使用TPC-H 进行GreatSQL并行查询测试

Bald_eagle

发布于 2023-5-15 17:51

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准备工作

生成数据

使用 TPC-H 生成数据

#TPC-H Population Generator (Version 3.0.0)

#生成10G的数据
$ ./dbgen -vf -s 10

修改my.cnf

vim /etc/my.cnf 

#设置IPB为8G
innodb_buffer_pool_size = 8G

#设置并行查询的使用最大内存(此处为8G，根据具体配置设置)
parallel_memory_limit= 8G

#打开并行查询
force_parallel_execute=1

 #设置双1（方便导入数据）
innodb_flush_log_at_trx_commit = 1 
sync_binlog = 1

#关闭binlog
skip-log_bin

datadir    = /data/GreatSQL
socket    = mysql.sock

启动数据库后，可以检查配置是否生效

mysql> show variables like '%double%';
mysql> show variables like 'log_bin';
mysql> show variables like 'sync_binlog';
mysql> show variables like 'innodb_flush_log_at_trx_commit';
mysql> show variables like 'innodb_buffer_pool_size';

并行查询相关参数

mysql> show global variables like '%parall%';
+----------------------------------+----------------+
| force_parallel_execute           | ON             |
| innodb_parallel_dblwr_encrypt    | OFF            |
| innodb_parallel_doublewrite_path | xb_doublewrite |
| innodb_parallel_read_threads     | 4              |
| parallel_cost_threshold          | 1000           |
| parallel_default_dop             | 4              |
| parallel_max_threads             | 64             |
| parallel_memory_limit            | 8589934592     |
| parallel_queue_timeout           | 0              |
| slave_parallel_type              | LOGICAL_CLOCK  |
| slave_parallel_workers           | 2              |
+----------------------------------+----------------+
11 rows in set (0.01 sec)

启动数据库

启动数据库：

$ systemctl start greatsql.service

文件准备

本次的工作在/data/tpch

可执行程序为dbgen,依赖一个数据分布文件dists.dss。可以将dbgen和dists.dss拷贝到同一目录使用

dss.ddl 和 dss.ri 文件

准备表结构和索引文件 dss.ddl 和 dss.ri 到工作目录

$ cd /data/tpch/tpch_2.18.0/dbgen
$ cp dss.ri /data/tpch/
$ cp dss.ddl /data/tpch/

load.sql

修改 load.sql 文件修改文件的路径

$ cd /data/tpch/
$ cp load.sql loadfix.sql 
$ vim loadfix.sql

导入数据

$ /usr/localGreatSQL-8.0.25-17/bin/mysql -uroot -S /data/GreatSQL/mysql.sock

#创建数据库
mysql> create database tpch;
mysql> use tpch;

#导入表结构
mysql> source /data/tpch/dss.ddl;

#导入数据（文件见附录）
mysql> sh loadfile

#导入索引、外键等
mysql> source /data/tpch/dssfix.ri

注：binlog要关再导入,否则binlog会爆

Multi-statement transaction required more than 'max_binlog_cache_size' bytes of storage; increase this mysqld variable and try again

查看导入的表（20G数据）

mysql> select table_name,table_rows 
from information_schema.tables 
where table_name in 
('customer','lineitem','nation','orders','part','partsupp','region','supplier');

+------------+------------+
| TABLE_NAME | TABLE_ROWS |
+------------+------------+
| region     |          5 |
| nation     |         25 |
| part       |    3860136 |
| supplier   |     197853 |
| customer   |    2884322 |
| partsupp   |   17084176 |
| orders     |   29678499 |
| lineitem   |   87786966 |
+------------+------------+
8 rows in set (0.00 sec)

编写并运行测试脚本

#测试脚本见附录
#这里是在tmux中运行，避免因为终端关闭导致测试终止
$ sh auto.sh&

#测试结束后在当前脚本的目录查看生成的日志
$ cat tpch-PQ-******.log

测试运行时，观察相关指标。

mysql> show global status like '%PQ%';
+--------------------+-------+
| Variable_name      | Value |
+--------------------+-------+
| PQ_memory_refused  | 0     |
| PQ_memory_used     | 0     |
| PQ_threads_refused | 0     |
| PQ_threads_running | 0     |
+--------------------+-------+
4 rows in set (0.00 sec)


mysql> show processlist;
mysql> explain for connection **;

测试结果

开启并行查询（16线程）的执行时间，与不开启并行查询的执行时间如下：

	SQL1	SQL3	SQL5	SQL6	SQL10	SQL12	SQL19
PQ16	1m25.645s	1m5.514s	8m56.306s	35.451s	44.564s	59.115s	5.771s
NOPQ	6m1.724s	5m19.083s	37m42.078s	2m16.331s	1m57.998s	2m39.672s	24.907s

