (type: int)
                                            1 hd_demo_sk (type: int)
                                          outputColumnNames: _col1, _col5, _col10, _col11, _col18, _col53, _col107, _col138, _col168, _col188, _col197, _col209, _col242, _col250
                                          input vertices:
                                            1 Map 15
                                          Statistics: Num rows: 39642640 Data size: 2963900928 Basic stats: COMPLETE Column stats: NONE
                                          Map Join Operator
                                            condition map:
                                                 Inner Join 0 to 1
                                            condition expressions:
                                              0 {_col1} {_col10} {_col11} {_col18} {_col53} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col242} {_col250}
                                              1 {ca_street_number} {ca_street_name} {ca_city} {ca_zip}
                                            keys:
                                              0 _col5 (type: int)
                                              1 ca_address_sk (type: int)
                                            outputColumnNames: _col1, _col10, _col11, _col18, _col53, _col107, _col138, _col168, _col188, _col197, _col209, _col242, _col250, _col259, _col260, _col263, _col266
                                            input vertices:
                                              1 Map 39
                                            Statistics: Num rows: 43606904 Data size: 3260291072 Basic stats: COMPLETE Column stats: NONE
                                            Map Join Operator
                                              condition map:
                                                   Inner Join 0 to 1
                                              condition expressions:
                                                0 {_col1} {_col10} {_col11} {_col18} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col242} {_col250} {_col259} {_col260} {_col263} {_col266}
                                                1 {ca_street_number} {ca_street_name} {ca_city} {ca_zip}
                                              keys:
                                                0 _col53 (type: int)
                                                1 ca_address_sk (type: int)
                                              outputColumnNames: _col1, _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col242, _col250, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282
                                              input vertices:
                                                1 Map 43
                                              Statistics: Num rows: 47967596 Data size: 3586320384 Basic stats: COMPLETE Column stats: NONE
                                              Map Join Operator
                                                condition map:
                                                     Inner Join 0 to 1
                                                condition expressions:
                                                  0 {_col1} {_col10} {_col11} {_col18} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col250} {_col259} {_col260} {_col263} {_col266} {_col275} {_col276} {_col279} {_col282}
                                                  1 
                                                keys:
                                                  0 _col242 (type: int)
                                                  1 ib_income_band_sk (type: int)
                                                outputColumnNames: _col1, _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col250, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282
                                                input vertices:
                                                  1 Map 5
                                                Statistics: Num rows: 52764356 Data size: 3944952576 Basic stats: COMPLETE Column stats: NONE
                                                Map Join Operator
                                                  condition map:
                                                       Inner Join 0 to 1
                                                  condition expressions:
                                                    0 {_col1} {_col10} {_col11} {_col18} {_col107} {_col138} {_col168} {_col188} {_col197} {_col209} {_col259} {_col260} {_col263} {_col266} {_col275} {_col276} {_col279} {_col282}
                                                    1 
                                                  keys:
                                                    0 _col250 (type: int)
                                                    1 ib_income_band_sk (type: int)
                                                  outputColumnNames: _col1, _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282
                                                  input vertices:
                                                    1 Map 32
                                                  Statistics: Num rows: 58040792 Data size: 4339447808 Basic stats: COMPLETE Column stats: NONE
                                                  Reduce Output Operator
                                                    key expressions: _col1 (type: int)
                                                    sort order: +
                                                    Map-reduce partition columns: _col1 (type: int)
                                                    Statistics: Num rows: 58040792 Data size: 4339447808 Basic stats: COMPLETE Column stats: NONE
                                                    value expressions: _col10 (type: float), _col11 (type: float), _col18 (type: float), _col107 (type: int), _col138 (type: int), _col168 (type: string), _col188 (type: string), _col197 (type: string), _col209 (type: string), _col259 (type: string), _col260 (type: string), _col263 (type: string), _col266 (type: string), _col275 (type: string), _col276 (type: string), _col279 (type: string), _col282 (type: string)
