WholeStageCodegen (1)
  ColumnarToRow
    InputAdapter
      CometTakeOrderedAndProject [prev_year,year,i_brand_id,i_class_id,i_category_id,i_manufact_id,prev_yr_cnt,curr_yr_cnt,sales_cnt_diff,sales_amt_diff]
        CometProject [d_year,d_year,sales_cnt,sales_cnt,sales_amt,sales_amt] [prev_year,year,i_brand_id,i_class_id,i_category_id,i_manufact_id,prev_yr_cnt,curr_yr_cnt,sales_cnt_diff,sales_amt_diff]
          CometSortMergeJoin [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt,d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
            CometSort [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
              CometExchange [i_brand_id,i_class_id,i_category_id,i_manufact_id] #1
                CometFilter [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                  CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt,sum,sum,sum(sales_cnt),sum(UnscaledValue(sales_amt))]
                    CometExchange [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id] #2
                      CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sum,sum,sales_cnt,sales_amt]
                        CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                          CometExchange [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt] #3
                            CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                              CometUnion [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                CometProject [cs_quantity,cr_return_quantity,cs_ext_sales_price,cr_return_amount] [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                  CometSortMergeJoin [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year,cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount]
                                    CometSort [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                      CometExchange [cs_order_number,cs_item_sk] #4
                                        CometProject [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                          CometBroadcastHashJoin [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_date_sk,d_year]
                                            CometProject [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                              CometBroadcastHashJoin [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk,i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                CometFilter [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk]
                                                  CometScan parquet spark_catalog.default.catalog_sales [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk]
                                                CometBroadcastExchange [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id] #5
                                                  CometProject [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                    CometFilter [i_item_sk,i_brand_id,i_class_id,i_category_id,i_category,i_manufact_id]
                                                      CometScan parquet spark_catalog.default.item [i_item_sk,i_brand_id,i_class_id,i_category_id,i_category,i_manufact_id]
                                            CometBroadcastExchange [d_date_sk,d_year] #6
                                              CometFilter [d_date_sk,d_year]
                                                CometScan parquet spark_catalog.default.date_dim [d_date_sk,d_year]
                                    CometSort [cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount]
                                      CometExchange [cr_order_number,cr_item_sk] #7
                                        CometProject [cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount]
                                          CometFilter [cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount,cr_returned_date_sk]
                                            CometScan parquet spark_catalog.default.catalog_returns [cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount,cr_returned_date_sk]
                                CometProject [ss_quantity,sr_return_quantity,ss_ext_sales_price,sr_return_amt] [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                  CometSortMergeJoin [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year,sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt]
                                    CometSort [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                      CometExchange [ss_ticket_number,ss_item_sk] #8
                                        CometProject [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                          CometBroadcastHashJoin [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_date_sk,d_year]
                                            CometProject [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                              CometBroadcastHashJoin [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk,i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                CometFilter [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk]
                                                  CometScan parquet spark_catalog.default.store_sales [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk]
                                                ReusedExchange [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id] #5
                                            ReusedExchange [d_date_sk,d_year] #6
                                    CometSort [sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt]
                                      CometExchange [sr_ticket_number,sr_item_sk] #9
                                        CometProject [sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt]
                                          CometFilter [sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt,sr_returned_date_sk]
                                            CometScan parquet spark_catalog.default.store_returns [sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt,sr_returned_date_sk]
                                CometProject [ws_quantity,wr_return_quantity,ws_ext_sales_price,wr_return_amt] [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                  CometSortMergeJoin [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year,wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt]
                                    CometSort [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                      CometExchange [ws_order_number,ws_item_sk] #10
                                        CometProject [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                          CometBroadcastHashJoin [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_date_sk,d_year]
                                            CometProject [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                              CometBroadcastHashJoin [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk,i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                CometFilter [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk]
                                                  CometScan parquet spark_catalog.default.web_sales [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk]
                                                ReusedExchange [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id] #5
                                            ReusedExchange [d_date_sk,d_year] #6
                                    CometSort [wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt]
                                      CometExchange [wr_order_number,wr_item_sk] #11
                                        CometProject [wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt]
                                          CometFilter [wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt,wr_returned_date_sk]
                                            CometScan parquet spark_catalog.default.web_returns [wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt,wr_returned_date_sk]
            CometSort [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
              CometExchange [i_brand_id,i_class_id,i_category_id,i_manufact_id] #12
                CometFilter [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                  CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt,sum,sum,sum(sales_cnt),sum(UnscaledValue(sales_amt))]
                    CometExchange [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id] #13
                      CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sum,sum,sales_cnt,sales_amt]
                        CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                          CometExchange [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt] #14
                            CometHashAggregate [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                              CometUnion [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                CometProject [cs_quantity,cr_return_quantity,cs_ext_sales_price,cr_return_amount] [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                  CometSortMergeJoin [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year,cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount]
                                    CometSort [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                      CometExchange [cs_order_number,cs_item_sk] #15
                                        CometProject [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                          CometBroadcastHashJoin [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_date_sk,d_year]
                                            CometProject [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                              CometBroadcastHashJoin [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk,i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                CometFilter [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk]
                                                  CometScan parquet spark_catalog.default.catalog_sales [cs_item_sk,cs_order_number,cs_quantity,cs_ext_sales_price,cs_sold_date_sk]
                                                ReusedExchange [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id] #5
                                            CometBroadcastExchange [d_date_sk,d_year] #16
                                              CometFilter [d_date_sk,d_year]
                                                CometScan parquet spark_catalog.default.date_dim [d_date_sk,d_year]
                                    CometSort [cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount]
                                      ReusedExchange [cr_item_sk,cr_order_number,cr_return_quantity,cr_return_amount] #7
                                CometProject [ss_quantity,sr_return_quantity,ss_ext_sales_price,sr_return_amt] [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                  CometSortMergeJoin [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year,sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt]
                                    CometSort [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                      CometExchange [ss_ticket_number,ss_item_sk] #17
                                        CometProject [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                          CometBroadcastHashJoin [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_date_sk,d_year]
                                            CometProject [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                              CometBroadcastHashJoin [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk,i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                CometFilter [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk]
                                                  CometScan parquet spark_catalog.default.store_sales [ss_item_sk,ss_ticket_number,ss_quantity,ss_ext_sales_price,ss_sold_date_sk]
                                                ReusedExchange [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id] #5
                                            ReusedExchange [d_date_sk,d_year] #16
                                    CometSort [sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt]
                                      ReusedExchange [sr_item_sk,sr_ticket_number,sr_return_quantity,sr_return_amt] #9
                                CometProject [ws_quantity,wr_return_quantity,ws_ext_sales_price,wr_return_amt] [d_year,i_brand_id,i_class_id,i_category_id,i_manufact_id,sales_cnt,sales_amt]
                                  CometSortMergeJoin [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year,wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt]
                                    CometSort [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                      CometExchange [ws_order_number,ws_item_sk] #18
                                        CometProject [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_year]
                                          CometBroadcastHashJoin [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id,d_date_sk,d_year]
                                            CometProject [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                              CometBroadcastHashJoin [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk,i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id]
                                                CometFilter [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk]
                                                  CometScan parquet spark_catalog.default.web_sales [ws_item_sk,ws_order_number,ws_quantity,ws_ext_sales_price,ws_sold_date_sk]
                                                ReusedExchange [i_item_sk,i_brand_id,i_class_id,i_category_id,i_manufact_id] #5
                                            ReusedExchange [d_date_sk,d_year] #16
                                    CometSort [wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt]
                                      ReusedExchange [wr_item_sk,wr_order_number,wr_return_quantity,wr_return_amt] #11
