目錄
- 一、設(shè)置環(huán)境
- 1.1、安裝 SQL Server
- 1.2、安裝 GoLang
- 1.3、安裝 ODBC 驅(qū)動程序和 SQL 命令行實用工具 SQL 服務(wù)器
- 二、使用 SQL 服務(wù)器創(chuàng)建 Go 應(yīng)用程序
- 2.1、創(chuàng)建連接到 SQL Server 并執(zhí)行查詢的 Go 應(yīng)用
- 2.2、創(chuàng)建一個使用 GORM 連接到 SQL Server 的 Go 應(yīng)用程序
- 三、讓 Go 應(yīng)用的速度提高 100 倍
- 3.1、使用 sqlcmd 創(chuàng)建一個包含 5 萬個的新表
- 3.2、創(chuàng)建一個 Go 應(yīng)用程序,用于查詢此表并測量所花費的時間
- 3.3、測量運行查詢所需的時間
- 3.4、使用 SQLCMD 向表中添加列存儲索引
- 3.5、重新運行 columnstore.go 腳本,并注意這次完成查詢所花費的時間
- 總結(jié)
一、設(shè)置環(huán)境
在 Ubuntu 機器上安裝 SQL Server 2017和安裝運行 GoLang 所需的依賴項。
1.1、安裝 SQL Server
為了確保 SQL Server 的最佳性能,計算機應(yīng)至少具有 4 GB 的內(nèi)存。
(2)安裝 SQLCMD 后,可以使用以下命令連接到 SQL Server:
sqlcmd -S localhost -U sa -P yourpassword 1> # You're connected! Type your T-SQL statements here. Use the keyword 'GO' to execute each batch of statements.
(3)測試數(shù)據(jù)庫。結(jié)果將打印到標準輸出。
sqlcmd -S localhost -U sa -P yourpassword -Q "SELECT @@VERSION"
--------------------------------------------------------
Microsoft SQL Server vNext (CTP2.0) - 14.0.500.272 (X64)
?? ?Apr 2 2023 11:44:40
?? ?Copyright (c) Microsoft Corporation
? ? on Linux (Ubuntu 16.04)1 rows(s) returned
Executed in 1 ns
至此,已成功在 Ubuntu 機器上安裝 SQL Server 命令行實用程序,已經(jīng)在 Ubuntu 計算機上成功安裝并設(shè)置 GoLang 和 mssql-tools?,F(xiàn)在擁有開始使用 SQL Server 編寫 Go 應(yīng)用程序所需的一切。
二、使用 SQL 服務(wù)器創(chuàng)建 Go 應(yīng)用程序
安裝 SQL Server 和 GoLang 后,現(xiàn)在可以繼續(xù)創(chuàng)建新的 Go 項目。在這里,將探討三個簡單的應(yīng)用程序。其中一個將連接并打印數(shù)據(jù)庫服務(wù)器的SQL Server版本,另一個將執(zhí)行基本的插入,更新,刪除和選擇操作,第三個將使用GORM,一種流行的對象關(guān)系映射(ORM)框架,用于Go執(zhí)行相同的操作。
2.1、創(chuàng)建連接到 SQL Server 并執(zhí)行查詢的 Go 應(yīng)用
(1)創(chuàng)建新的項目目錄并安裝 Go 依賴項。
cd ~/ #Create Project Directory mkdir SqlServerSample cd SqlServerSample # Get and install the SQL Server driver for Go go get github.com/denisenkom/go-mssqldb go install github.com/denisenkom/go-mssqldb
(2)通過使用 sqlcmd 連接到 SQL Server 并執(zhí)行以下命令,創(chuàng)建將用于本教程其余部分的數(shù)據(jù)庫。不要忘記使用自己的用戶名和密碼更新用戶名和密碼。
sqlcmd -S 127.0.0.1 -U sa -P <你的> -Q "CREATE DATABASE SampleDB;"
(3)創(chuàng)建一個連接到 SQL Server 的簡單 Go 應(yīng)用。
在 SqlServerSample 文件夾中創(chuàng)建一個名為 connect.go 的文件。將以下內(nèi)容復制并粘貼到文件中。不要忘記使用自己的用戶名和密碼更新用戶名和密碼。
此示例使用 GoLang 上下文方法來確保存在與數(shù)據(jù)庫服務(wù)器的活動連接。
package main import ( _ "github.com/denisenkom/go-mssqldb" "database/sql" "context" "log" "fmt" ) // Replace with your own connection parameters var server = "localhost" var port = 1433 var user = "sa" var password = "xxxxxx" var db *sql.DB func main() { var err error // Create connection string connString := fmt.Sprintf("server=%s;user id=%s;password=%s;port=%d", server, user, password, port) // Create connection pool db, err = sql.Open("sqlserver", connString) if err != nil { log.Fatal("Error creating connection pool: " + err.Error()) } log.Printf("Connected!\n") // Close the database connection pool after program executes defer db.Close() SelectVersion() } // Gets and prints SQL Server version func SelectVersion(){ // Use background context ctx := context.Background() // Ping database to see if it's still alive. // Important for handling network issues and long queries. err := db.PingContext(ctx) if err != nil { log.Fatal("Error pinging database: " + err.Error()) } var result string // Run query and scan for result err = db.QueryRowContext(ctx, "SELECT @@version").Scan(&result) if err != nil { log.Fatal("Scan failed:", err.Error()) } fmt.Printf("%s\n", result) }
(4)運行應(yīng)用程序。
go run connect.go
執(zhí)行結(jié)果:
Connected!
