== Physical Plan ==
VeloxColumnarToRow (72)
+- TakeOrderedAndProjectExecTransformer (71)
   +- ^ ProjectExecTransformer (69)
      +- ^ WindowExecTransformer (68)
         +- ^ SortExecTransformer (67)
            +- ^ InputIteratorTransformer (66)
               +- ColumnarExchange (64)
                  +- VeloxResizeBatches (63)
                     +- ^ ProjectExecTransformer (61)
                        +- ^ ProjectExecTransformer (60)
                           +- ^ FlushableHashAggregateExecTransformer (59)
                              +- ^ InputIteratorTransformer (58)
                                 +- ColumnarExchange (56)
                                    +- VeloxResizeBatches (55)
                                       +- ^ ProjectExecTransformer (53)
                                          +- ^ FlushableHashAggregateExecTransformer (52)
                                             +- ^ InputIteratorTransformer (51)
                                                +- ColumnarUnion (49)
                                                   :- ^ ProjectExecTransformer (24)
                                                   :  +- ^ RegularHashAggregateExecTransformer (23)
                                                   :     +- ^ InputIteratorTransformer (22)
                                                   :        +- ColumnarExchange (20)
                                                   :           +- VeloxResizeBatches (19)
                                                   :              +- ^ ProjectExecTransformer (17)
                                                   :                 +- ^ FlushableHashAggregateExecTransformer (16)
                                                   :                    +- ^ ProjectExecTransformer (15)
                                                   :                       +- ^ BroadcastHashJoinExecTransformer Inner BuildRight (14)
                                                   :                          :- ^ ProjectExecTransformer (7)
                                                   :                          :  +- ^ BroadcastHashJoinExecTransformer Inner BuildRight (6)
                                                   :                          :     :- ^ FilterExecTransformer (2)
                                                   :                          :     :  +- ^ FileSourceScanExecTransformer parquet spark_catalog.default.web_sales (1)
                                                   :                          :     +- ^ InputIteratorTransformer (5)
                                                   :                          :        +- ReusedExchange (3)
                                                   :                          +- ^ InputIteratorTransformer (13)
                                                   :                             +- ColumnarBroadcastExchange (11)
                                                   :                                +- ^ FilterExecTransformer (9)
                                                   :                                   +- ^ FileSourceScanExecTransformer parquet spark_catalog.default.item (8)
                                                   :- ^ ProjectExecTransformer (39)
                                                   :  +- ^ RegularHashAggregateExecTransformer (38)
                                                   :     +- ^ InputIteratorTransformer (37)
                                                   :        +- ColumnarExchange (35)
                                                   :           +- VeloxResizeBatches (34)
                                                   :              +- ^ ProjectExecTransformer (32)
                                                   :                 +- ^ FlushableHashAggregateExecTransformer (31)
                                                   :                    +- ^ ProjectExecTransformer (30)
                                                   :                       +- ^ RegularHashAggregateExecTransformer (29)
                                                   :                          +- ^ InputIteratorTransformer (28)
                                                   :                             +- ReusedExchange (26)
                                                   +- ^ ProjectExecTransformer (47)
                                                      +- ^ RegularHashAggregateExecTransformer (46)
                                                         +- ^ ProjectExecTransformer (45)
                                                            +- ^ RegularHashAggregateExecTransformer (44)
                                                               +- ^ InputIteratorTransformer (43)
                                                                  +- ReusedExchange (41)


(1) FileSourceScanExecTransformer parquet spark_catalog.default.web_sales
Output [3]: [ws_item_sk#1, ws_net_paid#2, ws_sold_date_sk#3]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ws_sold_date_sk#3), dynamicpruningexpression(ws_sold_date_sk#3 IN dynamicpruning#4)]
PushedFilters: [IsNotNull(ws_item_sk)]
ReadSchema: struct<ws_item_sk:int,ws_net_paid:decimal(7,2)>

(2) FilterExecTransformer
Input [3]: [ws_item_sk#1, ws_net_paid#2, ws_sold_date_sk#3]
Arguments: isnotnull(ws_item_sk#1)

(3) ReusedExchange [Reuses operator id: 77]
Output [1]: [d_date_sk#5]

(4) InputAdapter
Input [1]: [d_date_sk#5]

(5) InputIteratorTransformer
Input [1]: [d_date_sk#5]

(6) BroadcastHashJoinExecTransformer
Left keys [1]: [ws_sold_date_sk#3]
Right keys [1]: [d_date_sk#5]
Join type: Inner
Join condition: None

(7) ProjectExecTransformer
Output [2]: [ws_item_sk#1, ws_net_paid#2]
Input [4]: [ws_item_sk#1, ws_net_paid#2, ws_sold_date_sk#3, d_date_sk#5]

