diff --git a/samples/features/intelligent-query-processing/notebooks/Batch_Mode_on_Rowstore.ipynb b/samples/features/intelligent-query-processing/notebooks/Batch_Mode_on_Rowstore.ipynb new file mode 100644 index 00000000..6e6f4f0d --- /dev/null +++ b/samples/features/intelligent-query-processing/notebooks/Batch_Mode_on_Rowstore.ipynb @@ -0,0 +1,2037 @@ +{ + "metadata": { + "kernelspec": { + "name": "SQL", + "display_name": "SQL", + "language": "sql" + }, + "language_info": { + "name": "sql", + "version": "" + } + }, + "nbformat_minor": 2, + "nbformat": 4, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# Batch Mode on rowstore\r\n", + "Batch mode on rowstore enables batch mode execution for analytic workloads without requiring columnstore indexes. This feature supports batch mode execution and bitmap filters for on-disk heaps and B-tree indexes. Batch mode on rowstore enables support for all existing batch mode-enabled operators. Batch mode on Rowstore is a feature under the [**Intelligent Query Processing**](https://aka.ms/iqp) suite of features. \r\n", + "\r\n", + "This example will show you how upgrading to **Database Compatibility Level = 150** could improve performance of the following workloads due to batch mode on rowstore:\r\n", + "* A significant part of the workload consists of analytical queries. Usually, these queries have operators like joins or aggregates that process hundreds of thousands of rows or more.\r\n", + "* The workload is CPU bound. If the bottleneck is I/O, we still recommend that you consider a columnstore index, if possible.\r\n", + "* Creating a columnstore index adds too much overhead to the transactional part of your workload. Or, creating a columnstore index isn't feasible because your application depends on a feature that's not yet supported with columnstore indexes.\r\n", + "\r\n", + "More information about this feature is available [here](https://docs.microsoft.com/en-us/sql/relational-databases/performance/intelligent-query-processing?view=sql-server-ver15#batch-mode-on-rowstore)." + ], + "metadata": { + "azdata_cell_guid": "7870ea3f-b017-46d9-bec6-15369f4ade69" + } + }, + { + "cell_type": "markdown", + "source": [ + "**Step 1**: You could choose to use a container to evaluate this feature. Create an instance of SQL Server 2019 using a Docker image and restore the AdventureWorks database backup\r\n", + "\r\n", + "You will need the **WideWorldImportersDW** database for this exercise. If you don't have this sample database, then you download the sample database [here](https://github.com/Microsoft/sql-server-samples/releases/download/wide-world-importers-v1.0/WideWorldImportersDW-Full.bak \"WideWorldImportersDW-Full download\")\r\n", + "\r\n", + "Restore the copied WideWorldImportersDW database backup into the container and restore the backup.\r\n", + "\r\n", + "##### Docker Commands\r\n", + ">docker pull mcr.microsoft.com/mssql/server:2019-latest\r\n", + "\r\n", + ">docker run -e \"ACCEPT_EULA=Y\" -e \"SA_PASSWORD=`\" -p 1445:1433 --name sql2019demo -d mcr.microsoft.com/mssql/server:2019-latest\r\n", + "\r\n", + ">docker cp \".