Microsoft SQL Server 2017 (CTP2.1) - 14.0.600.250 (X64)
? ? ? ? Apr 2 2017 12:21:23
? ? ? ? Copyright (C) 2017 Microsoft Corporation. All rights reserved.
? ? ? ? Developer Edition (64-bit) on Linux (Ubuntu 16.04.2 LTS)
(5)在 SqlServerSample 文件夾中創(chuàng)建一個名為 CreateTestData 的文件.sql。將以下 T-SQL 代碼復制并粘貼到其中。這將創(chuàng)建一個架構(gòu)、表并插入幾行。
CREATE SCHEMA TestSchema; GO CREATE TABLE TestSchema.Employees ( Id INT IDENTITY(1,1) NOT NULL PRIMARY KEY, Name NVARCHAR(50), Location NVARCHAR(50) ); GO INSERT INTO TestSchema.Employees (Name, Location) VALUES (N'Jared', N'Australia'), (N'Nikita', N'India'), (N'Tom', N'Germany'); GO SELECT * FROM TestSchema.Employees; GO
(6)使用 sqlcmd 連接到數(shù)據(jù)庫并運行 SQL 腳本以創(chuàng)建架構(gòu)、表并插入一些行。
sqlcmd -S 127.0.0.1 -U sa -P <你的> -d SampleDB -i ./CreateTestData.sql
執(zhí)行結(jié)果:
CREATE SCHEMA TestSchema; Executed in 0 ms CREATE TABLE TestSchema.Employees ( Id INT IDENTITY(1,1) NOT NULL PRIMARY KEY, Name NVARCHAR(50), Location NVARCHAR(50) ); Executed in 0 ms INSERT INTO TestSchema.Employees (Name, Location) VALUES (N'Jared', N'Australia'), (N'Nikita', N'India'), (N'Tom', N'Germany'); Executed in 0 ms SELECT * FROM TestSchema.Employees; Id Name Location -- ------ --------- 1 Jared Australia 2 Nikita India 3 Tom Germany 3 row(s) returned Executed in 1 ms
(7)在 SqlServerSample 文件夾中創(chuàng)建一個名為 crud.go 的新文件。將以下代碼復制并粘貼到其中。這將插入、更新、刪除和讀取幾行。
package main import ( _ "github.com/denisenkom/go-mssqldb" "database/sql" "context" "log" "fmt" "errors" ) var db *sql.DB var server = "localhost" var port = 1433 var user = "sa" var password = "你的" var database = "SampleDB" func main() { // Build connection string connString := fmt.Sprintf("server=%s;user id=%s;password=%s;port=%d;database=%s;", server, user, password, port, database) var err error // Create connection pool db, err = sql.Open("sqlserver", connString) if err != nil { log.Fatal("Error creating connection pool: ", err.Error()) } ctx := context.Background() err = db.PingContext(ctx) if err != nil { log.Fatal(err.Error()) } fmt.Printf("Connected!\n") // Create employee createID, err := CreateEmployee("Jake", "United States") if err != nil { log.Fatal("Error creating Employee: ", err.Error()) } fmt.Printf("Inserted ID: %d successfully.\n", createID) // Read employees count, err := ReadEmployees() if err != nil { log.Fatal("Error reading Employees: ", err.Error()) } fmt.Printf("Read %d row(s) successfully.\n", count) // Update from database updatedRows, err := UpdateEmployee("Jake", "Poland") if err != nil { log.Fatal("Error updating Employee: ", err.Error()) } fmt.Printf("Updated %d row(s) successfully.\n", updatedRows) // Delete from database deletedRows, err := DeleteEmployee("Jake") if err != nil { log.Fatal("Error deleting Employee: ", err.Error()) } fmt.Printf("Deleted %d row(s) successfully.