实践数据湖iceberg 第十一课 测试分区表完整流程(造数、建表、合并、删快照)
系列文章目录
实践数据湖iceberg 第一课 入门
实践数据湖iceberg 第二课 iceberg基于hadoop的底层数据格式
实践数据湖iceberg 第三课 在sqlclient中，以sql方式从kafka读数据到iceberg
实践数据湖iceberg 第四课 在sqlclient中，以sql方式从kafka读数据到iceberg（升级版本到flink1.12.7）
实践数据湖iceberg 第五课 hive catalog特点
实践数据湖iceberg 第六课 从kafka写入到iceberg失败问题 解决
实践数据湖iceberg 第七课 实时写入到iceberg
实践数据湖iceberg 第八课 hive与iceberg集成
实践数据湖iceberg 第九课 合并小文件
实践数据湖iceberg 第十课 快照删除
实践数据湖iceberg 第十一课 测试分区表完整流程(造数、建表、合并、删快照)
实践数据湖iceberg 第十二课 catalog是什么
实践数据湖iceberg 第十三课 metadata比数据文件大很多倍的问题
实践数据湖iceberg 第十四课 元数据合并(解决元数据随时间增加而元数据膨胀的问题)
实践数据湖iceberg 第十五课 spark安装与集成iceberg(jersey包冲突)
实践数据湖iceberg 第十六课 通过spark3打开iceberg的认知之门
实践数据湖iceberg 第十七课 hadoop2.7,spark3 on yarn运行iceberg配置
实践数据湖iceberg 第十八课 多种客户端与iceberg交互启动命令(常用命令)
实践数据湖iceberg 第十九课 flink count iceberg，无结果问题
文章目录
- 系列文章目录
- 前言
- 1. 制造数据
-
- 1.1 生成数据
- 1.2 log->flume->kafka
- 2. 建立、测试分区表
-
- 2.1 启动flink-sql
- 2.2 建hiveCatalog
- 2.3建分区表
- 3.把kafka的行为数据写入分区表
-
- 3.1 定义kafka表 为csv类型（失败）
- 3.2 定义kafka表 为raw类型(成功)
-
- 3.3 把kafka表转为分区表的sql
- 3.4 在flink-sql实际执行sql汇总
- 4.重复步骤1和步骤3，生成多天的数据
- 5.合并小文件，观察
- 6.合并并删除老快照，观察
- 7. 跑通
-
- 7.1 跑通的日志
- 7.2 执行合并(合并结果：48.7M的数据文件，1.6G的元数据文件，元数据是否能合并)
- 总结
前言
测试分区表的小文件合并，快照删除，查看对分区表的影响
模拟生产环境
测试架构： log->kafka-> flink->iceberg
1. 制造数据
1.1 生成数据
要求： 生成的id范围、生成数据频率、数据的日期可配
package org.example;
import java.util.Calendar;
import java.util.Random;
/**
* 生成日志
*
*/
public class GenerateLogWithDate
{
public static void main( String[] args ) throws InterruptedException {
if(args.length !=5){
System.out.println("<生成id范围 1-?><每条数据停顿时长毫秒><日期 yyyy>");
System.exit(0);
}
int len = 100000;
int sleepMilis = 1000;
Calendar cal = null;
// System.out.println("<生成id范围><每条数据停顿时长毫秒>");
if(args.length == 1){
len = Integer.valueOf(args[0]);
}
if(args.length == 2){
len = Integer.valueOf(args[0]);
sleepMilis = Integer.valueOf(args[1]);
}
if(args.length == 5){
cal = Calendar.getInstance();
int year = Integer.valueOf(args[2]);
int month = Integer.valueOf(args[3]);
int day = Integer.valueOf(args[4]);
cal.set(year,month,day);
}
Random random = new Random();
for(int i=0; i<10000000; i++){
System.out.println(i+"," + random.nextInt(len)+","+ Calendar.getInstance().getTimeInMillis() );
Thread.sleep(sleepMilis);
}
}
}
打包运行，效果如下：
[root@hadoop101 software]# java -jar log-generater-1.0-SNAPSHOT.jar 100000 1000 2022 0 20
0,54598,1643341060767
1,71915,1643341061768
2,69469,1643341062768
3,7125,1643341063768
java -jar /opt/software/log-generater-1.0-SNAPSHOT.jar 100000 1000 2022 0 20 > /opt/module/logs/withDateFileToKakfa.log
[root@hadoop102 ~]# java -jar /opt/software/log-generater-1.0-SNAPSHOT.jar 100000 10 2022 0 27 > /opt/module/logs/withDateFileToKakfa.log
更换日期：
