== Physical Plan ==
TakeOrderedAndProject (42)
+- * Project (41)
   +- Window (40)
      +- * ColumnarToRow (39)
         +- CometSort (38)
            +- CometColumnarExchange (37)
               +- CometHashAggregate (36)
                  +- CometColumnarExchange (35)
                     +- CometHashAggregate (34)
                        +- CometUnion (33)
                           :- CometHashAggregate (22)
                           :  +- CometColumnarExchange (21)
                           :     +- CometHashAggregate (20)
                           :        +- CometProject (19)
                           :           +- CometBroadcastHashJoin (18)
                           :              :- CometProject (13)
                           :              :  +- CometBroadcastHashJoin (12)
                           :              :     :- CometProject (8)
                           :              :     :  +- CometBroadcastHashJoin (7)
                           :              :     :     :- CometFilter (2)
                           :              :     :     :  +- CometScan parquet spark_catalog.default.store_sales (1)
                           :              :     :     +- CometBroadcastExchange (6)
                           :              :     :        +- CometProject (5)
                           :              :     :           +- CometFilter (4)
                           :              :     :              +- CometScan parquet spark_catalog.default.date_dim (3)
                           :              :     +- CometBroadcastExchange (11)
                           :              :        +- CometFilter (10)
                           :              :           +- CometScan parquet spark_catalog.default.item (9)
                           :              +- CometBroadcastExchange (17)
                           :                 +- CometProject (16)
                           :                    +- CometFilter (15)
                           :                       +- CometScan parquet spark_catalog.default.store (14)
                           :- CometHashAggregate (27)
                           :  +- CometColumnarExchange (26)
                           :     +- CometHashAggregate (25)
                           :        +- CometHashAggregate (24)
                           :           +- ReusedExchange (23)
                           +- CometHashAggregate (32)
                              +- CometColumnarExchange (31)
                                 +- CometHashAggregate (30)
                                    +- CometHashAggregate (29)
                                       +- ReusedExchange (28)


(1) Scan parquet spark_catalog.default.store_sales
Output [5]: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, ss_sold_date_sk#5]
Batched: true
Location: InMemoryFileIndex []
PartitionFilters: [isnotnull(ss_sold_date_sk#5), dynamicpruningexpression(ss_sold_date_sk#5 IN dynamicpruning#6)]
PushedFilters: [IsNotNull(ss_item_sk), IsNotNull(ss_store_sk)]
ReadSchema: struct<ss_item_sk:int,ss_store_sk:int,ss_ext_sales_price:decimal(7,2),ss_net_profit:decimal(7,2)>

(2) CometFilter
Input [5]: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, ss_sold_date_sk#5]
Condition : (isnotnull(ss_item_sk#1) AND isnotnull(ss_store_sk#2))

(3) Scan parquet spark_catalog.default.date_dim
Output [2]: [d_date_sk#7, d_year#8]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_year), EqualTo(d_year,2001), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int>

(4) CometFilter
Input [2]: [d_date_sk#7, d_year#8]
Condition : ((isnotnull(d_year#8) AND (d_year#8 = 2001)) AND isnotnull(d_date_sk#7))

(5) CometProject
Input [2]: [d_date_sk#7, d_year#8]
Arguments: [d_date_sk#7], [d_date_sk#7]

(6) CometBroadcastExchange
Input [1]: [d_date_sk#7]
Arguments: [d_date_sk#7]

(7) CometBroadcastHashJoin
Left output [5]: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, ss_sold_date_sk#5]
Right output [1]: [d_date_sk#7]
Arguments: [ss_sold_date_sk#5], [d_date_sk#7], Inner, BuildRight

(8) CometProject
Input [6]: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, ss_sold_date_sk#5, d_date_sk#7]
Arguments: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4], [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4]

(9) Scan parquet spark_catalog.default.item
Output [3]: [i_item_sk#9, i_class#10, i_category#11]
Batched: true
Location [not included in comparison]/{warehouse_dir}/item]
PushedFilters: [IsNotNull(i_item_sk)]
ReadSchema: struct<i_item_sk:int,i_class:string,i_category:string>

(10) CometFilter
Input [3]: [i_item_sk#9, i_class#10, i_category#11]
Condition : isnotnull(i_item_sk#9)