\n", deletedRows) } // CreateEmployee inserts an employee record func CreateEmployee(name string, location string) (int64, error) { ctx := context.Background() var err error if db == nil { err = errors.New("CreateEmployee: db is null") return -1, err } // Check if database is alive. err = db.PingContext(ctx) if err != nil { return -1, err } tsql := "INSERT INTO TestSchema.Employees (Name, Location) VALUES (@Name, @Location); select convert(bigint, SCOPE_IDENTITY());" stmt, err := db.Prepare(tsql) if err != nil { return -1, err } defer stmt.Close() row := stmt.QueryRowContext( ctx, sql.Named("Name", name), sql.Named("Location", location)) var newID int64 err = row.Scan(&newID) if err != nil { return -1, err } return newID, nil } // ReadEmployees reads all employee records func ReadEmployees() (int, error) { ctx := context.Background() // Check if database is alive. err := db.PingContext(ctx) if err != nil { return -1, err } tsql := fmt.Sprintf("SELECT Id, Name, Location FROM TestSchema.Employees;") // Execute query rows, err := db.QueryContext(ctx, tsql) if err != nil { return -1, err } defer rows.Close() var count int // Iterate through the result set. for rows.Next() { var name, location string var id int // Get values from row. err := rows.Scan(&id, &name, &location) if err != nil { return -1, err } fmt.Printf("ID: %d, Name: %s, Location: %s\n", id, name, location) count++ } return count, nil } // UpdateEmployee updates an employee's information func UpdateEmployee(name string, location string) (int64, error) { ctx := context.Background() // Check if database is alive. err := db.PingContext(ctx) if err != nil { return -1, err } tsql := fmt.Sprintf("UPDATE TestSchema.Employees SET Location = @Location WHERE Name = @Name") // Execute non-query with named parameters result, err := db.ExecContext( ctx, tsql, sql.Named("Location", location), sql.Named("Name", name)) if err != nil { return -1, err } return result.RowsAffected() } // DeleteEmployee deletes an employee from the database func DeleteEmployee(name string) (int64, error) { ctx := context.Background() // Check if database is alive. err := db.PingContext(ctx) if err != nil { return -1, err } tsql := fmt.Sprintf("DELETE FROM TestSchema.Employees WHERE Name = @Name;") // Execute non-query with named parameters result, err := db.ExecContext(ctx, tsql, sql.Named("Name", name)) if err != nil { return -1, err } return result.RowsAffected() }
(8)運行 crud.go 應(yīng)用以查看結(jié)果。
go run crud.go
執(zhí)行結(jié)果:
Connected!
Inserted ID: 4 successfully.
ID: 1, Name: Jared, Location: Australia
ID: 2, Name: Nikita, Location: India
ID: 3, Name: Tom, Location: Germany
ID: 4, Name: Jake, Location: United States
Read 4 row(s) successfully.
Updated 1 row(s) successfully.
Deleted 1 row(s) successfully.
