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湖仓一体电商项目（十四）：实时任务执行流程

news 来源：原创 2024/4/28 4:10:27

文章目录

实时任务执行流程

一、准备环境

二、启动Flink代码

三、启动数据采集接口代码

四、启动模拟数据代码

实时任务执行流程

目前暂时将项目在本地执行，执行顺序如下：

一、准备环境

这里默认HDFS、Hive、HBase、Kafka环境已经准备，启动maxwell组件监控mysql业务库数据：

#在Kafka中创建好对应的kafka topic（已创建的topic，可忽略，避免重复创建）
./kafka-topics.sh --zookeeper node3:2181,node4:2181,node5:2181 --create --topic KAFKA-DB-BUSSINESS-DATA --partitions 3 --replication-factor 3

./kafka-topics.sh --zookeeper node3:2181,node4:2181,node5:2181 --create --topic KAFKA-ODS-TOPIC --partitions 3 --replication-factor 3

./kafka-topics.sh --zookeeper node3:2181,node4:2181,node5:2181 --create --topic KAFKA-DIM-TOPIC --partitions 3 --replication-factor 3

./kafka-topics.sh --zookeeper node3:2181,node4:2181,node5:2181 --create --topic KAFKA-DWD-USER-LOGIN-TOPIC --partitions 3 --replication-factor 3

./kafka-topics.sh --zookeeper node3:2181,node4:2181,node5:2181 --create --topic KAFKA-DWS-USER-LOGIN-WIDE-TOPIC --partitions 3 --replication-factor 3

#启动maxwell
[root@node3 ~]# cd /software/maxwell-1.28.2/bin
[root@node3 bin]#  maxwell --config ../config.properties

#在Hive中创建好需要的Iceberg各层的表
add jar /software/hive-3.1.2/lib/iceberg-hive-runtime-0.12.1.jar;
add jar /software/hive-3.1.2/lib/libfb303-0.9.3.jar;

CREATE TABLE ODS_MEMBER_INFO  (
id string,
user_id string,
member_growth_score string,
member_level string,
balance string,
gmt_create string,
gmt_modified string
)STORED BY 'org.apache.iceberg.mr.hive.HiveIcebergStorageHandler' 
LOCATION 'hdfs://mycluster/lakehousedata/icebergdb/ODS_MEMBER_INFO/' 
TBLPROPERTIES ('iceberg.catalog'='location_based_table',
'write.metadata.delete-after-commit.enabled'= 'true',
'write.metadata.previous-versions-max' = '3'
);


CREATE TABLE ODS_MEMBER_ADDRESS  (
id string,
user_id string,
province string,
city string,
area string,
address string,
log string,
lat string,
phone_number string,
consignee_name string,
gmt_create string,
gmt_modified string
)STORED BY 'org.apache.iceberg.mr.hive.HiveIcebergStorageHandler' 
LOCATION 'hdfs://mycluster/lakehousedata/icebergdb/ODS_MEMBER_ADDRESS/' 
TBLPROPERTIES ('iceberg.catalog'='location_based_table',
'write.metadata.delete-after-commit.enabled'= 'true',
'write.metadata.previous-versions-max' = '3'
);

CREATE TABLE ODS_USER_LOGIN (
id string,
user_id string,
ip string,
login_tm string,
logout_tm string
)STORED BY 'org.apache.iceberg.mr.hive.HiveIcebergStorageHandler' 
LOCATION 'hdfs://mycluster/lakehousedata/icebergdb/ODS_USER_LOGIN/' 
TBLPROPERTIES ('iceberg.catalog'='location_based_table',
'write.metadata.delete-after-commit.enabled'= 'true',
'write.metadata.previous-versions-max' = '3'
);

CREATE TABLE DWD_USER_LOGIN (
id string,
user_id string,
ip string,
login_tm string,
logout_tm string
)STORED BY 'org.apache.iceberg.mr.hive.HiveIcebergStorageHandler' 
LOCATION 'hdfs://mycluster/lakehousedata/icebergdb/DWD_USER_LOGIN/' 
TBLPROPERTIES ('iceberg.catalog'='location_based_table',
'write.metadata.delete-after-commit.enabled'= 'true',
'write.metadata.previous-versions-max' = '3'
);

CREATE TABLE DWS_USER_LOGIN (
user_id string,
ip string,
gmt_create string,
login_tm string,
logout_tm string,
member_level string,
province string,
city string,
area string,
address string,
member_points string,
balance string,
member_growth_score string
)STORED BY 'org.apache.iceberg.mr.hive.HiveIcebergStorageHandler' 
LOCATION 'hdfs://mycluster/lakehousedata/icebergdb/DWS_USER_LOGIN/' 
TBLPROPERTIES ('iceberg.catalog'='location_based_table',
'write.metadata.delete-after-commit.enabled'= 'true',
'write.metadata.previous-versions-max' = '3'
);


#启动Clickhouse
[root@node1 ~]# service clickhouse-server start

#在Clickhouse中创建好对应表
create table dm_user_login_info(
 dt String,
 province String,
 city String,
 user_id String,
 login_tm String,
 gmt_create String
) engine = MergeTree() order by dt;

二、启动Flink代码

依次启动如下Flink代码：”ProduceKafkaDBDataToODS.scala”、“DimDataToHBase.scala”、“ProduceKafkaODSDataToDWD.scala”、“ProduceUserLogInToDWS.scala”、“ProcessUserLoginInfoToDM.scala”代码。各个代码中Kafka Connector属性“scan.startup.mode”设置为“latest-offset”，从最新位置消费数据。

注意：代码执行时可以设置使用内存参数：-Xmx300m -Xms300m