(11) CometBroadcastExchange
Input [3]: [i_item_sk#9, i_class#10, i_category#11]
Arguments: [i_item_sk#9, i_class#10, i_category#11]

(12) CometBroadcastHashJoin
Left output [4]: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4]
Right output [3]: [i_item_sk#9, i_class#10, i_category#11]
Arguments: [ss_item_sk#1], [i_item_sk#9], Inner, BuildRight

(13) CometProject
Input [7]: [ss_item_sk#1, ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, i_item_sk#9, i_class#10, i_category#11]
Arguments: [ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11], [ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11]

(14) Scan parquet spark_catalog.default.store
Output [2]: [s_store_sk#12, s_state#13]
Batched: true
Location [not included in comparison]/{warehouse_dir}/store]
PushedFilters: [IsNotNull(s_state), EqualTo(s_state,TN), IsNotNull(s_store_sk)]
ReadSchema: struct<s_store_sk:int,s_state:string>

(15) CometFilter
Input [2]: [s_store_sk#12, s_state#13]
Condition : ((isnotnull(s_state#13) AND (s_state#13 = TN)) AND isnotnull(s_store_sk#12))

(16) CometProject
Input [2]: [s_store_sk#12, s_state#13]
Arguments: [s_store_sk#12], [s_store_sk#12]

(17) CometBroadcastExchange
Input [1]: [s_store_sk#12]
Arguments: [s_store_sk#12]

(18) CometBroadcastHashJoin
Left output [5]: [ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11]
Right output [1]: [s_store_sk#12]
Arguments: [ss_store_sk#2], [s_store_sk#12], Inner, BuildRight

(19) CometProject
Input [6]: [ss_store_sk#2, ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11, s_store_sk#12]
Arguments: [ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11], [ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11]

(20) CometHashAggregate
Input [4]: [ss_ext_sales_price#3, ss_net_profit#4, i_class#10, i_category#11]
Keys [2]: [i_category#11, i_class#10]
Functions [2]: [partial_sum(UnscaledValue(ss_net_profit#4)), partial_sum(UnscaledValue(ss_ext_sales_price#3))]

(21) CometColumnarExchange
Input [4]: [i_category#11, i_class#10, sum#14, sum#15]
Arguments: hashpartitioning(i_category#11, i_class#10, 5), ENSURE_REQUIREMENTS, CometColumnarShuffle, [plan_id=1]

(22) CometHashAggregate
Input [4]: [i_category#11, i_class#10, sum#14, sum#15]
Keys [2]: [i_category#11, i_class#10]
Functions [2]: [sum(UnscaledValue(ss_net_profit#4)), sum(UnscaledValue(ss_ext_sales_price#3))]

(23) ReusedExchange [Reuses operator id: 21]
Output [4]: [i_category#11, i_class#10, sum#16, sum#17]

(24) CometHashAggregate
Input [4]: [i_category#11, i_class#10, sum#16, sum#17]
Keys [2]: [i_category#11, i_class#10]
Functions [2]: [sum(UnscaledValue(ss_net_profit#4)), sum(UnscaledValue(ss_ext_sales_price#3))]

(25) CometHashAggregate
Input [3]: [ss_net_profit#18, ss_ext_sales_price#19, i_category#11]
Keys [1]: [i_category#11]
Functions [2]: [partial_sum(ss_net_profit#18), partial_sum(ss_ext_sales_price#19)]

(26) CometColumnarExchange
Input [5]: [i_category#11, sum#20, isEmpty#21, sum#22, isEmpty#23]
Arguments: hashpartitioning(i_category#11, 5), ENSURE_REQUIREMENTS, CometColumnarShuffle, [plan_id=2]

(27) CometHashAggregate
Input [5]: [i_category#11, sum#20, isEmpty#21, sum#22, isEmpty#23]
Keys [1]: [i_category#11]
Functions [2]: [sum(ss_net_profit#18), sum(ss_ext_sales_price#19)]

(28) ReusedExchange [Reuses operator id: 21]
Output [4]: [i_category#11, i_class#10, sum#24, sum#25]

(29) CometHashAggregate
Input [4]: [i_category#11, i_class#10, sum#24, sum#25]
Keys [2]: [i_category#11, i_class#10]
Functions [2]: [sum(UnscaledValue(ss_net_profit#4)), sum(UnscaledValue(ss_ext_sales_price#3))]