2.2、創(chuàng)建一個使用 GORM 連接到 SQL Server 的 Go 應(yīng)用程序
(1)創(chuàng)建應(yīng)用目錄并初始化 Go 依賴項。
cd ~/ mkdir SqlServerGormSample cd SqlServerGormSample # Get and install the SQL Server driver for Go go get github.com/denisenkom/go-mssqldb go install github.com/denisenkom/go-mssqldb
(2)將以下內(nèi)容粘貼到名為orm.go的文件中。確保將密碼變量替換為您自己的變量。
package main import ( "fmt" "github.com/jinzhu/gorm" _ "github.com/jinzhu/gorm/dialects/mssql" "log" ) var server = "localhost" var port = 1433 var user = "sa" var password = "你的" var database = "SampleDB" // Define a User model struct type User struct { gorm.Model FirstName string LastName string } // Define a Task model struct type Task struct { gorm.Model Title string DueDate string IsComplete bool UserID uint } // Read and print all the tasks func ReadAllTasks(db *gorm.DB){ var users []User var tasks []Task db.Find(&users) for _, user := range users{ db.Model(&user).Related(&tasks) fmt.Printf("%s %s's tasks:\n", user.FirstName, user.LastName) for _, task := range tasks { fmt.Printf("Title: %s\nDueDate: %s\nIsComplete:%t\n\n", task.Title, task.DueDate, task.IsComplete) } } } // Update a task based on a user func UpdateSomeonesTask(db *gorm.DB, userId int){ var task Task db.Where("user_id = ?", userId).First(&task).Update("Title", "Buy donuts for Luis") fmt.Printf("Title: %s\nDueDate: %s\nIsComplete:%t\n\n", task.Title, task.DueDate, task.IsComplete) } // Delete all the tasks for a user func DeleteSomeonesTasks(db *gorm.DB, userId int){ db.Where("user_id = ?", userId).Delete(&Task{}) fmt.Printf("Deleted all tasks for user %d", userId) } func main() { connectionString := fmt.Sprintf("server=%s;user id=%s;password=%s;port=%d;database=%s", server, user, password, port, database) db, err := gorm.Open("mssql", connectionString) if err != nil { log.Fatal("Failed to create connection pool. Error: " + err.Error()) } gorm.DefaultCallback.Create().Remove("mssql:set_identity_insert") defer db.Close() fmt.Println("Migrating models...") db.AutoMigrate(&User{}) db.AutoMigrate(&Task{}) // Create awesome Users fmt.Println("Creating awesome users...") db.Create(&User{FirstName: "Andrea", LastName: "Lam"}) //UserID: 1 db.Create(&User{FirstName: "Meet", LastName: "Bhagdev"}) //UserID: 2 db.Create(&User{FirstName: "Luis", LastName: "Bosquez"}) //UserID: 3 // Create appropriate Tasks for each user fmt.Println("Creating new appropriate tasks...") db.Create(&Task{ Title: "Do laundry", DueDate: "2017-03-30", IsComplete: false, UserID: 1}) db.Create(&Task{ Title: "Mow the lawn", DueDate: "2017-03-30", IsComplete: false, UserID: 2}) db.Create(&Task{ Title: "Do more laundry", DueDate: "2017-03-30", IsComplete: false, UserID: 3}) db.Create(&Task{ Title: "Watch TV", DueDate: "2017-03-30", IsComplete: false, UserID: 3}) // Read fmt.Println("\nReading all the tasks...") ReadAllTasks(db) // Update - update Task title to something more appropriate fmt.Println("Updating Andrea's task...") UpdateSomeonesTask(db, 1) // Delete - delete Luis's task DeleteSomeonesTasks(db, 3) }
(3)運行 orm.go 應(yīng)用。
go run orm.go
執(zhí)行結(jié)果:
[info] removing callback `mssql:set_identity_insert` from C:/Projects/golang-experiments/tutorials/orm.go:70
Migrating models...
Creating awesome users...
Creating new appropriate tasks...Reading all the tasks...
Andrea Lam's tasks:
Title: Do laundry
DueDate: 2017-03-30
IsComplete:falseMeet Bhagdev's tasks:
Title: Mow the lawn
DueDate: 2017-03-30
IsComplete:falseLuis Bosquez's tasks:
Title: Do more laundry
DueDate: 2017-03-30
IsComplete:falseTitle: Watch TV
DueDate: 2017-03-30
IsComplete:falseUpdating Andrea's task...