(8) FileSourceScanExecTransformer parquet spark_catalog.default.item
Output [3]: [i_item_sk#6, i_class#7, i_category#8]
Batched: true
Location: InMemoryFileIndex [{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk)]
ReadSchema: struct<i_item_sk:int,i_class:string,i_category:string>

(9) FilterExecTransformer
Input [3]: [i_item_sk#6, i_class#7, i_category#8]
Arguments: isnotnull(i_item_sk#6)

(10) WholeStageCodegenTransformer (3)
Input [3]: [i_item_sk#6, i_class#7, i_category#8]
Arguments: false

(11) ColumnarBroadcastExchange
Input [3]: [i_item_sk#6, i_class#7, i_category#8]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=1]

(12) InputAdapter
Input [3]: [i_item_sk#6, i_class#7, i_category#8]

(13) InputIteratorTransformer
Input [3]: [i_item_sk#6, i_class#7, i_category#8]

(14) BroadcastHashJoinExecTransformer
Left keys [1]: [ws_item_sk#1]
Right keys [1]: [i_item_sk#6]
Join type: Inner
Join condition: None

(15) ProjectExecTransformer
Output [3]: [i_class#7, i_category#8, UnscaledValue(ws_net_paid#2) AS _pre_1#9]
Input [5]: [ws_item_sk#1, ws_net_paid#2, i_item_sk#6, i_class#7, i_category#8]

(16) FlushableHashAggregateExecTransformer
Input [3]: [i_class#7, i_category#8, _pre_1#9]
Keys [2]: [i_category#8, i_class#7]
Functions [1]: [partial_sum(_pre_1#9)]
Aggregate Attributes [1]: [sum#10]
Results [3]: [i_category#8, i_class#7, sum#11]

(17) ProjectExecTransformer
Output [4]: [hash(i_category#8, i_class#7, 42) AS hash_partition_key#12, i_category#8, i_class#7, sum#11]
Input [3]: [i_category#8, i_class#7, sum#11]

(18) WholeStageCodegenTransformer (4)
Input [4]: [hash_partition_key#12, i_category#8, i_class#7, sum#11]
Arguments: false

(19) VeloxResizeBatches
Input [4]: [hash_partition_key#12, i_category#8, i_class#7, sum#11]
Arguments: 1024, 2147483647, 10485760

(20) ColumnarExchange
Input [4]: [hash_partition_key#12, i_category#8, i_class#7, sum#11]
Arguments: hashpartitioning(i_category#8, i_class#7, 1), ENSURE_REQUIREMENTS, [i_category#8, i_class#7, sum#11], [plan_id=2], [shuffle_writer_type=hash]

(21) InputAdapter
Input [3]: [i_category#8, i_class#7, sum#11]

(22) InputIteratorTransformer
Input [3]: [i_category#8, i_class#7, sum#11]

(23) RegularHashAggregateExecTransformer
Input [3]: [i_category#8, i_class#7, sum#11]
Keys [2]: [i_category#8, i_class#7]
Functions [1]: [sum(UnscaledValue(ws_net_paid#2))]
Aggregate Attributes [1]: [sum(UnscaledValue(ws_net_paid#2))#13]
Results [3]: [i_category#8, i_class#7, sum(UnscaledValue(ws_net_paid#2))#13]

(24) ProjectExecTransformer
Output [6]: [cast(MakeDecimal(sum(UnscaledValue(ws_net_paid#2))#13,17,2) as decimal(27,2)) AS total_sum#14, i_category#8, i_class#7, 0 AS g_category#15, 0 AS g_class#16, 0 AS lochierarchy#17]
Input [3]: [i_category#8, i_class#7, sum(UnscaledValue(ws_net_paid#2))#13]

(25) WholeStageCodegenTransformer (5)
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Arguments: false

(26) ReusedExchange [Reuses operator id: 20]
Output [3]: [i_category#18, i_class#19, sum#20]

(27) InputAdapter
Input [3]: [i_category#18, i_class#19, sum#20]

(28) InputIteratorTransformer
Input [3]: [i_category#18, i_class#19, sum#20]

(29) RegularHashAggregateExecTransformer
Input [3]: [i_category#18, i_class#19, sum#20]
Keys [2]: [i_category#18, i_class#19]
Functions [1]: [sum(UnscaledValue(ws_net_paid#21))]
Aggregate Attributes [1]: [sum(UnscaledValue(ws_net_paid#21))#13]
Results [3]: [i_category#18, i_class#19, sum(UnscaledValue(ws_net_paid#21))#13]

