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explain.txt
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explain.txt
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== Physical Plan ==
TakeOrderedAndProject (61)
+- * HashAggregate (60)
+- Exchange (59)
+- * HashAggregate (58)
+- * Project (57)
+- * SortMergeJoin Inner (56)
:- * Sort (43)
: +- Exchange (42)
: +- * Project (41)
: +- * SortMergeJoin Inner (40)
: :- * Sort (27)
: : +- Exchange (26)
: : +- * Project (25)
: : +- * SortMergeJoin Inner (24)
: : :- * Sort (18)
: : : +- Exchange (17)
: : : +- * Project (16)
: : : +- * BroadcastHashJoin Inner BuildRight (15)
: : : :- * Project (10)
: : : : +- * BroadcastHashJoin Inner BuildRight (9)
: : : : :- * Filter (3)
: : : : : +- * ColumnarToRow (2)
: : : : : +- Scan parquet default.store_sales (1)
: : : : +- BroadcastExchange (8)
: : : : +- * Project (7)
: : : : +- * Filter (6)
: : : : +- * ColumnarToRow (5)
: : : : +- Scan parquet default.date_dim (4)
: : : +- BroadcastExchange (14)
: : : +- * Filter (13)
: : : +- * ColumnarToRow (12)
: : : +- Scan parquet default.store (11)
: : +- * Sort (23)
: : +- Exchange (22)
: : +- * Filter (21)
: : +- * ColumnarToRow (20)
: : +- Scan parquet default.item (19)
: +- * Sort (39)
: +- Exchange (38)
: +- * Project (37)
: +- * BroadcastHashJoin Inner BuildRight (36)
: :- * Filter (30)
: : +- * ColumnarToRow (29)
: : +- Scan parquet default.store_returns (28)
: +- BroadcastExchange (35)
: +- * Project (34)
: +- * Filter (33)
: +- * ColumnarToRow (32)
: +- Scan parquet default.date_dim (31)
+- * Sort (55)
+- Exchange (54)
+- * Project (53)
+- * BroadcastHashJoin Inner BuildRight (52)
:- * Filter (46)
: +- * ColumnarToRow (45)
: +- Scan parquet default.catalog_sales (44)
+- BroadcastExchange (51)
+- * Project (50)
+- * Filter (49)
+- * ColumnarToRow (48)
+- Scan parquet default.date_dim (47)
(1) Scan parquet default.store_sales
Output [6]: [ss_sold_date_sk#1, ss_item_sk#2, ss_customer_sk#3, ss_store_sk#4, ss_ticket_number#5, ss_quantity#6]
Batched: true
Location [not included in comparison]/{warehouse_dir}/store_sales]
PushedFilters: [IsNotNull(ss_customer_sk), IsNotNull(ss_item_sk), IsNotNull(ss_ticket_number), IsNotNull(ss_sold_date_sk), IsNotNull(ss_store_sk)]
ReadSchema: struct<ss_sold_date_sk:int,ss_item_sk:int,ss_customer_sk:int,ss_store_sk:int,ss_ticket_number:int,ss_quantity:int>
(2) ColumnarToRow [codegen id : 3]
Input [6]: [ss_sold_date_sk#1, ss_item_sk#2, ss_customer_sk#3, ss_store_sk#4, ss_ticket_number#5, ss_quantity#6]
(3) Filter [codegen id : 3]
Input [6]: [ss_sold_date_sk#1, ss_item_sk#2, ss_customer_sk#3, ss_store_sk#4, ss_ticket_number#5, ss_quantity#6]
Condition : ((((isnotnull(ss_customer_sk#3) AND isnotnull(ss_item_sk#2)) AND isnotnull(ss_ticket_number#5)) AND isnotnull(ss_sold_date_sk#1)) AND isnotnull(ss_store_sk#4))
(4) Scan parquet default.date_dim
Output [3]: [d_date_sk#7, d_year#8, d_moy#9]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_moy), IsNotNull(d_year), EqualTo(d_moy,9), EqualTo(d_year,1999), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int,d_moy:int>
(5) ColumnarToRow [codegen id : 1]
Input [3]: [d_date_sk#7, d_year#8, d_moy#9]
(6) Filter [codegen id : 1]
Input [3]: [d_date_sk#7, d_year#8, d_moy#9]
Condition : ((((isnotnull(d_moy#9) AND isnotnull(d_year#8)) AND (d_moy#9 = 9)) AND (d_year#8 = 1999)) AND isnotnull(d_date_sk#7))
(7) Project [codegen id : 1]
Output [1]: [d_date_sk#7]
Input [3]: [d_date_sk#7, d_year#8, d_moy#9]
(8) BroadcastExchange
Input [1]: [d_date_sk#7]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#10]
(9) BroadcastHashJoin [codegen id : 3]
Left keys [1]: [ss_sold_date_sk#1]
Right keys [1]: [d_date_sk#7]
Join condition: None
(10) Project [codegen id : 3]