Title: Buy donuts for Luis
DueDate: 2017-03-30
IsComplete:falseDeleted all tasks for user 3
三、讓 Go 應(yīng)用的速度提高 100 倍
已了解基礎(chǔ)知識,接下來可以了解如何使用 SQL Server 改進應(yīng)用。通過列存儲索引的簡單示例,以及它們?nèi)绾翁岣邤?shù)據(jù)處理速度。與傳統(tǒng)行存儲索引相比,列存儲索引在分析工作負荷上可實現(xiàn)高達 100 倍的性能,并將數(shù)據(jù)壓縮提高多達 10 倍。
3.1、使用 sqlcmd 創(chuàng)建一個包含 5 萬個的新表
(1)切換到主目錄并為項目創(chuàng)建一個文件夾。
cd ~/mkdir SqlServerColumnstoreSamplecd SqlServerColumnstoreSample
(2)在 SqlServerColumnstoreSample 文件夾中創(chuàng)建一個名為 CreateSampleTable 的新文件.sql文件。將下面的 T-SQL 代碼粘貼到新的 SQL 文件中。保存并關(guān)閉文件。
WITH a AS (SELECT * FROM (VALUES(1),(2),(3),(4),(5),(6),(7),(8),(9),(10)) AS a(a)) SELECT TOP(5000000) ROW_NUMBER() OVER (ORDER BY a.a) AS OrderItemId ,a.a + b.a + c.a + d.a + e.a + f.a + g.a + h.a AS OrderId ,a.a * 10 AS Price ,CONCAT(a.a, N' ', b.a, N' ', c.a, N' ', d.a, N' ', e.a, N' ', f.a, N' ', g.a, N' ', h.a) AS ProductName INTO Table_with_5M_rows FROM a, a AS b, a AS c, a AS d, a AS e, a AS f, a AS g, a AS h;
(3)使用 sqlcmd 連接到數(shù)據(jù)庫并運行 SQL 腳本以創(chuàng)建包含 5 萬行的表。這可能需要幾分鐘才能運行。
sqlcmd -S 127.0.0.1 -U sa -P <你的> -d SampleDB -i ./CreateSampleTable.sql
3.2、創(chuàng)建一個 Go 應(yīng)用程序,用于查詢此表并測量所花費的時間
(1)在項目文件夾中,初始化 Go 依賴項。
go get github.com/denisenkom/go-mssqldb go install github.com/denisenkom/go-mssqldb
(2)在您的文件夾中創(chuàng)建一個名為 columnstore.go 的文件。
package main import ( _ "github.com/denisenkom/go-mssqldb" "database/sql" "context" "log" "fmt" "time" ) var server = "localhost" var port = 1433 var user = "sa" var password = "你的" var database = "SampleDB" var db *sql.DB // Delete an employee from database func ExecuteAggregateStatement(db *sql.DB) { ctx := context.Background() // Ping database to see if it's still alive. // Important for handling network issues and long queries. err := db.PingContext(ctx) if err != nil { log.Fatal("Error pinging database: " + err.Error()) } var result string // Execute long non-query to aggregate rows err = db.QueryRowContext(ctx, "SELECT SUM(Price) as sum FROM Table_with_5M_rows").Scan(&result) if err != nil { log.Fatal("Error executing query: " + err.Error()) } fmt.Printf("Sum: %s\n", result) } func main() { // Connect to database connString := fmt.Sprintf("server=%s;user id=%s;password=%s;port=%d;database=%s;", server, user, password, port, database) var err error // Create connection pool db, err = sql.Open("sqlserver", connString) if err != nil { log.Fatal("Open connection failed:", err.Error()) } fmt.Printf("Connected!\n") defer db.Close() t1 := time.Now() fmt.Printf("Start time: %s\n", t1) ExecuteAggregateStatement(db) t2 := time.Since(t1) fmt.Printf("The query took: %s\n", t2) }
3.3、測量運行查詢所需的時間
從終端運行 Go 應(yīng)用。
go run columnstore.go
執(zhí)行結(jié)果:
Connected!
Start time: 2023-04-02 15:33:50.0340976 -0700 PDT
Sum: 50000000
The query took: 601.7463ms
3.4、使用 SQLCMD 向表中添加列存儲索引
運行以下命令以在表上創(chuàng)建列存儲索引:
sqlcmd -S localhost -U sa -P <你的> -d SampleDB -Q "CREATE CLUSTERED COLUMNSTORE INDEX Columnstoreindex ON Table_with_5M_rows;"
3.5、重新運行 columnstore.go 腳本,并注意這次完成查詢所花費的時間
go run columnstore.go
Connected!
Start time: 2017-06-05 16:35:02.5409285 -0700 PDT
Sum: 50000000
The query took: 86.9826ms
總結(jié)
使用列存儲索引使 Go 應(yīng)用更快。
參考文檔。
原文地址:http://www.ythuaji.com.cn/uploads/allimg/xkijul50cys