GPkafka-Kafka数据导入GreenPlum
2019-02-28 本文已影响6人
lottu
背景
Kafka是分布式消息订阅系统，有非常好的横向扩展性，可实时存储海量数据，是流数据处理中间件的事实标准。当通过Kafka和greenplum搭建流处理管道时，如何高速可靠的完成流数据加载，成为用户最关心的问题。从5.10开始，Greenplum发布了新的工具GPKafka，为Greenplum提供了流数据加载的能力。
GPkafka工具：kafka ---> Greenplum
安装准备
kafka安装：版本为 kafka_2.11-2.1.0。
greenplum安装：版本为 5.16
kafka数据导入GreenPlum
- 启动kafka
# 启动zookeeper
$ /opt/zookeeper-3.4.12/bin/zkServer.sh start
# 启动kafka
$ /opt/kafka/kafka_2.11-2.1.0/bin/kafka-server-start.sh -daemon ../config/server.properties
- 创建gpss扩展
在将Kafka消息数据加载到Greenplum数据库之前，必须在将Kafka数据写入Greenplum表的每个数据库中注册Greenplum-Kafka集成格式化程序函数；示例在lottu数据库
[gpadmin@oracle166 ~]$ psql
psql (8.3.23)
Type "help" for help.
lottu=# CREATE EXTENSION gpss;
- 创建示例表
kafka的数据格式json形式；样式：
{"time":1550198435941,"type":"type_mobileinfo","phone_imei":"861738033581011","phone_imsi":"","phone_mac":"00:27:1c:95:47:09","appkey":"307A5C626E6C2F6472636E6E6A2F736460656473","phone_udid":"8F137BFFB2289784A5EA2DCADCE519C2","phone_udid2":"744DD04CE29652F4F1D2DFFC8D3204A9","appUdid":"D21C76419E54B18DDBB94BF2E6990183","phone_resolution":"1280*720","phone_apn":"","phone_model":"BF T26","phone_firmware_version":"5.1","phone_softversion":"3.19.0","phone_softname":"com.esbook.reader","sdk_version":"3.1.8","cpid":"blp1375_13621_001","currentnetworktype":"wifi","phone_city":"","os":"android","install_path":"\/data\/app\/com.esbook.reader-1\/base.apk","last_cpid":"","package_name":"com.esbook.reader","src_code":"WIFIMAC:00:27:1c:95:47:09"}
我需要其中的 package_name，appkey ，time， phone_udid，os， idfa，phone_imei，cpid，last_cpid，phone_number 字段；所以我创建的表语句
CREATE TABLE tbl_novel_mobile_log (
package_name text,
appkey text,
ts bigint,
phone_udid text,
os character varying(20),
idfa character varying(64),
phone_imei character varying(20),
cpid text,
last_cpid text,
phone_number character varying(20)
) ;
- 创建gpkafka.yaml配置文件
gpkafka_mobile_yaml文件内容：
DATABASE: lottu
USER: gpadmin
HOST: oracle166
PORT: 5432
KAFKA:
INPUT:
SOURCE:
BROKERS: kafkaip:9092
TOPIC: mobile_info
COLUMNS:
- NAME: jdata
TYPE: json
FORMAT: json
ERROR_LIMIT: 10
OUTPUT:
TABLE: tbl_novel_mobile_log
MAPPING:
- NAME: package_name
EXPRESSION: (jdata->>'package_name')::text
- NAME: appkey
EXPRESSION: (jdata->>'appkey')::text
- NAME: ts
EXPRESSION: (jdata->>'time')::bigint
- NAME: phone_udid
EXPRESSION: (jdata->>'phone_udid')::text
- NAME: os
EXPRESSION: (jdata->>'os')::text
- NAME: idfa
EXPRESSION: (jdata->>'idfa')::text
- NAME: phone_imei
EXPRESSION: (jdata->>'phone_imei')::text
- NAME: cpid
EXPRESSION: (jdata->>'cpid')::text
- NAME: last_cpid
EXPRESSION: (jdata->>'last_cpid')::text
- NAME: phone_number
EXPRESSION: (jdata->>'phone_number')::text
COMMIT:
MAX_ROW: 1000
- 创建mobile_info topic
/opt/kafka/kafka_2.11-2.1.0/bin/kafka-topics.sh --create --zookeeper kafkaIp:2181 --replication-factor 1 --partitions 1 --topic mobile_info
- 创建kafka的发布者
执行下列命令；并添加kafka记录
[root@oracle166 ~]# /opt/kafka/kafka_2.11-2.1.0/bin/kafka-console-producer.sh --broker-list kafkaIP:9092 --topic mobile_info