[root@hadoop102 ~]# java -jar /opt/software/log-generater-1.0-SNAPSHOT.jar 1000000 1 2022 0 27 >> /opt/module/logs/withDateFileToKakfa.log
[root@hadoop102 ~]# java -jar /opt/software/log-generater-1.0-SNAPSHOT.jar 1000000 1 2022 0 26 >> /opt/module/logs/withDateFileToKakfa.log
[root@hadoop102 ~]# java -jar /opt/software/log-generater-1.0-SNAPSHOT.jar 1000000 1 2022 0 29 >> /opt/module/logs/withDateFileToKakfa.log
1.2 log->flume->kafka
先在kafka创建topic behavior_with_date_log。
flume agent配置：
kafka作为channel，没有sink
cd $FLUME_HOME/conf
vim with-date-file-to-kafka.conf
a1.sources = r1
a1.channels = c1
a1.sources.r1.type = TAILDIR
a1.sources.r1.positionFile = /var/log/flume/withDate_taildir_position.json
a1.sources.r1.filegroups = f1
a1.sources.r1.filegroups.f1 = /opt/module/logs/withDateFileToKakfa.log
a1.channels.c1.type = org.apache.flume.channel.kafka.KafkaChannel
a1.channels.c1.kafka.bootstrap.servers = hadoop101:9092,hadoop102:9092,hadoop103:9092
a1.channels.c1.kafka.topic = behavior_with_date_log
a1.channels.c1.kafka.consumer.group.id = flume-consumer2
#绑定source和channel以及sink和channel的关系
a1.sources.r1.channels = c1
准备启停agent脚本：
[root@hadoop102 bin]# cat flumeWithDate.sh
#! /bin/bash
case $1 in
"start"){
for i in hadoop102
do
echo " --------启动 $i flume with-date-file-to-kafka.conf -------"
ssh $i "source /etc/profile;cd /opt/module/flume; nohup flume-ng agent --conf conf --conf-file conf/with-date-file-to-kafka.conf --name a1 -Dflume.root.logger=INFO,console >/opt/module/flume/logs/with-date-file-to-kafka.conf 2>&1 &"
done
};;
"stop"){
for i in hadoop102
do
echo " --------停止 $i flume with-date-file-to-kafka.conf -------"
ssh $i "ps -ef | grep with-date-file-to-kafka.conf | grep -v grep |awk '{print \$2}' | xargs -n1 kill"
done
};;
esac
启动agent
[root@hadoop102 bin]# flumeWithDate.sh start
--------启动 hadoop102 flume with-date-file-to-kafka.conf -------
/etc/profile: line 49: HISTCONTROL: readonly variable
查看数据是否进入kafka
发现：确实进去了
消费出来看看
[root@hadoop103 ~]# kafka-console-consumer.sh --topic behavior_with_date_log --bootstrap-server hadoop101:9092,hadoop102:9092,hadoop103:9092 --from-beginning
4129299,24977,1643354586164
4129302,18826,1643354586465
4129255,98763,1643354581760
4129258,68045,1643354582060
4129261,42309,1643354582361
4129264,25737,1643354582661
4129267,63120,1643354582961
4129270,62009,1643354583261
4129273,36358,1643354583562
4129276,18414,1643354583862
4129279,73156,1643354584162
4129282,80180,1643354584463
2. 建立、测试分区表
2.1 启动flink-sql
[root@hadoop101 ~]# sql-client.sh embedded -j /opt/software/iceberg-flink-runtime-0.12.1.jar -j /opt/software/flink-sql-connector-hive-2.3.6_2.12-1.12.7.jar -j /opt/software/flink-sql-connector-kafka_2.12-1.12.7.jar shell
2.2 建hiveCatalog
继续使用hiveDatalog6
每次使用catalog都需要创建一下
创建catalog脚本：