(30) ProjectExecTransformer
Output [2]: [MakeDecimal(sum(UnscaledValue(ws_net_paid#21))#13,17,2) AS total_sum#22, i_category#18]
Input [3]: [i_category#18, i_class#19, sum(UnscaledValue(ws_net_paid#21))#13]

(31) FlushableHashAggregateExecTransformer
Input [2]: [total_sum#22, i_category#18]
Keys [1]: [i_category#18]
Functions [1]: [partial_sum(total_sum#22)]
Aggregate Attributes [2]: [sum#23, isEmpty#24]
Results [3]: [i_category#18, sum#25, isEmpty#26]

(32) ProjectExecTransformer
Output [4]: [hash(i_category#18, 42) AS hash_partition_key#27, i_category#18, sum#25, isEmpty#26]
Input [3]: [i_category#18, sum#25, isEmpty#26]

(33) WholeStageCodegenTransformer (10)
Input [4]: [hash_partition_key#27, i_category#18, sum#25, isEmpty#26]
Arguments: false

(34) VeloxResizeBatches
Input [4]: [hash_partition_key#27, i_category#18, sum#25, isEmpty#26]
Arguments: 1024, 2147483647, 10485760

(35) ColumnarExchange
Input [4]: [hash_partition_key#27, i_category#18, sum#25, isEmpty#26]
Arguments: hashpartitioning(i_category#18, 1), ENSURE_REQUIREMENTS, [i_category#18, sum#25, isEmpty#26], [plan_id=3], [shuffle_writer_type=hash]

(36) InputAdapter
Input [3]: [i_category#18, sum#25, isEmpty#26]

(37) InputIteratorTransformer
Input [3]: [i_category#18, sum#25, isEmpty#26]

(38) RegularHashAggregateExecTransformer
Input [3]: [i_category#18, sum#25, isEmpty#26]
Keys [1]: [i_category#18]
Functions [1]: [sum(total_sum#22)]
Aggregate Attributes [1]: [sum(total_sum#22)#28]
Results [2]: [i_category#18, sum(total_sum#22)#28]

(39) ProjectExecTransformer
Output [6]: [sum(total_sum#22)#28 AS total_sum#29, i_category#18, null AS i_class#30, 0 AS g_category#31, 1 AS g_class#32, 1 AS lochierarchy#33]
Input [2]: [i_category#18, sum(total_sum#22)#28]

(40) WholeStageCodegenTransformer (11)
Input [6]: [total_sum#29, i_category#18, i_class#30, g_category#31, g_class#32, lochierarchy#33]
Arguments: false

(41) ReusedExchange [Reuses operator id: 20]
Output [3]: [i_category#34, i_class#35, sum#36]

(42) InputAdapter
Input [3]: [i_category#34, i_class#35, sum#36]

(43) InputIteratorTransformer
Input [3]: [i_category#34, i_class#35, sum#36]

(44) RegularHashAggregateExecTransformer
Input [3]: [i_category#34, i_class#35, sum#36]
Keys [2]: [i_category#34, i_class#35]
Functions [1]: [sum(UnscaledValue(ws_net_paid#37))]
Aggregate Attributes [1]: [sum(UnscaledValue(ws_net_paid#37))#13]
Results [3]: [i_category#34, i_class#35, sum(UnscaledValue(ws_net_paid#37))#13]

(45) ProjectExecTransformer
Output [1]: [MakeDecimal(sum(UnscaledValue(ws_net_paid#37))#13,17,2) AS total_sum#38]
Input [3]: [i_category#34, i_class#35, sum(UnscaledValue(ws_net_paid#37))#13]

(46) RegularHashAggregateExecTransformer
Input [1]: [total_sum#38]
Keys: []
Functions [1]: [sum(total_sum#38)]
Aggregate Attributes [1]: [sum(total_sum#38)#39]
Results [1]: [sum(total_sum#38)#39]

(47) ProjectExecTransformer
Output [6]: [sum(total_sum#38)#39 AS total_sum#40, null AS i_category#41, null AS i_class#42, 1 AS g_category#43, 1 AS g_class#44, 2 AS lochierarchy#45]
Input [1]: [sum(total_sum#38)#39]

(48) WholeStageCodegenTransformer (16)
Input [6]: [total_sum#40, i_category#41, i_class#42, g_category#43, g_class#44, lochierarchy#45]
Arguments: false

(49) ColumnarUnion
Arguments: UnknownPartitioning(0)

(50) InputAdapter
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(51) InputIteratorTransformer
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(52) FlushableHashAggregateExecTransformer
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Keys [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Functions: []
Aggregate Attributes: []
Results [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(53) ProjectExecTransformer
Output [7]: [hash(total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17, 42) AS hash_partition_key#46, total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(54) WholeStageCodegenTransformer (17)
Input [7]: [hash_partition_key#46, total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Arguments: false