            Execution mode: vectorized
        Map 29 
            Map Operator Tree:
                TableScan
                  alias: store
                  filterExpr: ((s_store_sk is not null and s_store_name is not null) and s_zip is not null) (type: boolean)
                  Statistics: Num rows: 212 Data size: 405680 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ((s_store_sk is not null and s_store_name is not null) and s_zip is not null) (type: boolean)
                    Statistics: Num rows: 27 Data size: 51666 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: s_store_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: s_store_sk (type: int)
                      Statistics: Num rows: 27 Data size: 51666 Basic stats: COMPLETE Column stats: NONE
                      value expressions: s_store_name (type: string), s_zip (type: string)
            Execution mode: vectorized
        Map 3 
            Map Operator Tree:
                TableScan
                  alias: promotion
                  filterExpr: p_promo_sk is not null (type: boolean)
                  Statistics: Num rows: 450 Data size: 530848 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: p_promo_sk is not null (type: boolean)
                    Statistics: Num rows: 225 Data size: 265424 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: p_promo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: p_promo_sk (type: int)
                      Statistics: Num rows: 225 Data size: 265424 Basic stats: COMPLETE Column stats: NONE
            Execution mode: vectorized
        Map 30 
            Map Operator Tree:
                TableScan
                  alias: d1
                  filterExpr: (d_date_sk is not null and (d_year = 2000)) (type: boolean)
                  Statistics: Num rows: 73049 Data size: 81741831 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (d_date_sk is not null and (d_year = 2000)) (type: boolean)
                    Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: d_date_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: d_date_sk (type: int)
                      Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                    Select Operator
                      expressions: d_date_sk (type: int)
                      outputColumnNames: _col0
                      Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                      Group By Operator
                        keys: _col0 (type: int)
                        mode: hash
                        outputColumnNames: _col0
                        Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                        Dynamic Partitioning Event Operator
                          Target Input: store_sales
                          Partition key expr: ss_sold_date_sk
                          Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                          Target column: ss_sold_date_sk
                          Target Vertex: Map 11
        Map 31 
            Map Operator Tree:
                TableScan
                  alias: d2
                  filterExpr: d_date_sk is not null (type: boolean)
                  Statistics: Num rows: 73049 Data size: 81741831 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: d_date_sk is not null (type: boolean)
                    Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: d_date_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: d_date_sk (type: int)
                      Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                      value expressions: d_year (type: int)
            Execution mode: vectorized
        Map 32 
            Map Operator Tree:
                TableScan
                  alias: ib2
                  filterExpr: ib_income_band_sk is not null (type: boolean)
                  Statistics: Num rows: 20 Data size: 240 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ib_income_band_sk is not null (type: boolean)
                    Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ib_income_band_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ib_income_band_sk (type: int)
                      Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
            Execution mode: vectorized
        Map 33 
            Map Operator Tree:
                TableScan
                  alias: catalog_returns
                  filterExpr: (cr_item_sk is not null and cr_order_number is not null) (type: boolean)
                  Statistics: Num rows: 28798881 Data size: 2942039156 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (cr_item_sk is not null and cr_order_number is not null) (type: boolean)
                    Statistics: Num rows: 7199721 Data size: 735509865 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: cr_item_sk (type: int), cr_order_number (type: int)
                      sort order: ++
                      Map-reduce partition columns: cr_item_sk (type: int), cr_order_number (type: int)
                      Statistics: Num rows: 7199721 Data size: 735509865 Basic stats: COMPLETE Column stats: NONE
                      value expressions: cr_refunded_cash (type: float), cr_reversed_charge (type: float), cr_store_credit (type: float)
            Execution mode: vectorized
        Map 34 
            Map Operator Tree:
                TableScan
                  alias: item
                  filterExpr: (((i_item_sk is not null and (i_color) IN ('maroon', 'burnished', 'dim', 'steel', 'navajo', 'chocolate')) and i_current_price BETWEEN 35 AND 45) and i_current_price BETWEEN 36 AND 50) (type: boolean)
                  Statistics: Num rows: 48000 Data size: 68732712 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (((i_item_sk is not null and (i_color) IN ('maroon', 'burnished', 'dim', 'steel', 'navajo', 'chocolate')) and i_current_price BETWEEN 35 AND 45) and i_current_price BETWEEN 36 AND 50) (type: boolean)
                    Statistics: Num rows: 3000 Data size: 4295794 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: i_item_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: i_item_sk (type: int)