Output [5]: [ss_item_sk#2, ss_customer_sk#3, ss_store_sk#4, ss_ticket_number#5, ss_quantity#6]
Input [7]: [ss_sold_date_sk#1, ss_item_sk#2, ss_customer_sk#3, ss_store_sk#4, ss_ticket_number#5, ss_quantity#6, d_date_sk#7]
(11) Scan parquet default.store
Output [3]: [s_store_sk#11, s_store_id#12, s_store_name#13]
Batched: true
Location [not included in comparison]/{warehouse_dir}/store]
PushedFilters: [IsNotNull(s_store_sk)]
ReadSchema: struct<s_store_sk:int,s_store_id:string,s_store_name:string>
(12) ColumnarToRow [codegen id : 2]
Input [3]: [s_store_sk#11, s_store_id#12, s_store_name#13]
(13) Filter [codegen id : 2]
Input [3]: [s_store_sk#11, s_store_id#12, s_store_name#13]
Condition : isnotnull(s_store_sk#11)
(14) BroadcastExchange
Input [3]: [s_store_sk#11, s_store_id#12, s_store_name#13]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [id=#14]
(15) BroadcastHashJoin [codegen id : 3]
Left keys [1]: [ss_store_sk#4]
Right keys [1]: [s_store_sk#11]
Join condition: None
(16) Project [codegen id : 3]
Output [6]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13]
Input [8]: [ss_item_sk#2, ss_customer_sk#3, ss_store_sk#4, ss_ticket_number#5, ss_quantity#6, s_store_sk#11, s_store_id#12, s_store_name#13]
(17) Exchange
Input [6]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13]
Arguments: hashpartitioning(ss_item_sk#2, 5), true, [id=#15]
(18) Sort [codegen id : 4]
Input [6]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13]
Arguments: [ss_item_sk#2 ASC NULLS FIRST], false, 0
(19) Scan parquet default.item
Output [3]: [i_item_sk#16, i_item_id#17, i_item_desc#18]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk)]
ReadSchema: struct<i_item_sk:int,i_item_id:string,i_item_desc:string>
(20) ColumnarToRow [codegen id : 5]
Input [3]: [i_item_sk#16, i_item_id#17, i_item_desc#18]
(21) Filter [codegen id : 5]
Input [3]: [i_item_sk#16, i_item_id#17, i_item_desc#18]
Condition : isnotnull(i_item_sk#16)
(22) Exchange
Input [3]: [i_item_sk#16, i_item_id#17, i_item_desc#18]
Arguments: hashpartitioning(i_item_sk#16, 5), true, [id=#19]
(23) Sort [codegen id : 6]
Input [3]: [i_item_sk#16, i_item_id#17, i_item_desc#18]
Arguments: [i_item_sk#16 ASC NULLS FIRST], false, 0
(24) SortMergeJoin [codegen id : 7]
Left keys [1]: [ss_item_sk#2]
Right keys [1]: [i_item_sk#16]
Join condition: None
(25) Project [codegen id : 7]
Output [8]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18]
Input [9]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13, i_item_sk#16, i_item_id#17, i_item_desc#18]
(26) Exchange
Input [8]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18]
Arguments: hashpartitioning(cast(ss_customer_sk#3 as bigint), cast(ss_item_sk#2 as bigint), cast(ss_ticket_number#5 as bigint), 5), true, [id=#20]
(27) Sort [codegen id : 8]
Input [8]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18]
Arguments: [cast(ss_customer_sk#3 as bigint) ASC NULLS FIRST, cast(ss_item_sk#2 as bigint) ASC NULLS FIRST, cast(ss_ticket_number#5 as bigint) ASC NULLS FIRST], false, 0
(28) Scan parquet default.store_returns
Output [5]: [sr_returned_date_sk#21, sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
Batched: true
Location [not included in comparison]/{warehouse_dir}/store_returns]
PushedFilters: [IsNotNull(sr_customer_sk), IsNotNull(sr_item_sk), IsNotNull(sr_ticket_number), IsNotNull(sr_returned_date_sk)]
ReadSchema: struct<sr_returned_date_sk:bigint,sr_item_sk:bigint,sr_customer_sk:bigint,sr_ticket_number:bigint,sr_return_quantity:int>
(29) ColumnarToRow [codegen id : 10]
Input [5]: [sr_returned_date_sk#21, sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
(30) Filter [codegen id : 10]
Input [5]: [sr_returned_date_sk#21, sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
