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本文介绍如何构建TPC-H测试数据,并将TPC-H 1000GB测试数据分别导入AnalyticDB for MySQL中。

说明

本文的TPC-H的实现基于TPC-H的基准测试,并不能与已发布的TPC-H基准测试结果相比较,本文中的测试并不符合TPC-H基准测试的所有要求。

下表列出了TPC-H测试数据集中的表数据条数。

表名

数据条数

customer

1.5亿

lineitem

60亿

nation

25

orders

15亿

part

2亿

partsupp

8亿

region

5

supplier

1000万

OSS外表导入(推荐)

重要

以下流程仅适用于企业版、基础版及湖仓版集群。

  1. 创建外部数据库。

    CREATE EXTERNAL DATABASE IF NOT EXISTS external_tpch;
  2. 创建八张外表。

    说明

    AnalyticDB for MySQL提供了TPC-H测试数据存放的OSS路径。您需要根据集群所在地域,替换LOCATION参数指定的OSS路径。

    不同地域所对应的OSS路径

    地域

    路径

    华东1(杭州)

    oss://dataset-cn-hangzhou-external/TPC-H/1TB

    华北3(张家口)

    oss://dataset-cn-zhangjiakou-external/TPC-H/1TB

    华北2(北京)

    oss://dataset-cn-beijing-external/TPC-H/1TB

    华东2(上海)

    oss://dataset-cn-shanghai-external/TPC-H/1TB

    华南1(深圳)

    oss://dataset-cn-shenzhen-external/TPC-H/1TB

    华北1(青岛)

    oss://dataset-cn-qingdao-external/TPC-H/1TB

    华南3(广州)

    oss://dataset-cn-guangzhou-external/TPC-H/1TB

    中国香港

    oss://dataset-cn-hongkong-external/TPC-H/1TB

    新加坡

    oss://dataset-ap-southeast-1-external/TPC-H/1TB

    马来西亚(吉隆坡)

    oss://dataset-ap-southeast-3-external/TPC-H/1TB

    日本(东京)

    oss://dataset-ap-northeast-1-external/TPC-H/1TB

    印度尼西亚(雅加达)

    oss://dataset-ap-southeast-5-external/TPC-H/1TB

    德国(法兰克福)

    oss://dataset-eu-central-1-external/TPC-H/1TB

    美国(硅谷)

    oss://dataset-us-west-1-external/TPC-H/1TB

    英国(伦敦)

    oss://dataset-eu-west-1-external/TPC-H/1TB

    美国(弗吉尼亚)

    oss://dataset-us-east-1-external/TPC-H/1TB

    CREATE EXTERNAl TABLE external_tpch.nation (
    	n_nationkey int NOT NULL COMMENT '',
    	n_name varchar NOT NULL COMMENT '',
    	n_regionkey int NOT NULL COMMENT '',
    	n_comment varchar COMMENT '',
    	`dummy` varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/nation/';
    
    CREATE EXTERNAl TABLE external_tpch.customer (
    	c_custkey int NOT NULL COMMENT '',
    	c_name varchar NOT NULL COMMENT '',
    	c_address varchar NOT NULL COMMENT '',
    	c_nationkey int NOT NULL COMMENT '',
    	c_phone varchar(15) NOT NULL COMMENT '',
    	c_acctbal double NOT NULL COMMENT '',
    	c_mktsegment varchar(10) NOT NULL COMMENT '',
    	c_comment varchar NOT NULL COMMENT '',
    	`dummy` varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/customer/';
    
    CREATE EXTERNAl TABLE external_tpch.lineitem (
    	l_orderkey bigint NOT NULL COMMENT '',
    	l_partkey int NOT NULL COMMENT '',
    	l_suppkey int NOT NULL COMMENT '',
    	l_linenumber int NOT NULL COMMENT '',
    	l_quantity double NOT NULL COMMENT '',
    	l_extendedprice double NOT NULL COMMENT '',
    	l_discount double NOT NULL COMMENT '',
    	l_tax double NOT NULL COMMENT '',
    	l_returnflag varchar(1) NOT NULL COMMENT '',
    	l_linestatus varchar(1) NOT NULL COMMENT '',
    	l_shipdate date NOT NULL COMMENT '',
    	l_commitdate date NOT NULL COMMENT '',
    	l_receiptdate date NOT NULL COMMENT '',
    	l_shipinstruct varchar(25) NOT NULL COMMENT '',
    	l_shipmode varchar(10) NOT NULL COMMENT '',
    	l_comment varchar NOT NULL COMMENT '',
    	dummy varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/lineitem/';
    
    CREATE EXTERNAl TABLE external_tpch.orders (
    	o_orderkey bigint NOT NULL COMMENT '',
    	o_custkey int NOT NULL COMMENT '',
    	o_orderstatus varchar(1) NOT NULL COMMENT '',
    	o_totalprice double NOT NULL COMMENT '',
    	o_orderdate date NOT NULL COMMENT '',
    	o_orderpriority varchar(15) NOT NULL COMMENT '',
    	o_clerk varchar(15) NOT NULL COMMENT '',
    	o_shippriority int NOT NULL COMMENT '',
    	o_comment varchar NOT NULL COMMENT '',
    	dummy varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/orders/';
    
    CREATE EXTERNAl TABLE external_tpch.part (
    	p_partkey int NOT NULL COMMENT '',
    	p_name varchar NOT NULL COMMENT '',
    	p_mfgr varchar NOT NULL COMMENT '',
    	p_brand varchar(10) NOT NULL COMMENT '',
    	p_type varchar NOT NULL COMMENT '',
    	p_size int NOT NULL COMMENT '',
    	p_container varchar(10) NOT NULL COMMENT '',
    	p_retailprice double NOT NULL COMMENT '',
    	p_comment varchar NOT NULL COMMENT '',
    	dummy varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/part/';
    