CREATE CATALOG hive_catalog6 WITH (
'type'='iceberg',
'catalog-type'='hive',
'uri'='thrift://hadoop101:9083',
'clients'='5',
'property-version'='1',
'warehouse'='hdfs:///user/hive/warehouse/hive_catalog6'
);
database 各个catalog是共享的
use catalog hive_catalog6;
create database iceberg_db6;
2.3建分区表
CREATE TABLE hive_catalog6.iceberg_db6.behavior_with_date_log_ib (
i STRING, id STRING,otime STRING,dt STRING
) PARTITIONED BY (
dt
)
查看生成的目录
[root@hadoop103 ~]# hadoop fs -ls -R /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/
drwxr-xr-x - root supergroup 0 2022-01-28 16:19 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata
-rw-r--r-- 2 root supergroup 1793 2022-01-28 16:19 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/00000-cbb96f75-6438-4cfd-8c09-9da953af8519.metadata.json
drop table事项：
metadata下的文件会删除，这个表到medata的目录会保留！
会保留到目录如下：
/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata
3.把kafka的行为数据写入分区表
3.1 定义kafka表 为csv类型（失败）
定义表为csv类型
create table behavior_with_date_log
(
i STRING,ID STRING,OTIME STRING
) WITH (
'connector' = 'kafka',
'topic' = 'behavior_with_date_log',
'properties.bootstrap.servers' = 'hadoop101:9092,hadoop102:9092,hadoop103:9092',
'properties.group.id' = 'rickGroup6',
'scan.startup.mode' = 'earliest-offset',
'csv.field-delimiter'=',',
'csv.ignore-parse-errors' = 'true',
'format' = 'csv'
)
每个字段都定义为STRING, 竟然前面是乱码，后面2个字段都是null,什么原因？
每个字段都定义为STRING, 竟然前面是乱码，后面2个字段都是null,什么原因？
没加 ‘csv.ignore-parse-errors’ = ‘true’, 显示的还是NULL
分隔符有问题？我把日志的分隔符直接复制到建表语句，重建，还是一样
使用kafka-console-consumer.sh 直接消费出来是没有问题的
kafka-console-consumer.sh --topic behavior_with_date_log --bootstrap-server hadoop101:9092,hadoop102:9092,hadoop103:9092 --from-beginning
4132950,38902,1643354951608
4132903,27044,1643354946904
4132906,17342,1643354947204
4132909,42787,1643354947504
4132912,70169,1643354947805
4132915,68492,1643354948105
4132918,38690,1643354948405
4132921,53191,1643354948705
4132924,82465,1643354949006
删表重建语句：
drop table behavior_with_date_log
其实是可以把表定义为raw类型，但flink-sql没有内置split函数。有内置split_index函数，为什么show functions查不到split_index函数？
3.2 定义kafka表 为raw类型(成功)
create table behavior_with_date_log
(
log STRING
) WITH (
'connector' = 'kafka',
'topic' = 'behavior_with_date_log',
'properties.bootstrap.servers' = 'hadoop101:9092,hadoop102:9092,hadoop103:9092',
'properties.group.id' = 'rickGroup6',
'scan.startup.mode' = 'earliest-offset',
'format' = 'raw'
)
Flink SQL>
create table behavior_with_date_log
(
log STRING
) WITH (
‘connector’ = ‘kafka’,
‘topic’ = ‘behavior_with_date_log’,
‘properties.bootstrap.servers’ = ‘hadoop101:9092,hadoop102:9092,hadoop103:9092’,
‘properties.group.id’ = ‘rickGroup6’,
‘scan.startup.mode’ = ‘earliest-offset’,
‘format’ = ‘raw’
);
[INFO] Table has been created.