\\Downloads\\WideWorldImportersDW-Full.bak\" sql2019demo:/var/opt/mssql/data\r\n", + "" + ], + "metadata": { + "azdata_cell_guid": "975f5a9f-300f-450b-8981-cebb9ed6c719" + } + }, + { + "cell_type": "code", + "source": [ + "-- Restore the AdventureWorks2017.bak file \r\n", + "declare @datafilepath varchar(8000) = CAST(SERVERPROPERTY('InstanceDefaultDataPath') as varchar(4000)) + 'WideWorldImportersDW.mdf'\r\n", + "declare @logfilepath varchar(8000) = CAST(SERVERPROPERTY('InstanceDefaultLogPath') as varchar(4000)) + 'WideWorldImportersDW.ldf'\r\n", + "declare @inmemfilepath varchar(8000) = CAST(SERVERPROPERTY('InstanceDefaultLogPath') as varchar(4000)) + 'WideWorldImportersDW_InMemory_Data_1'\r\n", + "declare @secondaryfilepath varchar(8000) = CAST(SERVERPROPERTY('InstanceDefaultLogPath') as varchar(4000))+ 'WideWorldImportersDW_2.ndf'\r\n", + "-- Replace the path with the appropriate file\r\n", + "declare @backupfile varchar(8000) = 'WideWorldImportersDW-Full.bak'\r\n", + "restore database WideWorldImportersDW\r\n", + "from disk = @backupfile\r\n", + "with move 'WWI_Primary' to @datafilepath,\r\n", + "move 'WWI_UserData' to @secondaryfilepath,\r\n", + "move 'WWIDW_InMemory_Data_1' to @inmemfilepath,\r\n", + "move 'WWI_Log' to @logfilepath,\r\n", + "stats = 10, REPLACE" + ], + "metadata": { + "azdata_cell_guid": "b48b5a47-55d7-4c3c-ba51-2efa8d801029" + }, + "outputs": [], + "execution_count": 7 + }, + { + "cell_type": "markdown", + "source": [ + "**Step 2:** See scalar UDF performance issues using an example\r\n", + "The below query calls scalar UDFs to get the the list price and remaining stock of the products in the invetory. You will notice that it returns over 121,000 rows.\r\n", + "" + ], + "metadata": { + "azdata_cell_guid": "4e07d47f-3833-40dd-8203-1d43af8bacd8" + } + }, + { + "cell_type": "code", + "source": [ + "USE WideWorldImportersDW;\r\n", + "GO\r\n", + "\r\n", + "/*\r\n", + "Assumes a fresh restore of WideWorldImportersDW\r\n", + "*/\r\n", + "\r\n", + "IF OBJECT_ID('Fact.OrderHistory') IS NULL BEGIN\r\n", + " SELECT [Order Key], [City Key], [Customer Key], [Stock Item Key], [Order Date Key], [Picked Date Key], [Salesperson Key], [Picker Key], [WWI Order ID], [WWI Backorder ID], Description, Package, Quantity, [Unit Price], [Tax Rate], [Total Excluding Tax], [Tax Amount], [Total Including Tax], [Lineage Key]\r\n", + " INTO Fact.OrderHistory\r\n", + " FROM Fact.[Order];\r\n", + "END;\r\n", + "\r\n", + "ALTER TABLE Fact.OrderHistory\r\n", + "ADD CONSTRAINT PK_Fact_OrderHistory PRIMARY KEY NONCLUSTERED([Order Key] ASC, [Order Date Key] ASC)WITH(DATA_COMPRESSION=PAGE);\r\n", + "GO\r\n", + "\r\n", + "CREATE INDEX IX_Stock_Item_Key\r\n", + "ON Fact.OrderHistory([Stock Item Key])\r\n", + "INCLUDE(Quantity)\r\n", + "WITH(DATA_COMPRESSION=PAGE);\r\n", + "GO\r\n", + "\r\n", + "CREATE INDEX IX_OrderHistory_Quantity\r\n", + "ON Fact.OrderHistory([Quantity])\r\n", + "INCLUDE([Order Key])\r\n", + "WITH(DATA_COMPRESSION=PAGE);\r\n", + "GO\r\n", + "\r\n", + "\r\n", + "/*\r\n", + "\tReality check... Starting count should be 231,412\r\n", + "*/\r\n", + "\r\n", + "SELECT COUNT(*) FROM Fact.OrderHistory;\r\n", + "GO\r\n", + "/*\r\n", + "\tMake this table bigger (exec as desired)\r\n", + "\tNotice the \"GO 4\"\r\n", + "*/\r\n", + "\r\n", + "INSERT Fact.OrderHistory([City Key], [Customer Key], [Stock Item Key], [Order Date Key], [Picked Date Key], [Salesperson Key], [Picker Key], [WWI Order ID], [WWI Backorder ID], Description, Package, Quantity, [Unit Price], [Tax Rate], [Total Excluding Tax], [Tax Amount], [Total Including Tax], [Lineage Key])\r\n", + "SELECT [City Key], [Customer Key], [Stock Item Key], [Order Date Key], [Picked Date Key], [Salesperson Key], [Picker Key], [WWI Order ID], [WWI Backorder ID], Description, Package, Quantity, [Unit