Condition : (((isnotnull(sr_customer_sk#23) AND isnotnull(sr_item_sk#22)) AND isnotnull(sr_ticket_number#24)) AND isnotnull(sr_returned_date_sk#21))
(31) Scan parquet default.date_dim
Output [3]: [d_date_sk#26, d_year#27, d_moy#28]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_moy), IsNotNull(d_year), GreaterThanOrEqual(d_moy,9), LessThanOrEqual(d_moy,12), EqualTo(d_year,1999), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int,d_moy:int>
(32) ColumnarToRow [codegen id : 9]
Input [3]: [d_date_sk#26, d_year#27, d_moy#28]
(33) Filter [codegen id : 9]
Input [3]: [d_date_sk#26, d_year#27, d_moy#28]
Condition : (((((isnotnull(d_moy#28) AND isnotnull(d_year#27)) AND (d_moy#28 >= 9)) AND (d_moy#28 <= 12)) AND (d_year#27 = 1999)) AND isnotnull(d_date_sk#26))
(34) Project [codegen id : 9]
Output [1]: [d_date_sk#26]
Input [3]: [d_date_sk#26, d_year#27, d_moy#28]
(35) BroadcastExchange
Input [1]: [d_date_sk#26]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#29]
(36) BroadcastHashJoin [codegen id : 10]
Left keys [1]: [sr_returned_date_sk#21]
Right keys [1]: [cast(d_date_sk#26 as bigint)]
Join condition: None
(37) Project [codegen id : 10]
Output [4]: [sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
Input [6]: [sr_returned_date_sk#21, sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25, d_date_sk#26]
(38) Exchange
Input [4]: [sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
Arguments: hashpartitioning(sr_customer_sk#23, sr_item_sk#22, sr_ticket_number#24, 5), true, [id=#30]
(39) Sort [codegen id : 11]
Input [4]: [sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
Arguments: [sr_customer_sk#23 ASC NULLS FIRST, sr_item_sk#22 ASC NULLS FIRST, sr_ticket_number#24 ASC NULLS FIRST], false, 0
(40) SortMergeJoin [codegen id : 12]
Left keys [3]: [cast(ss_customer_sk#3 as bigint), cast(ss_item_sk#2 as bigint), cast(ss_ticket_number#5 as bigint)]
Right keys [3]: [sr_customer_sk#23, sr_item_sk#22, sr_ticket_number#24]
Join condition: None
(41) Project [codegen id : 12]
Output [8]: [ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18, sr_item_sk#22, sr_customer_sk#23, sr_return_quantity#25]
Input [12]: [ss_item_sk#2, ss_customer_sk#3, ss_ticket_number#5, ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18, sr_item_sk#22, sr_customer_sk#23, sr_ticket_number#24, sr_return_quantity#25]
(42) Exchange
Input [8]: [ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18, sr_item_sk#22, sr_customer_sk#23, sr_return_quantity#25]
Arguments: hashpartitioning(sr_customer_sk#23, sr_item_sk#22, 5), true, [id=#31]
(43) Sort [codegen id : 13]
Input [8]: [ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18, sr_item_sk#22, sr_customer_sk#23, sr_return_quantity#25]
Arguments: [sr_customer_sk#23 ASC NULLS FIRST, sr_item_sk#22 ASC NULLS FIRST], false, 0
(44) Scan parquet default.catalog_sales
Output [4]: [cs_sold_date_sk#32, cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
Batched: true
Location [not included in comparison]/{warehouse_dir}/catalog_sales]
PushedFilters: [IsNotNull(cs_bill_customer_sk), IsNotNull(cs_item_sk), IsNotNull(cs_sold_date_sk)]
ReadSchema: struct<cs_sold_date_sk:int,cs_bill_customer_sk:int,cs_item_sk:int,cs_quantity:int>
(45) ColumnarToRow [codegen id : 15]
Input [4]: [cs_sold_date_sk#32, cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
(46) Filter [codegen id : 15]
Input [4]: [cs_sold_date_sk#32, cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
Condition : ((isnotnull(cs_bill_customer_sk#33) AND isnotnull(cs_item_sk#34)) AND isnotnull(cs_sold_date_sk#32))
(47) Scan parquet default.date_dim
Output [2]: [d_date_sk#36, d_year#37]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [In(d_year, [1999,2000,2001]), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int>