(30) CometHashAggregate
Input [2]: [ss_net_profit#18, ss_ext_sales_price#19]
Keys: []
Functions [2]: [partial_sum(ss_net_profit#18), partial_sum(ss_ext_sales_price#19)]

(31) CometColumnarExchange
Input [4]: [sum#26, isEmpty#27, sum#28, isEmpty#29]
Arguments: SinglePartition, ENSURE_REQUIREMENTS, CometColumnarShuffle, [plan_id=3]

(32) CometHashAggregate
Input [4]: [sum#26, isEmpty#27, sum#28, isEmpty#29]
Keys: []
Functions [2]: [sum(ss_net_profit#18), sum(ss_ext_sales_price#19)]

(33) CometUnion
Child 0 Input [6]: [gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33]
Child 1 Input [6]: [gross_margin#34, i_category#11, i_class#35, t_category#36, t_class#37, lochierarchy#38]
Child 2 Input [6]: [gross_margin#39, i_category#40, i_class#41, t_category#42, t_class#43, lochierarchy#44]

(34) CometHashAggregate
Input [6]: [gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33]
Keys [6]: [gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33]
Functions: []

(35) CometColumnarExchange
Input [6]: [gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33]
Arguments: hashpartitioning(gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33, 5), ENSURE_REQUIREMENTS, CometColumnarShuffle, [plan_id=4]

(36) CometHashAggregate
Input [6]: [gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33]
Keys [6]: [gross_margin#30, i_category#11, i_class#10, t_category#31, t_class#32, lochierarchy#33]
Functions: []

(37) CometColumnarExchange
Input [5]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, _w0#45]
Arguments: hashpartitioning(lochierarchy#33, _w0#45, 5), ENSURE_REQUIREMENTS, CometColumnarShuffle, [plan_id=5]

(38) CometSort
Input [5]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, _w0#45]
Arguments: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, _w0#45], [lochierarchy#33 ASC NULLS FIRST, _w0#45 ASC NULLS FIRST, gross_margin#30 ASC NULLS FIRST]

(39) ColumnarToRow [codegen id : 1]
Input [5]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, _w0#45]

(40) Window
Input [5]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, _w0#45]
Arguments: [rank(gross_margin#30) windowspecdefinition(lochierarchy#33, _w0#45, gross_margin#30 ASC NULLS FIRST, specifiedwindowframe(RowFrame, unboundedpreceding$(), currentrow$())) AS rank_within_parent#46], [lochierarchy#33, _w0#45], [gross_margin#30 ASC NULLS FIRST]

(41) Project [codegen id : 2]
Output [5]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, rank_within_parent#46]
Input [6]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, _w0#45, rank_within_parent#46]

(42) TakeOrderedAndProject
Input [5]: [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, rank_within_parent#46]
Arguments: 100, [lochierarchy#33 DESC NULLS LAST, CASE WHEN (lochierarchy#33 = 0) THEN i_category#11 END ASC NULLS FIRST, rank_within_parent#46 ASC NULLS FIRST], [gross_margin#30, i_category#11, i_class#10, lochierarchy#33, rank_within_parent#46]

===== Subqueries =====

Subquery:1 Hosting operator id = 1 Hosting Expression = ss_sold_date_sk#5 IN dynamicpruning#6
BroadcastExchange (47)
+- * ColumnarToRow (46)
   +- CometProject (45)
      +- CometFilter (44)
         +- CometScan parquet spark_catalog.default.date_dim (43)


(43) Scan parquet spark_catalog.default.date_dim
Output [2]: [d_date_sk#7, d_year#8]
Batched: true
Location [not included in comparison]/{warehouse_dir}/date_dim]
PushedFilters: [IsNotNull(d_year), EqualTo(d_year,2001), IsNotNull(d_date_sk)]
ReadSchema: struct<d_date_sk:int,d_year:int>

(44) CometFilter
Input [2]: [d_date_sk#7, d_year#8]
Condition : ((isnotnull(d_year#8) AND (d_year#8 = 2001)) AND isnotnull(d_date_sk#7))

(45) CometProject
Input [2]: [d_date_sk#7, d_year#8]
Arguments: [d_date_sk#7], [d_date_sk#7]

(46) ColumnarToRow [codegen id : 1]
Input [1]: [d_date_sk#7]

(47) BroadcastExchange
Input [1]: [d_date_sk#7]
Arguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=6]