注：本文章重点讲测试过程，具体的测试结果就不展开了。

附录-相关文件

导入脚本

$ cat loadfile
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch -f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/region.tbl' into table region FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch -f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/nation.tbl' into table nation FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch-f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/supplier.tbl' into table supplier FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch -f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/part.tbl' into table part FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch -f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/customer.tbl' into table customer FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch -f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/partsupp.tbl' into table partsupp FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch-f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/orders.tbl' into table orders FIELDS TERMINATED BY '|';" tpch &
/usr/localGreatSQL-8.0.25-17/bin/mysql -S /data/GreatSQL/mysql.sock -Dtpch-f -e "set session foreign_key_checks=0;load data infile '/data/tpch/data/lineitem.tbl' into table lineitem FIELDS TERMINATED BY '|';" tpch &

测试脚本：

脚本是东拼西凑的，写的不好，希望有大佬能指导一下

$ cat auto.sh 
#include <iostream>TH=$PATH:/usr/local/bin
export PATH
#set -u
#set -x
#set -e
. ~/.bash_profile > /dev/null 2>&1
exec 3>&1 4>&2 1>> tpch-PQ-`date +'%Y%m%d%H%M%S'`.log 2>&1
# 定义要执行的SQL文件存放的目录
SQL_DIR="/data/tpch/SQLs"
# 判断目录是否存在
if [ ! -d "$SQL_DIR" ]; then
    echo "SQL文件目录不存在！"
    exit 1
fi
# 进入SQL文件目录
cd $SQL_DIR


I=1
II=3
while [ $I -le $II ]
do
    # 执行SQL文件
    for file in `ls *.sql`
    do
        echo "正在执行：$file"
        time /usr/localGreatSQL-8.0.25-17/bin/mysql -uroot -S /data/GreatSQL/mysql.sock -Dtpch < $file
        
        echo "SQL：$file,执行完成"
        echo -e
        echo "休息100s"
        sleep 100
        echo -e
    done
    echo "第$I次循环执行完成！"
I=`expr $I + 1`
done
echo "脚本结束"

dss.ddl

-- Sccsid:     @(#)dss.ddl    2.1.8.1
drop database tpch;
create database tpch;
use tpch;
CREATE TABLE NATION  ( N_NATIONKEY  INTEGER NOT NULL,
                            N_NAME       CHAR(25) NOT NULL,
                            N_REGIONKEY  INTEGER NOT NULL,
                            N_COMMENT    VARCHAR(152));

CREATE TABLE REGION  ( R_REGIONKEY  INTEGER NOT NULL,
                            R_NAME       CHAR(25) NOT NULL,
                            R_COMMENT    VARCHAR(152));

CREATE TABLE PART  ( P_PARTKEY     INTEGER NOT NULL,
                          P_NAME        VARCHAR(55) NOT NULL,
                          P_MFGR        CHAR(25) NOT NULL,
                          P_BRAND       CHAR(10) NOT NULL,
                          P_TYPE        VARCHAR(25) NOT NULL,
                          P_SIZE        INTEGER NOT NULL,
                          P_CONTAINER   CHAR(10) NOT NULL,
                          P_RETAILPRICE DECIMAL(15,2) NOT NULL,
                          P_COMMENT     VARCHAR(23) NOT NULL );

CREATE TABLE SUPPLIER ( S_SUPPKEY     INTEGER NOT NULL,
                             S_NAME        CHAR(25) NOT NULL,
                             S_ADDRESS     VARCHAR(40) NOT NULL,
                             S_NATIONKEY   INTEGER NOT NULL,
                             S_PHONE       CHAR(15) NOT NULL,
                             S_ACCTBAL     DECIMAL(15,2) NOT NULL,
                             S_COMMENT     VARCHAR(101) NOT NULL);

CREATE TABLE PARTSUPP ( PS_PARTKEY     INTEGER NOT NULL,
                             PS_SUPPKEY     INTEGER NOT NULL,
                             PS_AVAILQTY    INTEGER NOT NULL,
                             PS_SUPPLYCOST  DECIMAL(15,2)  NOT NULL,
                             PS_COMMENT     VARCHAR(199) NOT NULL );

CREATE TABLE CUSTOMER ( C_CUSTKEY     INTEGER NOT NULL,
                             C_NAME        VARCHAR(25) NOT NULL,
                             C_ADDRESS     VARCHAR(40) NOT NULL,
                             C_NATIONKEY   INTEGER NOT NULL,
                             C_PHONE       CHAR(15) NOT NULL,
                             C_ACCTBAL     DECIMAL(15,2)   NOT NULL,
                             C_MKTSEGMENT  CHAR(10) NOT NULL,
                             C_COMMENT     VARCHAR(117) NOT NULL);