(55) VeloxResizeBatches
Input [7]: [hash_partition_key#46, total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Arguments: 1024, 2147483647, 10485760

(56) ColumnarExchange
Input [7]: [hash_partition_key#46, total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Arguments: hashpartitioning(total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17, 1), ENSURE_REQUIREMENTS, [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17], [plan_id=4], [shuffle_writer_type=hash]

(57) InputAdapter
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(58) InputIteratorTransformer
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(59) FlushableHashAggregateExecTransformer
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Keys [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]
Functions: []
Aggregate Attributes: []
Results [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(60) ProjectExecTransformer
Output [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, CASE WHEN (g_class#16 = 0) THEN i_category#8 END AS _w0#47]
Input [6]: [total_sum#14, i_category#8, i_class#7, g_category#15, g_class#16, lochierarchy#17]

(61) ProjectExecTransformer
Output [6]: [hash(lochierarchy#17, _w0#47, 42) AS hash_partition_key#48, total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]
Input [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]

(62) WholeStageCodegenTransformer (18)
Input [6]: [hash_partition_key#48, total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]
Arguments: false

(63) VeloxResizeBatches
Input [6]: [hash_partition_key#48, total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]
Arguments: 1024, 2147483647, 10485760

(64) ColumnarExchange
Input [6]: [hash_partition_key#48, total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]
Arguments: hashpartitioning(lochierarchy#17, _w0#47, 1), ENSURE_REQUIREMENTS, [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47], [plan_id=5], [shuffle_writer_type=hash]

(65) InputAdapter
Input [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]

(66) InputIteratorTransformer
Input [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]

(67) SortExecTransformer
Input [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]
Arguments: [lochierarchy#17 ASC NULLS FIRST, _w0#47 ASC NULLS FIRST, total_sum#14 DESC NULLS LAST], false, 0

(68) WindowExecTransformer
Input [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47]
Arguments: [rank(total_sum#14) windowspecdefinition(lochierarchy#17, _w0#47, total_sum#14 DESC NULLS LAST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS rank_within_parent#49], [lochierarchy#17, _w0#47], [total_sum#14 DESC NULLS LAST]

(69) ProjectExecTransformer
Output [6]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, rank_within_parent#49, CASE WHEN (lochierarchy#17 = 0) THEN i_category#8 END AS _pre_2#50]
Input [6]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, _w0#47, rank_within_parent#49]

(70) WholeStageCodegenTransformer (19)
Input [6]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, rank_within_parent#49, _pre_2#50]
Arguments: false

(71) TakeOrderedAndProjectExecTransformer
Input [6]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, rank_within_parent#49, _pre_2#50]
Arguments: 100, [lochierarchy#17 DESC NULLS LAST, _pre_2#50 ASC NULLS FIRST, rank_within_parent#49 ASC NULLS FIRST], [total_sum#14, i_category#8, i_class#7, lochierarchy#17, rank_within_parent#49], 0

(72) VeloxColumnarToRow
Input [5]: [total_sum#14, i_category#8, i_class#7, lochierarchy#17, rank_within_parent#49]

===== Subqueries =====

Subquery:1 Hosting operator id = 1 Hosting Expression = ws_sold_date_sk#3 IN dynamicpruning#4
ColumnarBroadcastExchange (77)
+- ^ ProjectExecTransformer (75)
   +- ^ FilterExecTransformer (74)
      +- ^ FileSourceScanExecTransformer parquet spark_catalog.default.date_dim (73)


(73) FileSourceScanExecTransformer parquet spark_catalog.default.date_dim
Output [2]: [d_date_sk#5, d_month_seq#51]
Batched: true
Location: InMemoryFileIndex [{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_month_seq), GreaterThanOrEqual(d_month_seq,1212), LessThanOrEqual(d_month_seq,1223), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_month_seq:int>

(74) FilterExecTransformer
Input [2]: [d_date_sk#5, d_month_seq#51]
Arguments: (((isnotnull(d_month_seq#51) AND (d_month_seq#51 >= 1212)) AND (d_month_seq#51 <= 1223)) AND isnotnull(d_date_sk#5))

(75) ProjectExecTransformer
Output [1]: [d_date_sk#5]
Input [2]: [d_date_sk#5, d_month_seq#51]

(76) WholeStageCodegenTransformer (1)
Input [1]: [d_date_sk#5]
Arguments: false

(77) ColumnarBroadcastExchange
Input [1]: [d_date_sk#5]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=6]