                      Statistics: Num rows: 3000 Data size: 4295794 Basic stats: COMPLETE Column stats: NONE
                      value expressions: i_current_price (type: float), i_color (type: string), i_product_name (type: string)
            Execution mode: vectorized
        Map 35 
            Map Operator Tree:
                TableScan
                  alias: cd1
                  filterExpr: cd_demo_sk is not null (type: boolean)
                  Statistics: Num rows: 1920800 Data size: 718379200 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: cd_demo_sk is not null (type: boolean)
                    Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: cd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: cd_demo_sk (type: int)
                      Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: cd_marital_status (type: string)
            Execution mode: vectorized
        Map 36 
            Map Operator Tree:
                TableScan
                  alias: ib1
                  filterExpr: ib_income_band_sk is not null (type: boolean)
                  Statistics: Num rows: 20 Data size: 240 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ib_income_band_sk is not null (type: boolean)
                    Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ib_income_band_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ib_income_band_sk (type: int)
                      Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
            Execution mode: vectorized
        Map 37 
            Map Operator Tree:
                TableScan
                  alias: ib2
                  filterExpr: ib_income_band_sk is not null (type: boolean)
                  Statistics: Num rows: 20 Data size: 240 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ib_income_band_sk is not null (type: boolean)
                    Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ib_income_band_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ib_income_band_sk (type: int)
                      Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
            Execution mode: vectorized
        Map 38 
            Map Operator Tree:
                TableScan
                  alias: cd2
                  filterExpr: cd_demo_sk is not null (type: boolean)
                  Statistics: Num rows: 1920800 Data size: 718379200 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: cd_demo_sk is not null (type: boolean)
                    Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: cd_demo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: cd_demo_sk (type: int)
                      Statistics: Num rows: 960400 Data size: 359189600 Basic stats: COMPLETE Column stats: NONE
                      value expressions: cd_marital_status (type: string)
            Execution mode: vectorized
        Map 39 
            Map Operator Tree:
                TableScan
                  alias: ad1
                  filterExpr: ca_address_sk is not null (type: boolean)
                  Statistics: Num rows: 800000 Data size: 811903688 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ca_address_sk is not null (type: boolean)
                    Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ca_address_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ca_address_sk (type: int)
                      Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                      value expressions: ca_street_number (type: string), ca_street_name (type: string), ca_city (type: string), ca_zip (type: string)
            Execution mode: vectorized
        Map 4 
            Map Operator Tree:
                TableScan
                  alias: store_sales
                  filterExpr: (((((((ss_item_sk is not null and ss_ticket_number is not null) and ss_customer_sk is not null) and ss_store_sk is not null) and ss_cdemo_sk is not null) and ss_promo_sk is not null) and ss_hdemo_sk is not null) and ss_addr_sk is not null) (type: boolean)
                  Statistics: Num rows: 550076554 Data size: 47370018896 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (((((((ss_item_sk is not null and ss_ticket_number is not null) and ss_customer_sk is not null) and ss_store_sk is not null) and ss_cdemo_sk is not null) and ss_promo_sk is not null) and ss_hdemo_sk is not null) and ss_addr_sk is not null) (type: boolean)
                    Statistics: Num rows: 2148737 Data size: 185039176 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ss_item_sk (type: int), ss_ticket_number (type: int)
                      sort order: ++
                      Map-reduce partition columns: ss_item_sk (type: int), ss_ticket_number (type: int)
                      Statistics: Num rows: 2148737 Data size: 185039176 Basic stats: COMPLETE Column stats: NONE
                      value expressions: ss_customer_sk (type: int), ss_cdemo_sk (type: int), ss_hdemo_sk (type: int), ss_addr_sk (type: int), ss_store_sk (type: int), ss_promo_sk (type: int), ss_wholesale_cost (type: float), ss_list_price (type: float), ss_coupon_amt (type: float), ss_sold_date_sk (type: int)
            Execution mode: vectorized
        Map 40 
            Map Operator Tree:
                TableScan
                  alias: promotion
                  filterExpr: p_promo_sk is not null (type: boolean)
                  Statistics: Num rows: 450 Data size: 530848 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: p_promo_sk is not null (type: boolean)
                    Statistics: Num rows: 225 Data size: 265424 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: p_promo_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: p_promo_sk (type: int)
                      Statistics: Num rows: 225 Data size: 265424 Basic stats: COMPLETE Column stats: NONE
            Execution mode: vectorized
        Map 41 
            Map Operator Tree:
                TableScan
                  alias: d2
                  filterExpr: d_date_sk is not null (type: boolean)
                  Statistics: Num rows: 73049 Data size: 81741831 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: d_date_sk is not null (type: boolean)
