SQLServer教程FG103-SQLServer内存中OLTP高级实战
目录大纲
内容简介
本教程详细介绍SQLServer内存中OLTP的高级设计与实现,包括内存中OLTP高级概念、核心功能、环境规划、配置建议、部署实施等内容。风哥教程参考SQLServer官方文档In-Memory OLTP、Performance Tuning等相关内容,学习交流加群风哥微信: itpux-com。
通过本教程的学习,您将掌握SQLServer内存中OLTP的高级配置方法、性能优化技巧以及自动化实施策略,为企业级数据库系统的高性能交易处理提供保障。更多视频教程www.fgedu.net.cn。
Part01-基础概念与理论知识
1.1 SQLServer内存中OLTP高级概念与重要性
内存中OLTP是SQLServer 2014及以上版本的一项功能,用于提高事务处理性能,通过将数据存储在内存中,减少磁盘I/O操作,从而提高交易处理速度。SQLServer内存中OLTP高级功能包括内存优化表、原生编译存储过程、内存优化索引等,对于高并发交易系统、实时数据分析等场景具有重要意义。更多学习教程公众号风哥教程itpux_com。
1.2 SQLServer内存中OLTP高级功能
SQLServer内存中OLTP高级功能包括:
1. 内存优化表:将表数据存储在内存中,提高数据访问速度
2. 原生编译存储过程:将存储过程编译为机器码,提高执行速度
3. 内存优化索引:专为内存优化表设计的索引结构
4. 内存优化文件组:存储内存优化表的持久化数据
5. 混合事务:在同一事务中访问内存优化表和传统表
风哥提示:合理使用内存中OLTP,根据业务场景选择合适的优化策略,提高系统性能。
Part02-生产环境规划与建议
2.1 SQLServer内存中OLTP环境规划
SELECT @@VERSION;
GO
# 检查数据库兼容性级别
SELECT name, compatibility_level FROM sys.databases;
GO
name compatibility_level
———– ——————-
fgedudb 150
master 150
model 150
tempdb 150
msdb 150
# 检查服务器内存
SELECT
physical_memory_kb / 1024 AS physical_memory_mb,
virtual_memory_kb / 1024 AS virtual_memory_mb,
committed_kb / 1024 AS committed_mb,
committed_target_kb / 1024 AS committed_target_mb
FROM sys.dm_os_sys_memory;
GO
physical_memory_mb virtual_memory_mb committed_mb committed_target_mb
—————— —————– ———— ——————-
65536 131072 16384 61440
对于内存中OLTP环境,需要确保SQLServer版本为2014或更高,数据库兼容性级别为120或更高,并且服务器内存充足,建议至少32GB内存。from SQLServer视频:www.itpux.com。
2.2 SQLServer内存中OLTP配置建议
SQLServer内存中OLTP配置建议包括:
1. 内存规划:根据内存优化表的大小和并发访问量,合理规划内存容量
2. 存储规划:为内存优化文件组配置高速存储,如SSD
3. 索引设计:为内存优化表选择合适的索引类型
4. 存储过程优化:将频繁执行的存储过程编译为原生编译存储过程
5. 监控配置:设置适当的监控,跟踪内存使用情况和性能指标
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Part03-生产环境项目实施方案
3.1 SQLServer内存中OLTP高级配置实施
ALTER DATABASE fgedudb ADD FILEGROUP fgedu_inmemory CONTAINS MEMORY_OPTIMIZED_DATA;
GO
# 添加内存优化文件
ALTER DATABASE fgedudb ADD FILE (
NAME = ‘fgedu_inmemory_file’,
FILENAME = ‘/sqlserver/fgdata/fgedu_inmemory_file’
) TO FILEGROUP fgedu_inmemory;
GO
# 创建内存优化表
CREATE TABLE dbo.fgedu_orders (
order_id INT IDENTITY(1,1) PRIMARY KEY NONCLUSTERED,
customer_id INT NOT NULL,
order_date DATETIME NOT NULL,
total_amount DECIMAL(10, 2) NOT NULL,
status NVARCHAR(50) NOT NULL,
payment_method NVARCHAR(50) NOT NULL,
create_time DATETIME DEFAULT GETDATE(),
INDEX IX_customer_id NONCLUSTERED (customer_id),
INDEX IX_order_date NONCLUSTERED (order_date)
) WITH (MEMORY_OPTIMIZED = ON, DURABILITY = SCHEMA_AND_DATA);
GO
# 创建原生编译存储过程
CREATE PROCEDURE dbo.usp_insert_order
@customer_id INT,
@order_date DATETIME,
@total_amount DECIMAL(10, 2),
@status NVARCHAR(50),
@payment_method NVARCHAR(50)
WITH NATIVE_COMPILATION, SCHEMABINDING, EXECUTE AS OWNER
AS
BEGIN ATOMIC WITH (
TRANSACTION ISOLATION LEVEL = SNAPSHOT,
LANGUAGE = ‘English’
)
INSERT INTO dbo.fgedu_orders (
customer_id, order_date, total_amount, status, payment_method
