转:greenplum使用gpfdist与外部表高效导入数据

greenplum作为OLAP分析型软件,自然避免不了从外部数据库加载大量的数据,然而传统的ETL数据传输方法(select=>insert)到GP需要经过GP的单点master,效率非常低。
下面介绍外部表用gpfdist快速导入数据:
普通外部表和可写外部表区别:
1、普通外部表只能select,可写外部表只能insert
2、可写外部表没有错误表
3、可写外部表可以指定分布键,如果不指定,默认随机分布;普通外部表只能随机分布
gpfdist优势:
1、直接由segment并发加载
2、直接加载数据文件,并可读写(和选择的外部表类型有关)
3、默认数据随机分配,每个节点负载均衡(和选择的外部表类型有关)
示例:
1、启动gpfdist
安装完GP后,自带gpfdist文件,直接指定目录、端口等就能启动服务。如果需要独立的文件服务器,则需要在文件服务器上单独下载gpfdist使用
[gpadmin@gp-master ~]nohup /disk/GP/bin/gpfdist -p 8081 -d /disk/upload &
使用nohup &是起守护进程作用,不然执行启动服务的客户端关闭后,这个进程也会被关闭;指定端口8081,指定文件服务器目录/disk/upload
[gpadmin@gp-master ~]$ ps -ef|grep gpfdist
gpadmin    816 32606  0 17:08 pts/4    00:00:00 grep gpfdist
gpadmin  13036     1  0 Oct21 ?        00:00:44 /disk/GP/bin/gpfdist -p 8081 -d /disk/upload

2、创建普通外部表
CREATE  EXTERNAL TABLE "ods"."order" (
"id" varchar(64),
"create_by" varchar(64),
"create_date" timestamp,
"update_by" varchar(64),
"update_date" timestamp,
"del_flag" char(1),
"user_id" varchar(64),
"user_name" varchar(64),
"account_id" varchar(64),
"equ_def_id" varchar(64),
"amount_in" numeric(20,2),
"amount_in_money" numeric(20,2),
"amount_out" numeric(20,2),
"amount_out_money" numeric(20,2),
"fee" numeric(20,2),
"fee_discount" numeric(20,2),
"money" numeric(20,2),
"actual_pay_money" numeric(20,2),
"discount_money" numeric(20,2),
"pay_time" timestamp,
"order_type" varchar(16),
"status" varchar(64),
"rel_biz_type" varchar(64),
"rel_biz_id" varchar(64),
"equ_agreement" varchar(64),
"remarks" varchar(100),
"transaction_type" varchar(1),
"pay_stop_date" timestamp,
"stop_time" timestamp,
"bid_method" varchar(64),
"profit_fee_rate" numeric(20,2),
"quit_charge_rate" numeric(20,2),
"return_tb" numeric(20,2),
"last_order_id" varchar(64),
"root_order_id" varchar(64),
"invest_name_for_me" varchar(64),
"invest_name_for_buyer" varchar(64),
"invest_start_time" timestamp,
"available_amount" numeric(20,2),
"surplus_days" int4,
"transferable_flag" varchar(64),
"trc_order_id" varchar(64)
) LOCATION ('gpfdist://gp-master:8081/order.csv') format 'csv' (DELIMITER ';');
注意有几个坑:
1、这个实验数据order.csv是生产环境mysql的测试数据,表中有时间类型字段,如果从线上数据导出到txt文本,这个时候你的时间格式就变成了varchar,再导入到GP的时间类型字段时候会报格式错误,所以尽量导出为csv格式的文本
2、指定gpfdist信息:LOCATION ('gpfdist://文件服务器主机名或IP:gpfdist端口/加载文件') format '文件格式' (DELIMITER '分隔字符')
3、从线上数据导出到文本,不要行头,不要封闭符,只需要分隔字符

测试数据90W记录的数据,gpfdist加载数据在秒级别,效率很高

创建可写外部表
CREATE WRITABLE  EXTERNAL TABLE "ods"."order1" (
"id" varchar(64),
"create_by" varchar(64),
"create_date" timestamp,
"update_by" varchar(64),
"update_date" timestamp,
"del_flag" char(1),
"user_id" varchar(64),
"user_name" varchar(64),
"account_id" varchar(64),
"equ_def_id" varchar(64),
"amount_in" numeric(20,2),
"amount_in_money" numeric(20,2),
"amount_out" numeric(20,2),
"amount_out_money" numeric(20,2),
"fee" numeric(20,2),
"fee_discount" numeric(20,2),
"money" numeric(20,2),
"actual_pay_money" numeric(20,2),
"discount_money" numeric(20,2),
"pay_time" timestamp,
"order_type" varchar(16),
"status" varchar(64),
"rel_biz_type" varchar(64),
"rel_biz_id" varchar(64),
"equ_agreement" varchar(64),
"remarks" varchar(100),
"transaction_type" varchar(1),
"pay_stop_date" timestamp,
"stop_time" timestamp,
"bid_method" varchar(64),
"profit_fee_rate" numeric(20,2),
"quit_charge_rate" numeric(20,2),
"return_tb" numeric(20,2),
"last_order_id" varchar(64),
"root_order_id" varchar(64),
"invest_name_for_me" varchar(64),
"invest_name_for_buyer" varchar(64),
"invest_start_time" timestamp,
"available_amount" numeric(20,2),
"surplus_days" int4,
"transferable_flag" varchar(64),
"trc_order_id" varchar(64)
) LOCATION ('gpfdist://gp-master:8081/order1.csv') format 'CSV' (DELIMITER ';')
DISTRIBUTED BY (id );

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转载自blog.csdn.net/u010070255/article/details/78120648