                    Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: d_date_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: d_date_sk (type: int)
                      Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                      value expressions: d_year (type: int)
            Execution mode: vectorized
        Map 42 
            Map Operator Tree:
                TableScan
                  alias: d3
                  filterExpr: d_date_sk is not null (type: boolean)
                  Statistics: Num rows: 73049 Data size: 81741831 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: d_date_sk is not null (type: boolean)
                    Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: d_date_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: d_date_sk (type: int)
                      Statistics: Num rows: 36525 Data size: 40871475 Basic stats: COMPLETE Column stats: NONE
                      value expressions: d_year (type: int)
            Execution mode: vectorized
        Map 43 
            Map Operator Tree:
                TableScan
                  alias: ad2
                  filterExpr: ca_address_sk is not null (type: boolean)
                  Statistics: Num rows: 800000 Data size: 811903688 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ca_address_sk is not null (type: boolean)
                    Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ca_address_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ca_address_sk (type: int)
                      Statistics: Num rows: 400000 Data size: 405951844 Basic stats: COMPLETE Column stats: NONE
                      value expressions: ca_street_number (type: string), ca_street_name (type: string), ca_city (type: string), ca_zip (type: string)
            Execution mode: vectorized
        Map 44 
            Map Operator Tree:
                TableScan
                  alias: d1
                  filterExpr: (d_date_sk is not null and (d_year = 2001)) (type: boolean)
                  Statistics: Num rows: 73049 Data size: 81741831 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (d_date_sk is not null and (d_year = 2001)) (type: boolean)
                    Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: d_date_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: d_date_sk (type: int)
                      Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                    Select Operator
                      expressions: d_date_sk (type: int)
                      outputColumnNames: _col0
                      Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                      Group By Operator
                        keys: _col0 (type: int)
                        mode: hash
                        outputColumnNames: _col0
                        Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                        Dynamic Partitioning Event Operator
                          Target Input: store_sales
                          Partition key expr: ss_sold_date_sk
                          Statistics: Num rows: 18262 Data size: 20435178 Basic stats: COMPLETE Column stats: NONE
                          Target column: ss_sold_date_sk
                          Target Vertex: Map 4
        Map 45 
            Map Operator Tree:
                TableScan
                  alias: store
                  filterExpr: ((s_store_sk is not null and s_store_name is not null) and s_zip is not null) (type: boolean)
                  Statistics: Num rows: 212 Data size: 405680 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ((s_store_sk is not null and s_store_name is not null) and s_zip is not null) (type: boolean)
                    Statistics: Num rows: 27 Data size: 51666 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: s_store_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: s_store_sk (type: int)
                      Statistics: Num rows: 27 Data size: 51666 Basic stats: COMPLETE Column stats: NONE
                      value expressions: s_store_name (type: string), s_zip (type: string)
            Execution mode: vectorized
        Map 5 
            Map Operator Tree:
                TableScan
                  alias: ib1
                  filterExpr: ib_income_band_sk is not null (type: boolean)
                  Statistics: Num rows: 20 Data size: 240 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: ib_income_band_sk is not null (type: boolean)
                    Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: ib_income_band_sk (type: int)
                      sort order: +
                      Map-reduce partition columns: ib_income_band_sk (type: int)
                      Statistics: Num rows: 10 Data size: 120 Basic stats: COMPLETE Column stats: NONE
            Execution mode: vectorized
        Map 6 
            Map Operator Tree:
                TableScan
                  alias: catalog_sales
                  filterExpr: (cs_item_sk is not null and cs_order_number is not null) (type: boolean)
                  Statistics: Num rows: 286549727 Data size: 37743959324 Basic stats: COMPLETE Column stats: NONE
                  Filter Operator
                    predicate: (cs_item_sk is not null and cs_order_number is not null) (type: boolean)
                    Statistics: Num rows: 71637432 Data size: 9435989863 Basic stats: COMPLETE Column stats: NONE
                    Map Join Operator
                      condition map:
                           Inner Join 0 to 1
                      condition expressions:
                        0 {cs_item_sk} {cs_ext_list_price}
                        1 {cr_refunded_cash} {cr_reversed_charge} {cr_store_credit}
                      keys:
                        0 cs_item_sk (type: int), cs_order_number (type: int)
                        1 cr_item_sk (type: int), cr_order_number (type: int)
                      outputColumnNames: _col14, _col24, _col59, _col60, _col61
                      input vertices:
                        1 Map 21
                      Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                      Select Operator