CREATE TABLE ORDERS  ( O_ORDERKEY       INTEGER NOT NULL,
                           O_CUSTKEY        INTEGER NOT NULL,
                           O_ORDERSTATUS    CHAR(1) NOT NULL,
                           O_TOTALPRICE     DECIMAL(15,2) NOT NULL,
                           O_ORDERDATE      DATE NOT NULL,
                           O_ORDERPRIORITY  CHAR(15) NOT NULL,  
                           O_CLERK          CHAR(15) NOT NULL, 
                           O_SHIPPRIORITY   INTEGER NOT NULL,
                           O_COMMENT        VARCHAR(79) NOT NULL);

CREATE TABLE LINEITEM ( L_ORDERKEY    INTEGER NOT NULL,
                             L_PARTKEY     INTEGER NOT NULL,
                             L_SUPPKEY     INTEGER NOT NULL,
                             L_LINENUMBER  INTEGER NOT NULL,
                             L_QUANTITY    DECIMAL(15,2) NOT NULL,
                             L_EXTENDEDPRICE  DECIMAL(15,2) NOT NULL,
                             L_DISCOUNT    DECIMAL(15,2) NOT NULL,
                             L_TAX         DECIMAL(15,2) NOT NULL,
                             L_RETURNFLAG  CHAR(1) NOT NULL,
                             L_LINESTATUS  CHAR(1) NOT NULL,
                             L_SHIPDATE    DATE NOT NULL,
                             L_COMMITDATE  DATE NOT NULL,
                             L_RECEIPTDATE DATE NOT NULL,
                             L_SHIPINSTRUCT CHAR(25) NOT NULL,
                             L_SHIPMODE     CHAR(10) NOT NULL,
                             L_COMMENT      VARCHAR(44) NOT NULL);

dss.ri

-- Sccsid:     @(#)dss.ri    2.1.8.1
-- tpch Benchmark Version 8.0

-- For table REGION
ALTER TABLE tpch.REGION
ADD PRIMARY KEY (R_REGIONKEY);

-- For table NATION
ALTER TABLE tpch.NATION
ADD PRIMARY KEY (N_NATIONKEY);

ALTER TABLE tpch.NATION
ADD FOREIGN KEY NATION_FK1 (N_REGIONKEY) references tpch.REGION(R_REGIONKEY); 

COMMIT WORK;

-- For table PART
ALTER TABLE tpch.PART
ADD PRIMARY KEY (P_PARTKEY);

COMMIT WORK;

-- For table SUPPLIER
ALTER TABLE tpch.SUPPLIER
ADD PRIMARY KEY (S_SUPPKEY);

ALTER TABLE tpch.SUPPLIER
ADD FOREIGN KEY SUPPLIER_FK1 (S_NATIONKEY) references tpch.NATION(N_NATIONKEY);

COMMIT WORK;

-- For table PARTSUPP
ALTER TABLE tpch.PARTSUPP
ADD PRIMARY KEY (PS_PARTKEY,PS_SUPPKEY);

COMMIT WORK;

-- For table CUSTOMER
ALTER TABLE tpch.CUSTOMER
ADD PRIMARY KEY (C_CUSTKEY);

ALTER TABLE tpch.CUSTOMER
ADD FOREIGN KEY CUSTOMER_FK1 (C_NATIONKEY) references tpch.NATION(N_NATIONKEY); 

COMMIT WORK;

-- For table LINEITEM
ALTER TABLE tpch.LINEITEM
ADD PRIMARY KEY (L_ORDERKEY,L_LINENUMBER);

COMMIT WORK;

-- For table ORDERS
ALTER TABLE tpch.ORDERS
ADD PRIMARY KEY (O_ORDERKEY);

COMMIT WORK;

-- For table PARTSUPP
ALTER TABLE tpch.PARTSUPP
ADD FOREIGN KEY PARTSUPP_FK1 (PS_SUPPKEY) references tpch.SUPPLIER(S_SUPPKEY);

COMMIT WORK;

ALTER TABLE tpch.PARTSUPP
ADD FOREIGN KEY PARTSUPP_FK2 (PS_PARTKEY) references tpch.PART(P_PARTKEY);

COMMIT WORK;

-- For table ORDERS
ALTER TABLE tpch.ORDERS
ADD FOREIGN KEY ORDERS_FK1 (O_CUSTKEY) references tpch.CUSTOMER(C_CUSTKEY);

COMMIT WORK;

-- For table LINEITEM
ALTER TABLE tpch.LINEITEM
ADD FOREIGN KEY LINEITEM_FK1 (L_ORDERKEY)  references tpch.ORDERS(O_ORDERKEY);

COMMIT WORK;

ALTER TABLE tpch.LINEITEM
ADD FOREIGN KEY LINEITEM_FK2 (L_PARTKEY,L_SUPPKEY) references 
        tpch.PARTSUPP(PS_PARTKEY,PS_SUPPKEY);