sql语法：
select split_index('4135009,73879,1643355157701',',',0), split_index('4135009,73879,1643355157701',',',1),split_index('4135009,73879,1643355157701',',',2);
SELECT TO_TIMESTAMP(FROM_UNIXTIME(1513135677000 / 1000, 'yyyy-MM-dd'));
对kafka原始日志做etl，增加dt字段 ， sql如下：
select split_index(log,',',0) as i, split_index(log,',',1) as id,split_index(log,',',2) as otime , from_unixtime(cast(cast(split_index(log,',',2) as bigint)/1000 as bigint),'yyyyMMdd') as dt from behavior_with_date_log ;
3.3 把kafka表转为分区表的sql
insert into hive_catalog6.iceberg_db6.behavior_with_date_log_ib
select split_index(log,',',0) as i, split_index(log,',',1) as id,split_index(log,',',2) as otime , from_unixtime(cast(cast(split_index(log,',',2) as bigint)/1000 as bigint),'yyyyMMdd') as dt from behavior_with_date_log ;
3.4 在flink-sql实际执行sql汇总
[root@hadoop101 ~]# sql-client.sh embedded -j /opt/software/iceberg-flink-runtime-0.12.1.jar -j /opt/software/flink-sql-connector-hive-2.3.6_2.12-1.12.7.jar -j /opt/software/flink-sql-connector-kafka_2.12-1.12.7.jar shell
SLF4J: Class path contains multiple SLF4J bindings.
SLF4J: Found binding in [jar:file:/opt/module/flink-1.12.7/lib/log4j-slf4j-impl-2.16.0.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: Found binding in [jar:file:/opt/module/hadoop-2.7.2/share/hadoop/common/lib/slf4j-log4j12-1.7.10.jar!/org/slf4j/impl/StaticLoggerBinder.class]
SLF4J: See http://www.slf4j.org/codes.html#multiple_bindings for an explanation.
SLF4J: Actual binding is of type [org.apache.logging.slf4j.Log4jLoggerFactory]
No default environment specified.
Searching for '/opt/module/flink-1.12.7/conf/sql-client-defaults.yaml'...found.
Reading default environment from: file:/opt/module/flink-1.12.7/conf/sql-client-defaults.yaml
No session environment specified.
Command history file path: /root/.flink-sql-history
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Welcome! Enter 'HELP;' to list all available commands. 'QUIT;' to exit.
Flink SQL> CREATE CATALOG hive_catalog6 WITH (
> 'type'='iceberg',
> 'catalog-type'='hive',
> 'uri'='thrift://hadoop101:9083',
> 'clients'='5',
> 'property-version'='1',
> 'warehouse'='hdfs:///user/hive/warehouse/hive_catalog6'
> );
2022-01-28 16:20:20,351 INFO org.apache.hadoop.hive.conf.HiveConf [] - Found configuration file file:/opt/module/hive/conf/hive-site.xml
2022-01-28 16:20:20,574 WARN org.apache.hadoop.hive.conf.HiveConf [] - HiveConf of name hive.metastore.event.db.notification.api.auth does not exist
[INFO] Catalog has been created.
Flink SQL> create table behavior_with_date_log
> (
> log STRING
> ) WITH (
> 'connector' = 'kafka',
> 'topic' = 'behavior_with_date_log',
> 'properties.bootstrap.servers' = 'hadoop101:9092,hadoop102:9092,hadoop103:9092',
> 'properties.group.id' = 'rickGroup6',
> 'scan.startup.mode' = 'earliest-offset',
> 'format' = 'raw'
> )
> ;
[INFO] Table has been created.