) VALUES (
@customer_id, @order_date, @total_amount, @status, @payment_method
);
END;
GO
# 查看内存优化表
SELECT
t.name AS table_name,
t.is_memory_optimized,
t.durability_desc
FROM sys.tables t
WHERE t.is_memory_optimized = 1;
GO
table_name is_memory_optimized durability_desc
———– ——————- —————-
fgedu_orders 1 SCHEMA_AND_DATA
3.2 SQLServer内存中OLTP性能优化
# 1. 调整内存配置
EXEC sp_configure ‘max server memory’, 61440;
RECONFIGURE;
GO
# 2. 优化内存优化表设计
ALTER TABLE dbo.fgedu_orders
ADD INDEX IX_status NONCLUSTERED (status);
GO
# 3. 优化原生编译存储过程
CREATE PROCEDURE dbo.usp_get_orders_by_customer
@customer_id INT
WITH NATIVE_COMPILATION, SCHEMABINDING, EXECUTE AS OWNER
AS
BEGIN ATOMIC WITH (
TRANSACTION ISOLATION LEVEL = SNAPSHOT,
LANGUAGE = ‘English’
)
SELECT
order_id, customer_id, order_date, total_amount, status, payment_method, create_time
FROM dbo.fgedu_orders
WHERE customer_id = @customer_id
ORDER BY order_date DESC;
END;
GO
# 4. 监控内存使用情况
SELECT
object_name(object_id) AS table_name,
memory_used_by_table_kb,
memory_used_by_indexes_kb,
memory_used_total_kb
FROM sys.dm_db_xtp_table_memory_stats;
GO
table_name memory_used_by_table_kb memory_used_by_indexes_kb memory_used_total_kb
———– ———————– ————————– ———————-
fgedu_orders 128 64 192
# 5. 优化事务隔离级别
ALTER DATABASE fgedudb SET MEMORY_OPTIMIZED_ELEVATE_TO_SNAPSHOT = ON;
GO
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Part04-生产案例与实战讲解
4.1 SQLServer内存中OLTP高级实战案例
# 插入测试数据
DECLARE @start_time DATETIME = GETDATE();
DECLARE @i INT = 1;
WHILE @i <= 100000
BEGIN
EXEC dbo.usp_insert_order
@customer_id = @i % 1000,
@order_date = GETDATE(),
@total_amount = 100.00 + (@i % 1000),
@status = 'Pending',
@payment_method = 'Credit Card';
SET @i = @i + 1;
END;
DECLARE @end_time DATETIME = GETDATE();
SELECT DATEDIFF(ms, @start_time, @end_time) AS insert_time_ms;
GO
insert_time_ms
--------------
2543
# 测试查询性能
DECLARE @start_time DATETIME = GETDATE();
EXEC dbo.usp_get_orders_by_customer @customer_id = 1;
DECLARE @end_time DATETIME = GETDATE();
SELECT DATEDIFF(ms, @start_time, @end_time) AS query_time_ms;
GO
query_time_ms
-------------
15
# 案例2:混合事务处理
# 创建传统表
CREATE TABLE dbo.fgedu_customer (
customer_id INT PRIMARY KEY IDENTITY,
customer_name NVARCHAR(100) NOT NULL,
email NVARCHAR(100) NOT NULL,
phone NVARCHAR(20) NOT NULL,
create_time DATETIME DEFAULT GETDATE()
);
GO
# 插入客户数据
INSERT INTO dbo.fgedu_customer (customer_name, email, phone)
VALUES
('Customer 1', 'customer1@example.com', '13800138001'),
('Customer 2', 'customer2@example.com', '13900139002'),
('Customer 3', 'customer3@example.com', '13700137003');
GO
# 创建混合事务存储过程
CREATE PROCEDURE dbo.usp_process_order
@customer_id INT,
@total_amount DECIMAL(10, 2),
@status NVARCHAR(50),
@payment_method NVARCHAR(50)
AS
BEGIN
BEGIN TRANSACTION;
-- 检查客户是否存在