COMMIT WORK;

SQL语句

--SQL1
 select /*+ PQ(16) */
    l_returnflag,
    l_linestatus,
    sum(l_quantity) as sum_qty,
    sum(l_extendedprice) as sum_base_price,
    sum(l_extendedprice * (1 - l_discount)) as sum_disc_price,
    sum(l_extendedprice * (1 - l_discount) * (1 + l_tax)) as sum_charge,
    avg(l_quantity) as avg_qty,
    avg(l_extendedprice) as avg_price,
    avg(l_discount) as avg_disc,
    count(*) as count_order
from
    lineitem
where
    l_shipdate <= date '1998-12-01' - interval '88' day
group by
    l_returnflag,
    l_linestatus
order by
    l_returnflag,
    l_linestatus limit 1;

--SQL3
select /*+ PQ(16) */
    l_orderkey,
    sum(l_extendedprice * (1 - l_discount)) as revenue,
    o_orderdate,
    o_shippriority
from
    customer,
    orders,
    lineitem
where
    c_mktsegment = 'MACHINERY'
    and c_custkey = o_custkey
    and l_orderkey = o_orderkey
    and o_orderdate < date '1995-03-01'
    and l_shipdate > date '1995-03-01'
group by
    l_orderkey,
    o_orderdate,
    o_shippriority
order by
    revenue desc,
    o_orderdate limit 10;


--SQL6
select /*+ PQ(16) */
    sum(l_extendedprice * l_discount) as revenue
from
    lineitem
where
    l_shipdate >= date '1993-01-01'
    and l_shipdate < date '1993-01-01' + interval '1' year
    and l_discount between 0.02 - 0.01 and 0.02 + 0.01
    and l_quantity < 24 limit 1;
    



--SQL10
select /*+ PQ(16) */
    c_custkey,
    c_name,
    sum(l_extendedprice * (1 - l_discount)) as revenue,
    c_acctbal,
    n_name,
    c_address,
    c_phone,
    c_comment
from
    customer,
    orders,
    lineitem,
    nation
where
    c_custkey = o_custkey
    and l_orderkey = o_orderkey
    and o_orderdate >= date '1994-05-01'
    and o_orderdate < date '1994-05-01' + interval '3' month
    and l_returnflag = 'R'
    and c_nationkey = n_nationkey
group by
    c_custkey,
    c_name,
    c_acctbal,
    c_phone,
    n_name,
    c_address,
    c_comment
order by
    revenue desc limit 20;





--SQL12
select /*+ PQ(16) */
    l_shipmode,
    sum(case
        when o_orderpriority = '1-URGENT'
            or o_orderpriority = '2-HIGH'
            then 1
        else 0
    end) as high_line_count,
    sum(case
        when o_orderpriority <> '1-URGENT'
            and o_orderpriority <> '2-HIGH'
            then 1
        else 0
    end) as low_line_count
from
    orders,
    lineitem
where
    o_orderkey = l_orderkey
    and l_shipmode in ('TRUCK', 'FOB')
    and l_commitdate < l_receiptdate
    and l_shipdate < l_commitdate
    and l_receiptdate >= date '1996-01-01'
    and l_receiptdate < date '1996-01-01' + interval '1' year
group by
    l_shipmode
order by
    l_shipmode limit 1 ;



--SQL19
select /*+ PQ(16) */
    sum(l_extendedprice* (1 - l_discount)) as revenue
from
    lineitem,
    part
where
    (
        p_partkey = l_partkey
        and p_brand = 'Brand#12'
        and p_container in ('SM CASE', 'SM BOX', 'SM PACK', 'SM PKG')
        and l_quantity >= 10 and l_quantity <= 10 + 10
        and p_size between 1 and 5
        and l_shipmode in ('AIR', 'AIR REG')
        and l_shipinstruct = 'DELIVER IN PERSON'
    )
    or
    (
        p_partkey = l_partkey
        and p_brand = 'Brand#22'
        and p_container in ('MED BAG', 'MED BOX', 'MED PKG', 'MED PACK')
        and l_quantity >= 15 and l_quantity <= 15 + 10
        and p_size between 1 and 10
        and l_shipmode in ('AIR', 'AIR REG')
        and l_shipinstruct = 'DELIVER IN PERSON'
    )
    or
    (
        p_partkey = l_partkey
        and p_brand = 'Brand#43'
        and p_container in ('LG CASE', 'LG BOX', 'LG PACK', 'LG PKG')
        and l_quantity >= 22 and l_quantity <= 22 + 10
        and p_size between 1 and 15
        and l_shipmode in ('AIR', 'AIR REG')
        and l_shipinstruct = 'DELIVER IN PERSON'
    ) limit 1 ;

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