目录

1、构造测试的数据

2、查看数据的大小和行数

3、创建表语句

参考资料MatrixDB - 时序数据库加载性能测试过程进入四维纵横yMatrix官网，体验超融合时序数据库MatrixDB。https://ymatrix.cn/blog/load-test-steps

---

集群的架构

序列	数据库	服务器	segment	master	访问端口
1	Greenplum6.0.0	sdw2	16 primary + 16 mirror	sdw3	5432
2		sdw3
3		sdw4
4	matrixdb4.2	sdw5	16 primary + 16 mirror	sdw7	5432
5		sdw6
6		sdw7

1、构造测试的数据

# 造10列100w设备的数据
time ./tsbs_generate_data --format="matrixdb" --use-case="massiveiot" --scale="1000000" --log-interval=60s --column-data-type=simple --point-type=int --columns-per-row=10 --timestamp-start="2016-01-01T00:00:00Z" --timestamp-end="2016-01-01T02:00:00Z" > /data/c1/cpu_10_100w.csv# 造50列100w设备的数据
time ./tsbs_generate_data --format="matrixdb" --use-case="massiveiot" --scale="1000000" --log-interval=60s --column-data-type=simple --point-type=int --columns-per-row=50 --timestamp-start="2016-01-01T00:00:00Z" --timestamp-end="2016-01-01T02:00:00Z" > /data/c1/cpu_50_100w.csv# 造100列100w设备的数据
time ./tsbs_generate_data --format="matrixdb" --use-case="massiveiot" --scale="1000000" --log-interval=60s --column-data-type=simple --point-type=int --columns-per-row=100 --timestamp-start="2016-01-01T00:00:00Z" --timestamp-end="2016-01-01T02:00:00Z" > /data/c1/cpu_100_100w.csv

2、查看数据的大小和行数

$ du -sh cpu_10_100w.csv
15G     cpu_10_100w.csv$ du -sh cpu_50_100w.csv
63G     cpu_50_100w.csv$ du -sh cpu_100_100w.csv
122G    cpu_100_100w.csv$ wc -l cpu_10_100w.csv
120000000 cpu_10_100w.csv$ wc -l cpu_50_100w.csv
120000000 cpu_50_100w.csv$ wc -l cpu_100_100w.csv
120000000 cpu_100_100w.csv

3、创建表语句

# 创建创建表的function
create or replace function f(name, int, text) returns void as $$   
declare   res text := 'ts varchar(50),tag_id integer,';   
begin   for i in 1..$2 loop res := res||'c'||i||' integer,';   end loop;   res := rtrim(res, ',');   if $3 = 'ao_col' then   res := 'create table '||$1||'('||res||') with(appendonly=true, compresstype=zstd, orientation=column) DISTRIBUTED BY (tag_id)';   elsif $3 = 'ao_row' then   res := 'create table '||$1||'('||res||') with(appendonly=true, blocksize=262144, orientation=row) DISTRIBUTED BY (tag_id)';   elsif $3 = 'heap_row' then   res := 'create table '||$1||'('||res||') with(appendonly=false) DISTRIBUTED BY (tag_id)';   else   raise notice 'use ao_col, ao_row, heap_row as $3';   return;   end if;   execute res;   
end;   
$$ language plpgsql;# 创建表语句和加载语句$ cat matrixdball--ao.sh
#bin/bashcol_arr=( 10 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_ao"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','ao_row');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_10_100w_ao FROM '/home/gpadmin/1c/cpu_10_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
donecol_arr=( 50 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_ao"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','ao_row');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_50_100w_ao FROM '/home/gpadmin/1c/cpu_50_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
donecol_arr=( 100 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_ao"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','ao_row');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_100_100w_ao FROM '/home/gpadmin/1c/cpu_100_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
done$ cat matrixdball--aoco.sh
#bin/bashcol_arr=( 10 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_aoco"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','ao_col');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_10_100w_aoco FROM '/home/gpadmin/1c/cpu_10_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
donecol_arr=( 50 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_aoco"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','ao_col');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_50_100w_aoco FROM '/home/gpadmin/1c/cpu_50_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
donecol_arr=( 100 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_aoco"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','ao_col');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_100_100w_aoco FROM '/home/gpadmin/1c/cpu_100_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
done$ cat matrixdball--heap.sh
#bin/bashcol_arr=( 10 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_heap"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','heap_row');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_10_100w_heap FROM '/home/gpadmin/1c/cpu_10_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
donecol_arr=( 50 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_heap"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','heap_row');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_50_100w_heap FROM '/home/gpadmin/1c/cpu_50_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
donecol_arr=( 100 )
device_arr=( 100 )for col in "${col_arr[@]}"
dofor device in "${device_arr[@]}"doecho "${col},${device} heap"file_name="cpu_${col}_${device}w"table_name="cpu_${col}_${device}w_heap"echo "${col},${device} heap_index"psql -d gpdb -c  "drop table if exists ${table_name}"psql -d gpdb -c  "select f('${table_name}','${col}','heap_row');"psql -d gpdb -c  "create index on ${table_name} (tag_id, ts);create index on ${table_name} (ts);"time psql -d gpdb -c  "COPY cpu_100_100w_heap FROM '/home/gpadmin/1c/cpu_100_100w.csv' WITH csv DELIMITER '|' NULL as 'null string'"done
done