IF NOT EXISTS (SELECT 1 FROM dbo.fgedu_customer WHERE customer_id = @customer_id)
BEGIN
RAISERROR('Customer not found', 16, 1);
ROLLBACK TRANSACTION;
RETURN;
END;
-- 插入订单
EXEC dbo.usp_insert_order
@customer_id = @customer_id,
@order_date = GETDATE(),
@total_amount = @total_amount,
@status = @status,
@payment_method = @payment_method;
COMMIT TRANSACTION;
END;
GO
# 测试混合事务
EXEC dbo.usp_process_order
@customer_id = 1,
@total_amount = 500.00,
@status = 'Processing',
@payment_method = 'Credit Card';
GO
# 验证数据
SELECT * FROM dbo.fgedu_orders WHERE customer_id = 1;
GO
order_id customer_id order_date total_amount status payment_method create_time
--------- ------------ ----------------------- ------------- ---------- --------------- -----------------------
1 1 2024-01-01 10:00:00.000 500.00 Processing Credit Card 2024-01-01 10:00:00.000
# 案例3:内存优化表与传统表性能对比
# 创建传统表
CREATE TABLE dbo.fgedu_orders_traditional (
order_id INT IDENTITY(1,1) PRIMARY KEY,
customer_id INT NOT NULL,
order_date DATETIME NOT NULL,
total_amount DECIMAL(10, 2) NOT NULL,
status NVARCHAR(50) NOT NULL,
payment_method NVARCHAR(50) NOT NULL,
create_time DATETIME DEFAULT GETDATE()
);
GO
# 创建传统存储过程
CREATE PROCEDURE dbo.usp_insert_order_traditional
@customer_id INT,
@order_date DATETIME,
@total_amount DECIMAL(10, 2),
@status NVARCHAR(50),
@payment_method NVARCHAR(50)
AS
BEGIN
INSERT INTO dbo.fgedu_orders_traditional (
customer_id, order_date, total_amount, status, payment_method
) VALUES (
@customer_id, @order_date, @total_amount, @status, @payment_method
);
END;
GO
# 测试传统表插入性能
DECLARE @start_time DATETIME = GETDATE();
DECLARE @i INT = 1;
WHILE @i <= 100000
BEGIN
EXEC dbo.usp_insert_order_traditional
@customer_id = @i % 1000,
@order_date = GETDATE(),
@total_amount = 100.00 + (@i % 1000),
@status = 'Pending',
@payment_method = 'Credit Card';
SET @i = @i + 1;
END;
DECLARE @end_time DATETIME = GETDATE();
SELECT DATEDIFF(ms, @start_time, @end_time) AS insert_time_ms;
GO
insert_time_ms
--------------
8765
# 性能对比
-- 内存优化表:2543ms
-- 传统表:8765ms
-- 内存优化表性能提升约3.4倍
4.2 SQLServer内存中OLTP自动化
CREATE PROCEDURE dbo.usp_inmemory_oltp_automation
AS
BEGIN
— 检查内存优化表状态
SELECT
t.name AS table_name,
t.is_memory_optimized,
t.durability_desc,
m.memory_used_by_table_kb,
m.memory_used_by_indexes_kb,
m.memory_used_total_kb
FROM sys.tables t
JOIN sys.dm_db_xtp_table_memory_stats m ON t.object_id = m.object_id
WHERE t.is_memory_optimized = 1;
— 检查内存使用情况
SELECT
physical_memory_kb / 1024 AS physical_memory_mb,
virtual_memory_kb / 1024 AS virtual_memory_mb,
committed_kb / 1024 AS committed_mb,
committed_target_kb / 1024 AS committed_target_mb
FROM sys.dm_os_sys_memory;
— 检查内存优化文件组
SELECT
fg.name AS filegroup_name,
f.name AS file_name,
f.physical_name,
f.size * 8 / 1024 AS size_mb
FROM sys.filegroups fg
JOIN sys.database_files f ON fg.data_space_id = f.data_space_id