Flink SQL> insert into hive_catalog6.iceberg_db6.behavior_with_date_log_ib
> select split_index(log,',',0) as i, split_index(log,',',1) as id,split_index(log,',',2) as otime , from_unixtime(cast(cast(split_index(log,',',2) as bigint)/1000 as bigint),'yyyyMMdd') as dt from behavior_with_date_log ;
[INFO] Submitting SQL update statement to the cluster...
[INFO] Table update statement has been successfully submitted to the cluster:
Job ID: 78930f941991e19112d3917fd4dd4cb2
4.重复步骤1和步骤3，生成多天的数据
输出的文件：
1分钟后：
为什么每分钟2个文件？
5.合并小文件，观察
先统计小文件个数
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data
Found 6 items
drwxr-xr-x - root supergroup 0 2022-01-28 17:36 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=19700101
drwxr-xr-x - root supergroup 0 2022-01-28 16:36 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220104
drwxr-xr-x - root supergroup 0 2022-01-28 17:30 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220126
drwxr-xr-x - root supergroup 0 2022-01-28 17:29 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220127
drwxr-xr-x - root supergroup 0 2022-01-28 16:29 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128
drwxr-xr-x - root supergroup 0 2022-01-28 17:37 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220129
28号的数据文件：
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128
Found 18 items
-rw-r--r-- 2 root supergroup 441875 2022-01-28 16:22 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00001.parquet
-rw-r--r-- 2 root supergroup 2842 2022-01-28 16:23 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00003.parquet
-rw-r--r-- 2 root supergroup 2819 2022-01-28 16:24 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00004.parquet
-rw-r--r-- 2 root supergroup 2833 2022-01-28 16:25 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00005.parquet
-rw-r--r-- 2 root supergroup 2801 2022-01-28 16:26 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00006.parquet
-rw-r--r-- 2 root supergroup 2824 2022-01-28 16:27 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00007.parquet
-rw-r--r-- 2 root supergroup 2802 2022-01-28 16:28 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00008.parquet
-rw-r--r-- 2 root supergroup 2781 2022-01-28 16:29 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00009.parquet
-rw-r--r-- 2 root supergroup 2000 2022-01-28 16:30 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00010.parquet
-rw-r--r-- 2 root supergroup 882110 2022-01-28 16:22 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00001.parquet
-rw-r--r-- 2 root supergroup 4385 2022-01-28 16:23 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00003.parquet
-rw-r--r-- 2 root supergroup 4364 2022-01-28 16:24 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00004.parquet
-rw-r--r-- 2 root supergroup 4383 2022-01-28 16:25 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00005.parquet
-rw-r--r-- 2 root supergroup 4340 2022-01-28 16:26 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00006.parquet
-rw-r--r-- 2 root supergroup 4357 2022-01-28 16:27 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00007.parquet
-rw-r--r-- 2 root supergroup 4347 2022-01-28 16:28 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00008.parquet
-rw-r--r-- 2 root supergroup 4340 2022-01-28 16:29 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00009.parquet
-rw-r--r-- 2 root supergroup 2688 2022-01-28 16:30 /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00010.parquet
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128 |wc
19 147 3813
文件个数中，上面，最后一行19-1=18，就是18个文件。
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=19700101 |wc
43 339 8877
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220104 |wc
17 131 3391
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220126 |wc
5 35 858
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220127 |wc
109 867 22804
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128 |wc
19 147 3813
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220129 |wc
21 163 4235
其中29日的数据还在不断写入：
[root@hadoop103 ~]# hadoop fs -ls /user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220129 |wc
23 179 4657
6.合并并删除老快照，观察
没跑完。。。，年后继续。。。
Caused by: javax.jdo.JDOFatalUserException: Class org.datanucleus.api.jdo.JDOPersistenceManagerFactory was not found.