>{"time":1550198435941,"type":"type_mobileinfo","phone_imei":"861738033581011","phone_imsi":"","phone_mac":"00:27:1c:95:47:09","appkey":"307A5C626E6C2F6472636E6E6A2F736460656473","phone_udid":"8F137BFFB2289784A5EA2DCADCE519C2","phone_udid2":"744DD04CE29652F4F1D2DFFC8D3204A9","appUdid":"D21C76419E54B18DDBB94BF2E6990183","phone_resolution":"1280*720","phone_apn":"","phone_model":"BF T26","phone_firmware_version":"5.1","phone_softversion":"3.19.0","phone_softname":"com.esbook.reader","sdk_version":"3.1.8","cpid":"blp1375_13621_001","currentnetworktype":"wifi","phone_city":"","os":"android","install_path":"\/data\/app\/com.esbook.reader-1\/base.apk","last_cpid":"","package_name":"com.esbook.reader","src_code":"WIFIMAC:00:27:1c:95:47:09"}
{"time":1550198437885,"type":"type_mobileinfo","phone_imei":"862245038046551","phone_imsi":"","phone_mac":"02:00:00:00:00:00","appkey":"307A5C626F2F76646B74606F2F736460656473","phone_udid":"A3BB70A0218AEFC7908B1D79C0C02D77","phone_udid2":"E3976E0453010FC7F32B6143AA3A164E","appUdid":"4FBEF77BC076254ED0407CAD653E6954","phone_resolution":"1920*1080","phone_apn":"","phone_model":"Le X620","phone_firmware_version":"6.0","phone_softversion":"1.9.0","phone_softname":"cn.wejuan.reader","sdk_version":"3.1.8","cpid":"blf1298_14411_001","currentnetworktype":"wifi","phone_city":"","os":"android","install_path":"\/data\/app\/cn.wejuan.reader-1\/base.apk","last_cpid":"","package_name":"cn.wejuan.reader","src_code":"ffffffff-9063-8e34-0000-00007efffeff"}
{"time":1550198438311,"type":"type_mobileinfo","phone_number":"","phone_imei":"867520045576831","phone_imsi":"460001122544742","phone_mac":"02:00:00:00:00:00","appkey":"307A5C626E6C2F6472636E6E6A2F736460656473","phone_udid":"A00407EF9D6EBCC207A514CDA452EB76","phone_udid2":"A00407EF9D6EBCC207A514CDA452EB76","appUdid":"1C35633F4EB8218789EFD8666C763485","phone_resolution":"2086*1080","phone_apn":"CMCC","phone_model":"ONEPLUS A6000","phone_firmware_version":"9","phone_softversion":"3.19.0","phone_softname":"com.esbook.reader","sdk_version":"3.1.8","cpid":"blf1298_12242_001","currentnetworktype":"4gnet","phone_city":"","os":"android","install_path":"\/data\/app\/com.esbook.reader-TlgFCk6ANgEDRnXDCem8uQ==\/base.apk","last_cpid":"","package_name":"com.esbook.reader","src_code":"460001122544742"}
{"time":1550198433102,"type":"type_mobileinfo","phone_number":"15077113477","phone_imei":"860364049874919","phone_imsi":"460023771256711","phone_mac":"02:00:00:00:00:00","appkey":"307A5C626E6C2F6472636E6E6A2F736460656473","phone_udid":"EEF566CB5253AA62B653347A203815C3","phone_udid2":"0845931539AE39B3B0D4EB42B85D98EC","appUdid":"9570DCA2D574E6B69B24137035209D42","phone_resolution":"2340*1080","phone_apn":"CHINA MOBILE","phone_model":"PBEM00","phone_firmware_version":"8.1.0","phone_softversion":"3.19.0","phone_softname":"com.esbook.reader","sdk_version":"3.1.8","cpid":"blf1298_12242_001","currentnetworktype":"4gnet","phone_city":"","os":"android","install_path":"\/data\/app\/com.esbook.reader-NBToXQo14TOeNuPxo_aA4w==\/base.apk","last_cpid":"","package_name":"com.esbook.reader","src_code":"13598c2d-efc4-4957-8d4d-22eb145d15fd"}