                        expressions: _col14 (type: int), _col24 (type: float), _col59 (type: float), _col60 (type: float), _col61 (type: float)
                        outputColumnNames: _col14, _col24, _col59, _col60, _col61
                        Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                        Group By Operator
                          aggregations: sum(_col24), sum(((_col59 + _col60) + _col61))
                          keys: _col14 (type: int)
                          mode: hash
                          outputColumnNames: _col0, _col1, _col2
                          Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                          Reduce Output Operator
                            key expressions: _col0 (type: int)
                            sort order: +
                            Map-reduce partition columns: _col0 (type: int)
                            Statistics: Num rows: 78801176 Data size: 10379589632 Basic stats: COMPLETE Column stats: NONE
                            value expressions: _col1 (type: double), _col2 (type: double)
            Execution mode: vectorized
        Reducer 10 
            Reduce Operator Tree:
              Select Operator
                expressions: KEY.reducesinkkey0 (type: string), KEY.reducesinkkey1 (type: string), VALUE._col0 (type: string), VALUE._col1 (type: string), VALUE._col2 (type: string), VALUE._col3 (type: string), VALUE._col4 (type: string), VALUE._col5 (type: string), VALUE._col6 (type: string), VALUE._col7 (type: string), VALUE._col8 (type: string), 2000 (type: int), VALUE._col10 (type: bigint), VALUE._col11 (type: double), VALUE._col12 (type: double), VALUE._col13 (type: double), VALUE._col14 (type: double), VALUE._col15 (type: double), VALUE._col16 (type: double), 2001 (type: int), KEY.reducesinkkey2 (type: bigint)
                outputColumnNames: _col0, _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9, _col10, _col11, _col12, _col13, _col14, _col15, _col16, _col17, _col18, _col19, _col20
                Statistics: Num rows: 182888 Data size: 13673711 Basic stats: COMPLETE Column stats: NONE
                File Output Operator
                  compressed: false
                  Statistics: Num rows: 182888 Data size: 13673711 Basic stats: COMPLETE Column stats: NONE
                  table:
                      input format: org.apache.hadoop.mapred.TextInputFormat
                      output format: org.apache.hadoop.hive.ql.io.HiveIgnoreKeyTextOutputFormat
                      serde: org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe
            Execution mode: vectorized
        Reducer 19 
            Reduce Operator Tree:
              Join Operator
                condition map:
                     Inner Join 0 to 1
                     Inner Join 0 to 2
                condition expressions:
                  0 {VALUE._col9} {VALUE._col10} {VALUE._col17} {VALUE._col106} {VALUE._col137} {VALUE._col167} {VALUE._col187} {VALUE._col196} {VALUE._col208} {VALUE._col258} {VALUE._col259} {VALUE._col262} {VALUE._col265} {VALUE._col274} {VALUE._col275} {VALUE._col278} {VALUE._col281}
                  1 {KEY.reducesinkkey0} {VALUE._col4} {VALUE._col16} {VALUE._col20}
                  2 
                outputColumnNames: _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282, _col301, _col306, _col318, _col322
                Statistics: Num rows: 127689744 Data size: 9546785792 Basic stats: COMPLETE Column stats: NONE
                Filter Operator
                  predicate: ((((_col197 <> _col209) and (_col318) IN ('maroon', 'burnished', 'dim', 'steel', 'navajo', 'chocolate')) and _col306 BETWEEN 35 AND 45) and _col306 BETWEEN 36 AND 50) (type: boolean)
                  Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                  Select Operator
                    expressions: _col322 (type: string), _col301 (type: int), _col168 (type: string), _col188 (type: string), _col259 (type: string), _col260 (type: string), _col263 (type: string), _col266 (type: string), _col275 (type: string), _col276 (type: string), _col279 (type: string), _col282 (type: string), 2001 (type: int), _col107 (type: int), _col138 (type: int), _col10 (type: float), _col11 (type: float), _col18 (type: float)
                    outputColumnNames: _col322, _col301, _col168, _col188, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282, _col76, _col107, _col138, _col10, _col11, _col18
                    Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                    Group By Operator
                      aggregations: count(), sum(_col10), sum(_col11), sum(_col18)
                      keys: _col322 (type: string), _col301 (type: int), _col168 (type: string), _col188 (type: string), _col259 (type: string), _col260 (type: string), _col263 (type: string), _col266 (type: string), _col275 (type: string), _col276 (type: string), _col279 (type: string), _col282 (type: string), _col76 (type: int), _col107 (type: int), _col138 (type: int)
                      mode: hash
                      outputColumnNames: _col0, _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9, _col10, _col11, _col12, _col13, _col14, _col15, _col16, _col17, _col18
                      Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                      Reduce Output Operator
                        key expressions: _col0 (type: string), _col1 (type: int), _col2 (type: string), _col3 (type: string), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string), _col10 (type: string), _col11 (type: string), _col12 (type: int), _col13 (type: int), _col14 (type: int)
                        sort order: +++++++++++++++
                        Map-reduce partition columns: _col0 (type: string), _col1 (type: int), _col2 (type: string), _col3 (type: string), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string), _col10 (type: string), _col11 (type: string), _col12 (type: int), _col13 (type: int), _col14 (type: int)
                        Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                        value expressions: _col15 (type: bigint), _col16 (type: double), _col17 (type: double), _col18 (type: double)