Price], [Tax Rate], [Total Excluding Tax], [Tax Amount], [Total Including Tax], [Lineage Key]\r\n", + "FROM Fact.OrderHistory;\r\n", + "GO 4\r\n", + "\r\n", + "/*\r\n", + "\tShould be 3,702,592\r\n", + "*/\r\n", + "SELECT COUNT(*) FROM Fact.OrderHistory;\r\n", + "GO\r\n", + "\r\n", + "IF OBJECT_ID('Fact.OrderHistoryExtended') IS NULL BEGIN\r\n", + " SELECT [Order Key], [City Key], [Customer Key], [Stock Item Key], [Order Date Key], [Picked Date Key], [Salesperson Key], [Picker Key], [WWI Order ID], [WWI Backorder ID], Description, Package, Quantity, [Unit Price], [Tax Rate], [Total Excluding Tax], [Tax Amount], [Total Including Tax], [Lineage Key]\r\n", + " INTO Fact.OrderHistoryExtended\r\n", + " FROM Fact.[OrderHistory];\r\n", + "END;\r\n", + "\r\n", + "ALTER TABLE Fact.OrderHistoryExtended\r\n", + "ADD CONSTRAINT PK_Fact_OrderHistoryExtended PRIMARY KEY NONCLUSTERED([Order Key] ASC, [Order Date Key] ASC)\r\n", + "WITH(DATA_COMPRESSION=PAGE);\r\n", + "GO\r\n", + "\r\n", + "CREATE INDEX IX_Stock_Item_Key\r\n", + "ON Fact.OrderHistoryExtended([Stock Item Key])\r\n", + "INCLUDE(Quantity);\r\n", + "GO\r\n", + "\r\n", + "/*\r\n", + "\tShould be 3,702,592\r\n", + "*/\r\n", + "SELECT COUNT(*) FROM Fact.OrderHistoryExtended;\r\n", + "GO\r\n", + "\r\n", + "/*\r\n", + "\tMake this table bigger (exec as desired)\r\n", + "\tNotice the \"GO 3\"\r\n", + "*/\r\n", + "\r\n", + "INSERT Fact.OrderHistoryExtended([City Key], [Customer Key], [Stock Item Key], [Order Date Key], [Picked Date Key], [Salesperson Key], [Picker Key], [WWI Order ID], [WWI Backorder ID], Description, Package, Quantity, [Unit Price], [Tax Rate], [Total Excluding Tax], [Tax Amount], [Total Including Tax], [Lineage Key])\r\n", + "SELECT [City Key], [Customer Key], [Stock Item Key], [Order Date Key], [Picked Date Key], [Salesperson Key], [Picker Key], [WWI Order ID], [WWI Backorder ID], Description, Package, Quantity, [Unit Price], [Tax Rate], [Total Excluding Tax], [Tax Amount], [Total Including Tax], [Lineage Key]\r\n", + "FROM Fact.OrderHistoryExtended;\r\n", + "GO 3\r\n", + "\r\n", + "\r\n", + "/*\r\n", + "\tShould be 29,620,736\r\n", + "*/\r\n", + "\r\n", + "SELECT COUNT(*) FROM Fact.OrderHistoryExtended;\r\n", + "GO\r\n", + "\r\n", + "UPDATE Fact.OrderHistoryExtended\r\n", + "SET [WWI Order ID] = [Order Key];\r\n", + "GO\r\n", + "\r\n", + "-- Repeat until log shrinks\r\n", + "\r\n", + "CHECKPOINT\r\n", + "GO\r\n", + "\r\n", + "" + ], + "metadata": { + "azdata_cell_guid": "a7421321-3652-49c5-b83a-e25e69c48aed" + }, + "outputs": [], + "execution_count": 3 + }, + { + "cell_type": "markdown", + "source": [ + "**Step 3**: Execute the query without Batch Mode for Rowstore. This is done by using a query hint \"**DISALLOW_BATCH_MODE**\" to disable the feature." + ], + "metadata": { + "azdata_cell_guid": "cc613f99-f3c2-462f-93df-bd197de31bbc" + } + }, + { + "cell_type": "code", + "source": [ + "USE [WideWorldImportersDW];\r\n", + "GO\r\n", + "ALTER DATABASE [WideWorldImportersDW] SET COMPATIBILITY_LEVEL = 150;\r\n", + "GO\r\n", + "\r\n", + "ALTER DATABASE SCOPED CONFIGURATION CLEAR PROCEDURE_CACHE;\r\n", + "GO\r\n", + "-- Row mode due to hint\r\n", + "SELECT\t[Tax Rate],\r\n", + "\t\t[Lineage Key],\r\n", + "\t\t[Salesperson Key],\r\n", + "\tSUM([Quantity])\t\t\t\t\tAS SUM_QTY,\r\n", + "\tSUM([Unit Price])\t\t\t\tAS SUM_BASE_PRICE,\r\n", + "\tCOUNT(*)\t\t\t\t\tAS COUNT_ORDER\r\n", + "FROM\t[Fact].