4、查看创建后的表

gpdb=# \dt*List of relationsSchema |       Name        | Type  |  Owner  |       Storage
--------+-------------------+-------+---------+----------------------public | cpu_100_100w_ao   | table | mxadmin | append onlypublic | cpu_100_100w_aoco | table | mxadmin | append only columnarpublic | cpu_100_100w_heap | table | mxadmin | heappublic | cpu_10_100w_ao    | table | mxadmin | append onlypublic | cpu_10_100w_aoco  | table | mxadmin | append only columnarpublic | cpu_10_100w_heap  | table | mxadmin | heappublic | cpu_50_100w_ao    | table | mxadmin | append onlypublic | cpu_50_100w_aoco  | table | mxadmin | append only columnarpublic | cpu_50_100w_heap  | table | mxadmin | heap

5、编写mxgate同步脚本

以下脚本可以同步不同的表类型，heap、ao、aoco、分区表等

$  vim sync_mxgate.sh#!bin/bashmxgate --source transfer \--src-host 192.168.***.** \--src-port 5432 \--src-db postgres \--src-user gpadmin \--src-password  gpadmin \--src-schema public \--src-table cpu_100_100w_heap \--compress "lz4" \--local-ip 192.168.***.*** \--db-database postgres \--db-master-port 5432 \--db-user mxadmin \--db-password mxadmin \--target public.cpu_100_100w_heap \--format csv \--parallel 300 \--interval 100  \--stream-prepared 6 \--time-format raw

6、编写gpcopy同步脚本

gpcopy --source-host 192.168.***.*** \--source-port 5432 \--source-user gpadmin \--include-table postgres.public.cpu_100_100w_heap \--dest-host 192.168.***.*** \--dest-port 5432 \--dest-user mxadmin \--drop --exclude-table postgres.public.cpu_100_100w_heap \--jobs 200 /--on-segment-threshold 90000

7、查看硬件资源

7、1 CPU和内存信息

 

7、2 网络信息 

8、常见问题总结

 8、1 slice bounds out of range

20211021:10:42:20 gpcopy:mxadmin:sdw7:026691-[INFO]:-Copy Timestamp = 20211021104220
20211021:10:42:20 gpcopy:mxadmin:sdw7:026691-[INFO]:-pg_dump (PostgreSQL) 12
20211021:10:42:20 gpcopy:mxadmin:sdw7:026691-[INFO]:-pg_dumpall (PostgreSQL) 12
20211021:10:42:21 gpcopy:mxadmin:sdw7:026691-[WARNING]:-pg_dump version is higher than source cluster, which might have compatibility issues
20211021:10:42:21 gpcopy:mxadmin:sdw7:026691-[ERROR]:-Caught an error: or: slice bounds out of range
20211021:10:42:21 gpcopy:mxadmin:sdw7:026691-[INFO]:-------------------------------------------------
20211021:10:42:21 gpcopy:mxadmin:sdw7:026691-[INFO]:-Total elapsed time: 953.799132ms
20211021:10:42:21 gpcopy:mxadmin:sdw7:026691-[INFO]:-Copied 0 databases

8、2 "gpcopy_temp_3" does not exist

failed to stop daemon on segments. pq: relation "gpcopy_temp_6" does not exist
Error: pq: relation "gpcopy_temp_3" does not exist

8、3 Control connection pair should call `InitConnections` first

20211025:13:32:01 gpcopy:mxadmin:sdw7:162638-[ERROR]:-Caught an error: or: slice bounds out of range [62:40]
20211025:13:32:01 gpcopy:mxadmin:sdw7:162638-[INFO]:-------------------------------------------------
20211025:13:32:01 gpcopy:mxadmin:sdw7:162638-[INFO]:-Total elapsed time: 74.028874ms
20211025:13:32:01 gpcopy:mxadmin:sdw7:162638-[INFO]:-Total transferred data 0B, transfer rate 0B/h
20211025:13:32:01 gpcopy:mxadmin:sdw7:162638-[INFO]:-Copied 0 databases
20211025:13:32:01 gpcopy:mxadmin:sdw7:162638-[WARNING]:-Encountered an error during cleanup: Control connection pair should call `InitConnections` first.

8、4 解决方式

1、检查greenplum和matrix的版本信息时候一致，因为gpcopy会校验版本

2、修改version信息需要在postgresql数据库下进行

3、替换一下红色的部门即可

CREATE OR REPLACE FUNCTION pg_catalog.version() RETURNS TEXT
AS $$
SELECT 'PostgreSQL 9.4.20 (Greenplum Database 6.0.0-beta.1 build commit:067fb8e43115bb087c872ee3d2269d869430263d) on x86_64-unknown-linux-gnu, compiled by gcc (GCC) 6.4.0, 64-bit compiled on Mar 19 2019 01:25:00';
$$ LANGUAGE SQL;

参考资料

MatrixDB - 时序数据库加载性能测试过程进入四维纵横yMatrix官网，体验超融合时序数据库MatrixDB。https://ymatrix.cn/blog/load-test-steps

MatrixDB - 时序数据库插入性能评测：MatrixDB是InfluxDB的78倍进入四维纵横yMatrix官网，体验超融合时序数据库MatrixDB。https://www.ymatrix.cn/blog/20210524-MatrixDB-insertperformance