        Reducer 20 
            Reduce Operator Tree:
              Group By Operator
                aggregations: count(VALUE._col0), sum(VALUE._col1), sum(VALUE._col2), sum(VALUE._col3)
                keys: KEY._col0 (type: string), KEY._col1 (type: int), KEY._col2 (type: string), KEY._col3 (type: string), KEY._col4 (type: string), KEY._col5 (type: string), KEY._col6 (type: string), KEY._col7 (type: string), KEY._col8 (type: string), KEY._col9 (type: string), KEY._col10 (type: string), KEY._col11 (type: string), KEY._col12 (type: int), KEY._col13 (type: int), KEY._col14 (type: int)
                mode: mergepartial
                outputColumnNames: _col0, _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9, _col10, _col11, _col12, _col13, _col14, _col15, _col16, _col17, _col18
                Statistics: Num rows: 7980609 Data size: 596674112 Basic stats: COMPLETE Column stats: NONE
                Select Operator
                  expressions: _col1 (type: int), _col12 (type: int), _col15 (type: bigint), _col16 (type: double), _col17 (type: double), _col18 (type: double), _col2 (type: string), _col3 (type: string)
                  outputColumnNames: _col1, _col12, _col15, _col16, _col17, _col18, _col2, _col3
                  Statistics: Num rows: 7980609 Data size: 596674112 Basic stats: COMPLETE Column stats: NONE
                  Reduce Output Operator
                    key expressions: _col1 (type: int), _col2 (type: string), _col3 (type: string)
                    sort order: +++
                    Map-reduce partition columns: _col1 (type: int), _col2 (type: string), _col3 (type: string)
                    Statistics: Num rows: 7980609 Data size: 596674112 Basic stats: COMPLETE Column stats: NONE
                    value expressions: _col12 (type: int), _col15 (type: bigint), _col16 (type: double), _col17 (type: double), _col18 (type: double)
        Reducer 23 
            Reduce Operator Tree:
              Group By Operator
                aggregations: sum(VALUE._col0), sum(VALUE._col1)
                keys: KEY._col0 (type: int)
                mode: mergepartial
                outputColumnNames: _col0, _col1, _col2
                Statistics: Num rows: 39400588 Data size: 5189794816 Basic stats: COMPLETE Column stats: NONE
                Filter Operator
                  predicate: (_col1 > (2 * _col2)) (type: boolean)
                  Statistics: Num rows: 13133529 Data size: 1729931561 Basic stats: COMPLETE Column stats: NONE
                  Select Operator
                    expressions: _col0 (type: int)
                    outputColumnNames: _col0
                    Statistics: Num rows: 13133529 Data size: 1729931561 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: _col0 (type: int)
                      sort order: +
                      Map-reduce partition columns: _col0 (type: int)
                      Statistics: Num rows: 13133529 Data size: 1729931561 Basic stats: COMPLETE Column stats: NONE
        Reducer 7 
            Reduce Operator Tree:
              Group By Operator
                aggregations: sum(VALUE._col0), sum(VALUE._col1)
                keys: KEY._col0 (type: int)
                mode: mergepartial
                outputColumnNames: _col0, _col1, _col2
                Statistics: Num rows: 39400588 Data size: 5189794816 Basic stats: COMPLETE Column stats: NONE
                Filter Operator
                  predicate: (_col1 > (2 * _col2)) (type: boolean)
                  Statistics: Num rows: 13133529 Data size: 1729931561 Basic stats: COMPLETE Column stats: NONE
                  Select Operator
                    expressions: _col0 (type: int)
                    outputColumnNames: _col0
                    Statistics: Num rows: 13133529 Data size: 1729931561 Basic stats: COMPLETE Column stats: NONE
                    Reduce Output Operator
                      key expressions: _col0 (type: int)
                      sort order: +
                      Map-reduce partition columns: _col0 (type: int)
                      Statistics: Num rows: 13133529 Data size: 1729931561 Basic stats: COMPLETE Column stats: NONE
        Reducer 8 
            Reduce Operator Tree:
              Join Operator
                condition map:
                     Inner Join 0 to 1
                     Inner Join 0 to 2
                condition expressions:
                  0 {VALUE._col9} {VALUE._col10} {VALUE._col17} {VALUE._col106} {VALUE._col137} {VALUE._col167} {VALUE._col187} {VALUE._col196} {VALUE._col208} {VALUE._col258} {VALUE._col259} {VALUE._col262} {VALUE._col265} {VALUE._col274} {VALUE._col275} {VALUE._col278} {VALUE._col281}
                  1 {KEY.reducesinkkey0} {VALUE._col4} {VALUE._col16} {VALUE._col20}
                  2 
                outputColumnNames: _col10, _col11, _col18, _col107, _col138, _col168, _col188, _col197, _col209, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282, _col301, _col306, _col318, _col322
                Statistics: Num rows: 127689744 Data size: 9546785792 Basic stats: COMPLETE Column stats: NONE
                Filter Operator
                  predicate: ((((_col197 <> _col209) and (_col318) IN ('maroon', 'burnished', 'dim', 'steel', 'navajo', 'chocolate')) and _col306 BETWEEN 35 AND 45) and _col306 BETWEEN 36 AND 50) (type: boolean)
                  Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                  Select Operator
                    expressions: _col322 (type: string), _col301 (type: int), _col168 (type: string), _col188 (type: string), _col259 (type: string), _col260 (type: string), _col263 (type: string), _col266 (type: string), _col275 (type: string), _col276 (type: string), _col279 (type: string), _col282 (type: string), 2000 (type: int), _col107 (type: int), _col138 (type: int), _col10 (type: float), _col11 (type: float), _col18 (type: float)
                    outputColumnNames: _col322, _col301, _col168, _col188, _col259, _col260, _col263, _col266, _col275, _col276, _col279, _col282, _col76, _col107, _col138, _col10, _col11, _col18
                    Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                    Group By Operator