(48) ColumnarToRow [codegen id : 14]
Input [2]: [d_date_sk#36, d_year#37]
(49) Filter [codegen id : 14]
Input [2]: [d_date_sk#36, d_year#37]
Condition : (d_year#37 IN (1999,2000,2001) AND isnotnull(d_date_sk#36))
(50) Project [codegen id : 14]
Output [1]: [d_date_sk#36]
Input [2]: [d_date_sk#36, d_year#37]
(51) BroadcastExchange
Input [1]: [d_date_sk#36]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [id=#38]
(52) BroadcastHashJoin [codegen id : 15]
Left keys [1]: [cs_sold_date_sk#32]
Right keys [1]: [d_date_sk#36]
Join condition: None
(53) Project [codegen id : 15]
Output [3]: [cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
Input [5]: [cs_sold_date_sk#32, cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35, d_date_sk#36]
(54) Exchange
Input [3]: [cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
Arguments: hashpartitioning(cast(cs_bill_customer_sk#33 as bigint), cast(cs_item_sk#34 as bigint), 5), true, [id=#39]
(55) Sort [codegen id : 16]
Input [3]: [cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
Arguments: [cast(cs_bill_customer_sk#33 as bigint) ASC NULLS FIRST, cast(cs_item_sk#34 as bigint) ASC NULLS FIRST], false, 0
(56) SortMergeJoin [codegen id : 17]
Left keys [2]: [sr_customer_sk#23, sr_item_sk#22]
Right keys [2]: [cast(cs_bill_customer_sk#33 as bigint), cast(cs_item_sk#34 as bigint)]
Join condition: None
(57) Project [codegen id : 17]
Output [7]: [ss_quantity#6, sr_return_quantity#25, cs_quantity#35, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18]
Input [11]: [ss_quantity#6, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18, sr_item_sk#22, sr_customer_sk#23, sr_return_quantity#25, cs_bill_customer_sk#33, cs_item_sk#34, cs_quantity#35]
(58) HashAggregate [codegen id : 17]
Input [7]: [ss_quantity#6, sr_return_quantity#25, cs_quantity#35, s_store_id#12, s_store_name#13, i_item_id#17, i_item_desc#18]
Keys [4]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13]
Functions [3]: [partial_sum(cast(ss_quantity#6 as bigint)), partial_sum(cast(sr_return_quantity#25 as bigint)), partial_sum(cast(cs_quantity#35 as bigint))]
Aggregate Attributes [3]: [sum#40, sum#41, sum#42]
Results [7]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, sum#43, sum#44, sum#45]
(59) Exchange
Input [7]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, sum#43, sum#44, sum#45]
Arguments: hashpartitioning(i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, 5), true, [id=#46]
(60) HashAggregate [codegen id : 18]
Input [7]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, sum#43, sum#44, sum#45]
Keys [4]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13]
Functions [3]: [sum(cast(ss_quantity#6 as bigint)), sum(cast(sr_return_quantity#25 as bigint)), sum(cast(cs_quantity#35 as bigint))]
Aggregate Attributes [3]: [sum(cast(ss_quantity#6 as bigint))#47, sum(cast(sr_return_quantity#25 as bigint))#48, sum(cast(cs_quantity#35 as bigint))#49]
Results [7]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, sum(cast(ss_quantity#6 as bigint))#47 AS store_sales_quantity#50, sum(cast(sr_return_quantity#25 as bigint))#48 AS store_returns_quantity#51, sum(cast(cs_quantity#35 as bigint))#49 AS catalog_sales_quantity#52]
(61) TakeOrderedAndProject
Input [7]: [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, store_sales_quantity#50, store_returns_quantity#51, catalog_sales_quantity#52]
Arguments: 100, [i_item_id#17 ASC NULLS FIRST, i_item_desc#18 ASC NULLS FIRST, s_store_id#12 ASC NULLS FIRST, s_store_name#13 ASC NULLS FIRST], [i_item_id#17, i_item_desc#18, s_store_id#12, s_store_name#13, store_sales_quantity#50, store_returns_quantity#51, catalog_sales_quantity#52]