{"time":1550198440577,"type":"type_mobileinfo","phone_imei":"869800021106037","phone_imsi":"","phone_mac":"2c:5b:b8:fb:79:af","appkey":"307A5C626E6C2F6472636E6E6A2F736460656473","phone_udid":"2BC16C4AC07070BA9608BBD0EE2EE320","phone_udid2":"A7F9FA4772D31FADEECFDB445BA3BEBB","appUdid":"DC6BEE2F6E5D6A133E26131887AE788A","phone_resolution":"960*540","phone_apn":"","phone_model":"OPPO A33","phone_firmware_version":"5.1.1","phone_softversion":"3.19.0","phone_softname":"com.esbook.reader","sdk_version":"3.1.8","cpid":"blp1375_14526_003","currentnetworktype":"wifi","phone_city":"","os":"android","install_path":"\/data\/app\/com.esbook.reader-1\/base.apk","last_cpid":"","package_name":"com.esbook.reader","src_code":"WIFIMAC:2c:5b:b8:fb:79:af"}
{"time":1506944701166,"type":"type_mobileinfo","phone_number":"+8618602699126","phone_imei":"865902038154143","phone_imsi":"460012690618403","phone_mac":"02:00:00:00:00:00","appkey":"307A5C626E6C2F6472636E6E6A2F736460656473","phone_udid":"388015DA70C0AEA6D59D3CE37B0C4BA2","phone_udid2":"388015DA70C0AEA6D59D3CE37B0C4BA2","appUdid":"EC0A105297D55075526018078A4A1B84","phone_resolution":"1920*1080","phone_apn":"中国联通","phone_model":"MI MAX 2","phone_firmware_version":"7.1.1","phone_softversion":"3.19.0","phone_softname":"com.esbook.reader","sdk_version":"3.1.8","cpid":"blf1298_10928_001","currentnetworktype":"wifi","phone_city":"","os":"android","install_path":"\/data\/app\/com.esbook.reader-1\/base.apk","last_cpid":"","package_name":"com.esbook.reader","src_code":"460012690618403"}
- 执行gpkafka加载数据
[gpadmin@oracle166 ~]$ gpkafka load --quit-at-eof ./gpkafka_mobile_yaml
PartitionID StartTime EndTime BeginOffset EndOffset
0 2019-02-27T09:26:27.989312Z 2019-02-27T09:26:27.99517Z 0 5
Job dcd0d159282c0ef39f182cabeef23ee6 stopped normally at 2019-02-27 09:26:29.442874281 +0000 UTC
- 检查加载操作的进度(非必要)
[gpadmin@oracle166 ~]$ gpkafka check ./gpkafka_mobile_yaml
PartitionID StartTime EndTime BeginOffset EndOffset
0 2019-02-27T09:26:27.989312Z 2019-02-27T09:26:27.99517Z 0 5
- 查看表数据
[gpadmin@oracle166 ~]$ psql
psql (8.3.23)
Type "help" for help.
lottu=# select * from tbl_novel_mobile_log ;
package_name | appkey | ts | phone_udid | os | idfa | phone_imei | cpid | last_cpid | p
hone_number
-------------------+------------------------------------------+---------------+----------------------------------+---------+------+-----------------+-------------------+-----------+--
------------
com.esbook.reader | 307A5C626E6C2F6472636E6E6A2F736460656473 | 1550198435941 | 8F137BFFB2289784A5EA2DCADCE519C2 | android | | 861738033581011 | blp1375_13621_001 | |
com.esbook.reader | 307A5C626E6C2F6472636E6E6A2F736460656473 | 1550198438311 | A00407EF9D6EBCC207A514CDA452EB76 | android | | 867520045576831 | blf1298_12242_001 | |
com.esbook.reader | 307A5C626E6C2F6472636E6E6A2F736460656473 | 1550198433102 | EEF566CB5253AA62B653347A203815C3 | android | | 860364049874919 | blf1298_12242_001 | | 1
5077113477
com.esbook.reader | 307A5C626E6C2F6472636E6E6A2F736460656473 | 1550198440577 | 2BC16C4AC07070BA9608BBD0EE2EE320 | android | | 869800021106037 | blp1375_14526_003 | |
cn.wejuan.reader | 307A5C626F2F76646B74606F2F736460656473 | 1550198437885 | A3BB70A0218AEFC7908B1D79C0C02D77 | android | | 862245038046551 | blf1298_14411_001 | |
(5 rows)
后记
编辑本文初衷是：公司计划为北京ES小说作投放计划；需要类似热云数据平台作为投放数据支持；使投放更加精准可靠。北京小说部门数据存放于kafka中。需要将kafka中的数据导入深圳后台数据库中；虽然最后平台未采用gpkafka方式，但不失一种方案；由于种种原因；后台数据库选PG9.6版本；采用java代码实现kafka数据实时导入PG。最后祝PG，GP越来越好。期待PG也弄一个pgkafka工具。
参考文献
gpkafka更多用法： https://gpdb.docs.pivotal.io/5120/greenplum-kafka/intro.html
BottledWater：PostgreSQL ---> kafka