[OrderHistoryExtended]\r\n", + "WHERE\t[Order Date Key]\t<= dateadd(dd, -73, '2015-11-13')\r\n", + "GROUP\tBY\t[Tax Rate],\r\n", + "\t\t[Lineage Key],\r\n", + "\t\t[Salesperson Key]\r\n", + "ORDER\tBY\t[Tax Rate],\r\n", + "\t\t[Lineage Key],\r\n", + "\t\t[Salesperson Key]\r\n", + "OPTION (RECOMPILE, USE HINT('DISALLOW_BATCH_MODE'));\r\n", + "" + ], + "metadata": { + "azdata_cell_guid": "71483984-6bdd-4866-8ddc-e40fe692c0db" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": "Commands completed successfully." + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "Commands completed successfully." + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "Commands completed successfully." + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "(100 rows affected)" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "Total execution time: 00:00:19.584" + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "metadata": {}, + "execution_count": 8, + "data": { + "application/vnd.dataresource+json": { + "schema": { + "fields": [ + { + "name": "Tax 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" + } + } + ], + "execution_count": 8 + }, + { + "cell_type": "markdown", + "source": [ + "**Step 4**: Let us run the same query from Step 3 but now with Batchmode for Rowstore. " + ], + "metadata": { + "azdata_cell_guid": "6140b74a-e79d-4108-9cba-415f66ed85a3" + } + }, + { + "cell_type": "code", + "source": [ + "ALTER DATABASE [WideWorldImportersDW] SET COMPATIBILITY_LEVEL = 150;\r\n", + "GO\r\n", + "\r\n", + "ALTER DATABASE SCOPED CONFIGURATION CLEAR PROCEDURE_CACHE;\r\n", + "GO\r\n", + "\r\n", + "USE [WideWorldImportersDW]\r\n", + "GO\r\n", + "-- Batch mode on rowstore eligible\r\n", + "SELECT\t[Tax Rate],\r\n", + "\t\t[Lineage Key],\r\n", + "\t\t[Salesperson Key],\r\n", + "\tSUM([Quantity])\t\t\t\t\tAS SUM_QTY,\r\n", + "\tSUM([Unit Price])\t\t\t\tAS SUM_BASE_PRICE,\r\n", + "\tCOUNT(*)\t\t\t\t\tAS COUNT_ORDER\r\n", + "FROM\t[Fact].[OrderHistoryExtended]\r\n", + "WHERE\t[Order Date Key]\t<= dateadd(dd, -73, '2015-11-13')\r\n", + "GROUP\tBY\t[Tax Rate],\r\n", + "\t\t[Lineage Key],\r\n", + "\t\t[Salesperson Key]\r\n", + "ORDER\tBY\t[Tax Rate],\r\n", + "\t\t[Lineage Key],\r\n", + "\t\t[Salesperson Key]\r\n", + "OPTION (RECOMPILE);" + ], + "metadata": { + "azdata_cell_guid": "d37ad2f6-5a09-4418-8ba2-47f954af18e8" + }, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/html": "Commands completed successfully." + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "Commands completed successfully." + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "Commands completed successfully." + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "(100 rows affected)" + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/html": "Total execution time: 00:00:05.395" + }, + "metadata": {} + }, + { + "output_type": "execute_result", + "metadata": {}, + "execution_count": 9, + "data": { + "application/vnd.dataresource+json": { + "schema": { + "fields": [ + { + "name": "Tax Rate" + }, + { + "name": "Lineage Key" + }, + { + "name": "Salesperson Key" + }, + { + "name": "SUM_QTY" + }, + { + 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" + } + } + ], + "execution_count": 9 + }, + { + "cell_type": "markdown", + "source": [ + "### As you can see from the execution times, the query with Batch Mode for Rowstore finished much faster!" + ], + "metadata": { + "azdata_cell_guid": "0992ad26-d475-47ef-9b3e-5b9ccd429013" + } + } + ] +} \ No newline at end of file