                      aggregations: count(), sum(_col10), sum(_col11), sum(_col18)
                      keys: _col322 (type: string), _col301 (type: int), _col168 (type: string), _col188 (type: string), _col259 (type: string), _col260 (type: string), _col263 (type: string), _col266 (type: string), _col275 (type: string), _col276 (type: string), _col279 (type: string), _col282 (type: string), _col76 (type: int), _col107 (type: int), _col138 (type: int)
                      mode: hash
                      outputColumnNames: _col0, _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9, _col10, _col11, _col12, _col13, _col14, _col15, _col16, _col17, _col18
                      Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                      Reduce Output Operator
                        key expressions: _col0 (type: string), _col1 (type: int), _col2 (type: string), _col3 (type: string), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string), _col10 (type: string), _col11 (type: string), _col12 (type: int), _col13 (type: int), _col14 (type: int)
                        sort order: +++++++++++++++
                        Map-reduce partition columns: _col0 (type: string), _col1 (type: int), _col2 (type: string), _col3 (type: string), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string), _col10 (type: string), _col11 (type: string), _col12 (type: int), _col13 (type: int), _col14 (type: int)
                        Statistics: Num rows: 15961218 Data size: 1193348224 Basic stats: COMPLETE Column stats: NONE
                        value expressions: _col15 (type: bigint), _col16 (type: double), _col17 (type: double), _col18 (type: double)
        Reducer 9 
            Reduce Operator Tree:
              Group By Operator
                aggregations: count(VALUE._col0), sum(VALUE._col1), sum(VALUE._col2), sum(VALUE._col3)
                keys: KEY._col0 (type: string), KEY._col1 (type: int), KEY._col2 (type: string), KEY._col3 (type: string), KEY._col4 (type: string), KEY._col5 (type: string), KEY._col6 (type: string), KEY._col7 (type: string), KEY._col8 (type: string), KEY._col9 (type: string), KEY._col10 (type: string), KEY._col11 (type: string), KEY._col12 (type: int), KEY._col13 (type: int), KEY._col14 (type: int)
                mode: mergepartial
                outputColumnNames: _col0, _col1, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9, _col10, _col11, _col12, _col13, _col14, _col15, _col16, _col17, _col18
                Statistics: Num rows: 7980609 Data size: 596674112 Basic stats: COMPLETE Column stats: NONE
                Select Operator
                  expressions: _col0 (type: string), _col1 (type: int), _col10 (type: string), _col11 (type: string), _col12 (type: int), _col15 (type: bigint), _col16 (type: double), _col17 (type: double), _col18 (type: double), _col2 (type: string), _col3 (type: string), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string)
                  outputColumnNames: _col0, _col1, _col10, _col11, _col12, _col15, _col16, _col17, _col18, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9
                  Statistics: Num rows: 7980609 Data size: 596674112 Basic stats: COMPLETE Column stats: NONE
                  Map Join Operator
                    condition map:
                         Inner Join 0 to 1
                    condition expressions:
                      0 {_col0} {_col2} {_col3} {_col4} {_col5} {_col6} {_col7} {_col8} {_col9} {_col10} {_col11} {_col12} {_col15} {_col16} {_col17} {_col18}
                      1 {_col2} {_col3} {_col12} {_col15} {_col16} {_col17} {_col18}
                    keys:
                      0 _col1 (type: int), _col2 (type: string), _col3 (type: string)
                      1 _col1 (type: int), _col2 (type: string), _col3 (type: string)
                    outputColumnNames: _col0, _col2, _col3, _col4, _col5, _col6, _col7, _col8, _col9, _col10, _col11, _col12, _col15, _col16, _col17, _col18, _col21, _col22, _col31, _col34, _col35, _col36, _col37
                    input vertices:
                      1 Reducer 20
                    Statistics: Num rows: 8778670 Data size: 656341568 Basic stats: COMPLETE Column stats: NONE
                    Filter Operator
                      predicate: (((((_col12 = 2000) and (_col31 = 2001)) and (_col34 <= _col15)) and (_col2 = _col21)) and (_col3 = _col22)) (type: boolean)
                      Statistics: Num rows: 182888 Data size: 13673711 Basic stats: COMPLETE Column stats: NONE
                      Select Operator
                        expressions: _col0 (type: string), _col2 (type: string), _col11 (type: string), _col15 (type: bigint), _col16 (type: double), _col17 (type: double), _col18 (type: double), _col35 (type: double), _col36 (type: double), _col37 (type: double), _col3 (type: string), _col34 (type: bigint), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string), _col10 (type: string)
                        outputColumnNames: _col0, _col1, _col10, _col12, _col13, _col14, _col15, _col16, _col17, _col18, _col2, _col20, _col3, _col4, _col5, _col6, _col7, _col8, _col9
                        Statistics: Num rows: 182888 Data size: 13673711 Basic stats: COMPLETE Column stats: NONE
                        Reduce Output Operator
                          key expressions: _col0 (type: string), _col1 (type: string), _col20 (type: bigint)
                          sort order: +++
                          Statistics: Num rows: 182888 Data size: 13673711 Basic stats: COMPLETE Column stats: NONE
                          value expressions: _col2 (type: string), _col3 (type: string), _col4 (type: string), _col5 (type: string), _col6 (type: string), _col7 (type: string), _col8 (type: string), _col9 (type: string), _col10 (type: string), _col12 (type: bigint), _col13 (type: double), _col14 (type: double), _col15 (type: double), _col16 (type: double), _col17 (type: double), _col18 (type: double)

  Stage: Stage-0
    Fetch Operator
      limit: -1
      Processor Tree:
        ListSink
{code}

Query
{code}
explain  
select cs1.product_name ,cs1.store_name ,cs1.store_zip ,cs1.b_street_number ,cs1.b_streen_name ,cs1.b_city