    CREATE EXTERNAl TABLE external_tpch.partsupp (
    	ps_partkey int NOT NULL COMMENT '',
    	ps_suppkey int NOT NULL COMMENT '',
    	ps_availqty int NOT NULL COMMENT '',
    	ps_supplycost double NOT NULL COMMENT '',
    	ps_comment varchar NOT NULL COMMENT '',
    	dummy varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/partsupp/';
    
    
    CREATE EXTERNAl TABLE external_tpch.region (
    	r_regionkey int NOT NULL COMMENT '',
    	r_name varchar NOT NULL COMMENT '',
    	r_comment varchar COMMENT '',
    	dummy varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/region/';
    
    CREATE EXTERNAl TABLE external_tpch.supplier (
    	s_suppkey int NOT NULL COMMENT '',
    	s_name varchar NOT NULL COMMENT '',
    	s_address varchar NOT NULL COMMENT '',
    	s_nationkey int NOT NULL COMMENT '',
    	s_phone varchar(15) NOT NULL COMMENT '',
    	s_acctbal double NOT NULL COMMENT '',
    	s_comment varchar NOT NULL COMMENT '',
    	dummy varchar
    )
    ROW FORMAT DELIMITED FIELDS TERMINATED BY '|'
    STORED AS TEXTFILE
    LOCATION 'oss://dataset-cn-beijing-external/TPC-H/1TB/supplier/';
  3. 将外表中的数据导入构建测试表文档所创建的内表中。

    INSERT OVERWRITE INTO customer
    SELECT *
    FROM external_tpch.customer;
    
    INSERT OVERWRITE INTO lineitem
    SELECT *
    FROM external_tpch.lineitem;
    
    INSERT  INTO nation
    SELECT *
    FROM external_tpch.nation;
    
    INSERT OVERWRITE INTO orders
    SELECT *
    FROM external_tpch.orders;
    
    INSERT OVERWRITE INTO part
    SELECT *
    FROM external_tpch.part;
    
    INSERT OVERWRITE INTO partsupp
    SELECT *
    FROM external_tpch.partsupp;
    
    INSERT  INTO region
    SELECT *
    FROM external_tpch.region;
    
    INSERT OVERWRITE INTO supplier
    SELECT *
    FROM external_tpch.supplier;
  4. 收集统计信息。

    ANALYZE TABLE customer UPDATE HISTOGRAM;
    ANALYZE TABLE lineitem UPDATE HISTOGRAM;
    ANALYZE TABLE nation UPDATE HISTOGRAM;
    ANALYZE TABLE orders UPDATE HISTOGRAM;
    ANALYZE TABLE part UPDATE HISTOGRAM;
    ANALYZE TABLE partsupp UPDATE HISTOGRAM;
    ANALYZE TABLE region UPDATE HISTOGRAM;
    ANALYZE TABLE supplier UPDATE HISTOGRAM;
    说明

    查询优化器(Query Optimizer)将查询转换为执行计划,并交给执行引擎执行。执行计划的质量会影响查询的性能。统计信息作为查询优化器的输入,可以帮助查询优化器生成高质量的执行计划。因此,在导入数据后,您需收集所有表的直方图信息,以获得最佳性能。若您想了解统计信息的更多内容,请参见统计信息

LOAD DATA导入

  1. TPC官网下载TPC-H标准的数据生成工具DBGEN,编译后生成二进制可执行文件dbgen。

    ./dbgen -s $scale -C $chunks -S $i -f
    • -s:指定scale值,例如100GB时scale值为100,1TB时scale值为1000。

    • -C:一共分成几个chunk。

    • -S::当前命令生成第几个 chunk。

      说明

      一条语句只能生成一个 chunk。

    更多dbgen使用方法请参见tpch-dbgen

  2. 使用LOAD DATA将dbgen生成的文件导入至AnalyticDB for MySQL中。

    本示例以Windows操作系统为例,换行符为\r\n

    LOAD DATA LOCAL INFILE 'customer.tbl' INTO TABLE CUSTOMER 
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'orders.tbl'   INTO TABLE ORDERS   
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'lineitem.tbl' INTO TABLE LINEITEM 
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'nation.tbl'   INTO TABLE NATION   
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'partsupp.tbl' INTO TABLE PARTSUPP 
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'part.tbl'     INTO TABLE PART     
    FIELDS TERMINATED BY '|'   LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'region.tbl'   INTO TABLE REGION   
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
    LOAD DATA LOCAL INFILE 'supplier.tbl' INTO TABLE SUPPLIER 
    FIELDS TERMINATED BY '|'  LINES TERMINATED BY '\r\n';
  3. 收集统计信息。

    ANALYZE TABLE customer UPDATE HISTOGRAM;
    ANALYZE TABLE lineitem UPDATE HISTOGRAM;
    ANALYZE TABLE nation UPDATE HISTOGRAM;
    ANALYZE TABLE orders UPDATE HISTOGRAM;
    ANALYZE TABLE part UPDATE HISTOGRAM;
    ANALYZE TABLE partsupp UPDATE HISTOGRAM;
    ANALYZE TABLE region UPDATE HISTOGRAM;
    ANALYZE TABLE supplier UPDATE HISTOGRAM;
    说明

    查询优化器(Query Optimizer)将查询转换为执行计划,并交给执行引擎执行。执行计划的质量会影响查询的性能。统计信息作为查询优化器的输入,可以帮助查询优化器生成高质量的执行计划。因此,在导入数据后,您需收集所有表的直方图信息,以获得最佳性能。若您想了解统计信息的更多内容,请参见统计信息