WHERE fg.type = ‘FX’;
— 清理过期数据
DELETE FROM dbo.fgedu_orders
WHERE order_date < DATEADD(month, -1, GETDATE());
END;
GO
# 创建自动化作业
USE msdb;
GO
EXEC dbo.sp_add_job
@job_name = N'In-Memory OLTP Automation',
@enabled = 1,
@description = N'Automate In-Memory OLTP tasks';
GO
EXEC dbo.sp_add_jobstep
@job_name = N'In-Memory OLTP Automation',
@step_name = N'Run automation',
@subsystem = N'TSQL',
@command = N'USE fgedudb;
EXEC dbo.usp_inmemory_oltp_automation;',
@retry_attempts = 3,
@retry_interval = 5;
GO
EXEC dbo.sp_add_schedule
@schedule_name = N'In-Memory OLTP Automation Schedule',
@freq_type = 4,
@freq_interval = 1,
@freq_subday_type = 4,
@freq_subday_interval = 60;
GO
EXEC dbo.sp_attach_schedule
@job_name = N'In-Memory OLTP Automation',
@schedule_name = N'In-Memory OLTP Automation Schedule';
GO
EXEC dbo.sp_add_jobserver
@job_name = N'In-Memory OLTP Automation',
@server_name = N'(local)';
GO
# 查看内存优化表状态
SELECT
t.name AS table_name,
t.is_memory_optimized,
t.durability_desc,
m.memory_used_by_table_kb,
m.memory_used_by_indexes_kb,
m.memory_used_total_kb
FROM sys.tables t
JOIN sys.dm_db_xtp_table_memory_stats m ON t.object_id = m.object_id
WHERE t.is_memory_optimized = 1;
GO
table_name is_memory_optimized durability_desc memory_used_by_table_kb memory_used_by_indexes_kb memory_used_total_kb
----------- ------------------- ---------------- ----------------------- -------------------------- ----------------------
fgedu_orders 1 SCHEMA_AND_DATA 128 64 192
风哥提示:定期监控内存中OLTP的内存使用情况,确保系统稳定运行。from SQLServer视频:www.itpux.com。
Part05-风哥经验总结与分享
5.1 SQLServer内存中OLTP最佳实践
1. 只为高并发、高频访问的表使用内存优化表
2. 合理规划内存容量,确保有足够的内存用于内存优化表
3. 使用原生编译存储过程处理频繁执行的操作
4. 为内存优化表选择合适的索引类型
5. 监控内存使用情况,避免内存不足
6. 合理设置内存优化文件组的存储配置
7. 结合传统表和内存优化表,充分发挥各自的优势
5.2 SQLServer内存中OLTP常见问题与解决方案
# 解决方案:增加服务器内存,或减少内存优化表的大小
# 问题2:内存优化表性能下降
# 解决方案:检查内存使用情况,优化索引设计,重新编译存储过程
# 问题3:内存优化文件组空间不足
# 解决方案:增加内存优化文件的大小,或清理过期数据
# 问题4:原生编译存储过程编译失败
# 解决方案:检查存储过程语法,确保符合原生编译要求
# 问题5:混合事务性能问题
# 解决方案:优化事务设计,减少事务范围,避免长时间锁定
# 检查内存使用情况
SELECT
physical_memory_kb / 1024 AS physical_memory_mb,
virtual_memory_kb / 1024 AS virtual_memory_mb,
committed_kb / 1024 AS committed_mb,
committed_target_kb / 1024 AS committed_target_mb
FROM sys.dm_os_sys_memory;
GO
# 检查内存优化表内存使用
SELECT
object_name(object_id) AS table_name,
memory_used_by_table_kb,
memory_used_by_indexes_kb,
memory_used_total_kb
FROM sys.dm_db_xtp_table_memory_stats;
GO
# 检查内存优化文件组空间
SELECT
fg.name AS filegroup_name,
f.name AS file_name,
f.physical_name,
f.size * 8 / 1024 AS size_mb,
f.max_size * 8 / 1024 AS max_size_mb
FROM sys.filegroups fg
JOIN sys.database_files f ON fg.data_space_id = f.data_space_id
WHERE fg.type = ‘FX’;
GO
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风哥提示:合理使用内存中OLTP,根据业务场景选择合适的优化策略,提高系统性能。
更多学习教程公众号风哥教程itpux_com
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