     ,cs1.b_zip ,cs1.c_street_number ,cs1.c_street_name ,cs1.c_city ,cs1.c_zip ,cs1.syear ,cs1.cnt
     ,cs1.s1 ,cs1.s2 ,cs1.s3
     ,cs2.s1 ,cs2.s2 ,cs2.s3 ,cs2.syear ,cs2.cnt
from
(select i_product_name as product_name ,i_item_sk as item_sk ,s_store_name as store_name
     ,s_zip as store_zip ,ad1.ca_street_number as b_street_number ,ad1.ca_street_name as b_streen_name
     ,ad1.ca_city as b_city ,ad1.ca_zip as b_zip ,ad2.ca_street_number as c_street_number
     ,ad2.ca_street_name as c_street_name ,ad2.ca_city as c_city ,ad2.ca_zip as c_zip
     ,d1.d_year as syear ,d2.d_year as fsyear ,d3.d_year as s2year ,count(*) as cnt
     ,sum(ss_wholesale_cost) as s1 ,sum(ss_list_price) as s2 ,sum(ss_coupon_amt) as s3
  FROM   store_sales
        JOIN store_returns ON store_sales.ss_item_sk = store_returns.sr_item_sk and store_sales.ss_ticket_number = store_returns.sr_ticket_number
        JOIN customer ON store_sales.ss_customer_sk = customer.c_customer_sk
        JOIN date_dim d1 ON store_sales.ss_sold_date_sk = d1.d_date_sk
        JOIN date_dim d2 ON customer.c_first_sales_date_sk = d2.d_date_sk 
        JOIN date_dim d3 ON customer.c_first_shipto_date_sk = d3.d_date_sk
        JOIN store ON store_sales.ss_store_sk = store.s_store_sk
        JOIN customer_demographics cd1 ON store_sales.ss_cdemo_sk= cd1.cd_demo_sk
        JOIN customer_demographics cd2 ON customer.c_current_cdemo_sk = cd2.cd_demo_sk
        JOIN promotion ON store_sales.ss_promo_sk = promotion.p_promo_sk
        JOIN household_demographics hd1 ON store_sales.ss_hdemo_sk = hd1.hd_demo_sk
        JOIN household_demographics hd2 ON customer.c_current_hdemo_sk = hd2.hd_demo_sk
        JOIN customer_address ad1 ON store_sales.ss_addr_sk = ad1.ca_address_sk
        JOIN customer_address ad2 ON customer.c_current_addr_sk = ad2.ca_address_sk
        JOIN income_band ib1 ON hd1.hd_income_band_sk = ib1.ib_income_band_sk
        JOIN income_band ib2 ON hd2.hd_income_band_sk = ib2.ib_income_band_sk
        JOIN item ON store_sales.ss_item_sk = item.i_item_sk
        JOIN
 (select cs_item_sk
        ,sum(cs_ext_list_price) as sale,sum(cr_refunded_cash+cr_reversed_charge+cr_store_credit) as refund
  from catalog_sales JOIN catalog_returns
  ON catalog_sales.cs_item_sk = catalog_returns.cr_item_sk
    and catalog_sales.cs_order_number = catalog_returns.cr_order_number
  group by cs_item_sk
  having sum(cs_ext_list_price)>2*sum(cr_refunded_cash+cr_reversed_charge+cr_store_credit)) cs_ui
ON store_sales.ss_item_sk = cs_ui.cs_item_sk
  WHERE  
         cd1.cd_marital_status <> cd2.cd_marital_status and
         i_color in ('maroon','burnished','dim','steel','navajo','chocolate') and
         i_current_price between 35 and 35 + 10 and
         i_current_price between 35 + 1 and 35 + 15
group by i_product_name ,i_item_sk ,s_store_name ,s_zip ,ad1.ca_street_number
       ,ad1.ca_street_name ,ad1.ca_city ,ad1.ca_zip ,ad2.ca_street_number
       ,ad2.ca_street_name ,ad2.ca_city ,ad2.ca_zip ,d1.d_year ,d2.d_year ,d3.d_year
) cs1
JOIN
(select i_product_name as product_name ,i_item_sk as item_sk ,s_store_name as store_name
     ,s_zip as store_zip ,ad1.ca_street_number as b_street_number ,ad1.ca_street_name as b_streen_name
     ,ad1.ca_city as b_city ,ad1.ca_zip as b_zip ,ad2.ca_street_number as c_street_number
     ,ad2.ca_street_name as c_street_name ,ad2.ca_city as c_city ,ad2.ca_zip as c_zip
     ,d1.d_year as syear ,d2.d_year as fsyear ,d3.d_year as s2year ,count(*) as cnt
     ,sum(ss_wholesale_cost) as s1 ,sum(ss_list_price) as s2 ,sum(ss_coupon_amt) as s3
  FROM   store_sales
        JOIN store_returns ON store_sales.ss_item_sk = store_returns.sr_item_sk and store_sales.ss_ticket_number = store_returns.sr_ticket_number
        JOIN customer ON store_sales.ss_customer_sk = customer.c_customer_sk
        JOIN date_dim d1 ON store_sales.ss_sold_date_sk = d1.d_date_sk
        JOIN date_dim d2 ON customer.c_first_sales_date_sk = d2.d_date_sk 
        JOIN date_dim d3 ON customer.c_first_shipto_date_sk = d3.d_date_sk
        JOIN store ON store_sales.ss_store_sk = store.s_store_sk
        JOIN customer_demographics cd1 ON store_sales.ss_cdemo_sk= cd1.cd_demo_sk
        JOIN customer_demographics cd2 ON customer.c_current_cdemo_sk = cd2.cd_demo_sk
        JOIN promotion ON store_sales.ss_promo_sk = promotion.p_promo_sk
        JOIN household_demographics hd1 ON store_sales.ss_hdemo_sk = hd1.hd_demo_sk
        JOIN household_demographics hd2 ON customer.c_current_hdemo_sk = hd2.hd_demo_sk
        JOIN customer_address ad1 ON store_sales.ss_addr_sk = ad1.ca_address_sk
        JOIN customer_address ad2 ON customer.c_current_addr_sk = ad2.ca_address_sk
        JOIN income_band ib1 ON hd1.hd_income_band_sk = ib1.ib_income_band_sk
        JOIN income_band ib2 ON hd2.hd_income_band_sk = ib2.ib_income_band_sk
        JOIN item ON store_sales.ss_item_sk = item.i_item_sk
        JOIN
 (select cs_item_sk
        ,sum(cs_ext_list_price) as sale,sum(cr_refunded_cash+cr_reversed_charge+cr_store_credit) as refund
  from catalog_sales JOIN catalog_returns
  ON catalog_sales.cs_item_sk = catalog_returns.cr_item_sk
    and catalog_sales.cs_order_number = catalog_returns.cr_order_number
  group by cs_item_sk
  having sum(cs_ext_list_price)>2*sum(cr_refunded_cash+cr_reversed_charge+cr_store_credit)) cs_ui
ON store_sales.ss_item_sk = cs_ui.cs_item_sk
  WHERE  
         cd1.cd_marital_status <> cd2.cd_marital_status and
         i_color in ('maroon','burnished','dim','steel','navajo','chocolate') and
         i_current_price between 35 and 35 + 10 and
         i_current_price between 35 + 1 and 35 + 15
group by i_product_name ,i_item_sk ,s_store_name ,s_zip ,ad1.ca_street_number
       ,ad1.ca_street_name ,ad1.ca_city ,ad1.ca_zip ,ad2.ca_street_number
       ,ad2.ca_street_name ,ad2.ca_city ,ad2.ca_zip ,d1.d_year ,d2.d_year ,d3.d_year
) cs2
ON cs1.item_sk=cs2.item_sk
where 
     cs1.syear = 2000 and
     cs2.syear = 2000 + 1 and
     cs2.cnt <= cs1.cnt and
     cs1.store_name = cs2.store_name and
     cs1.store_zip = cs2.store_zip
order by cs1.product_name ,cs1.store_name ,cs2.cnt
{code}



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