NestedThrowables:
java.lang.ClassNotFoundException: org.datanucleus.api.jdo.JDOPersistenceManagerFactory
at javax.jdo.JDOHelper.invokeGetPersistenceManagerFactoryOnImplementation(JDOHelper.java:1175)
at javax.jdo.JDOHelper.getPersistenceManagerFactory(JDOHelper.java:808)
at javax.jdo.JDOHelper.getPersistenceManagerFactory(JDOHelper.java:701)
at org.apache.hadoop.hive.metastore.ObjectStore.getPMF(ObjectStore.java:521)
at org.apache.hadoop.hive.metastore.ObjectStore.getPersistenceManager(ObjectStore.java:550)
at org.apache.hadoop.hive.metastore.ObjectStore.initializeHelper(ObjectStore.java:405)
at org.apache.hadoop.hive.metastore.ObjectStore.initialize(ObjectStore.java:342)
at org.apache.hadoop.hive.metastore.ObjectStore.setConf(ObjectStore.java:303)
at org.apache.hadoop.util.ReflectionUtils.setConf(ReflectionUtils.java:76)
at org.apache.hadoop.util.ReflectionUtils.newInstance(ReflectionUtils.java:136)
at org.apache.hadoop.hive.metastore.RawStoreProxy.(RawStoreProxy.java:58)
at org.apache.hadoop.hive.metastore.RawStoreProxy.getProxy(RawStoreProxy.java:67)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.newRawStoreForConf(HiveMetaStore.java:628)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.getMSForConf(HiveMetaStore.java:594)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.getMS(HiveMetaStore.java:588)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.createDefaultDB(HiveMetaStore.java:659)
at org.apache.hadoop.hive.metastore.HiveMetaStore$HMSHandler.init(HiveMetaStore.java:431)
at sun.reflect.NativeMethodAccessorImpl.invoke0(Native Method)
at sun.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:62)
at sun.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)
at java.lang.reflect.Method.invoke(Method.java:498)
at org.apache.hadoop.hive.metastore.RetryingHMSHandler.invokeInternal(RetryingHMSHandler.java:148)
... 24 more
Caused by: java.lang.ClassNotFoundException: org.datanucleus.api.jdo.JDOPersistenceManagerFactory
at java.net.URLClassLoader.findClass(URLClassLoader.java:381)
at java.lang.ClassLoader.loadClass(ClassLoader.java:424)
at sun.misc.Launcher$AppClassLoader.loadClass(Launcher.java:349)
at java.lang.ClassLoader.loadClass(ClassLoader.java:357)
at java.lang.Class.forName0(Native Method)
at java.lang.Class.forName(Class.java:348)
at javax.jdo.JDOHelper$18.run(JDOHelper.java:2018)
at javax.jdo.JDOHelper$18.run(JDOHelper.java:2016)
at java.security.AccessController.doPrivileged(Native Method)
at javax.jdo.JDOHelper.forName(JDOHelper.java:2015)
at javax.jdo.JDOHelper.invokeGetPersistenceManagerFactoryOnImplementation(JDOHelper.java:1162)
... 45 more
Process finished with exit code 1
7. 跑通
第6步的问题，是pom引起。各种折腾，也不知怎么就通了。。。
年后第一天，整这个pom的问题，整了半天，新建了个工程都没搞定，各种依赖报错，神奇玩意。
7.1 跑通的日志
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=6848801094803890889, timestamp_ms=1644485336293, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18788, added-data-files=3, added-records=5961, added-files-size=51810, changed-partition-count=2, total-records=4985317, total-files-size=43416360, total-data-files=105, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6848801094803890889-1-d96ba7dc-7ff2-40ad-a582-f33c987a6740.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=5895976650901516425, timestamp_ms=1644485396286, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18789, added-data-files=2, added-records=5960, added-files-size=50611, changed-partition-count=1, total-records=4991277, total-files-size=43466971, total-data-files=107, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5895976650901516425-1-a9f423cc-0133-4118-9292-016d5227f57a.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=3903341502082098658, timestamp_ms=1644485457083, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18790, added-data-files=2, added-records=5960, added-files-size=50631, changed-partition-count=1, total-records=4997237, total-files-size=43517602, total-data-files=109, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3903341502082098658-1-7a86b5d3-8c5e-4a9c-96c3-85a0c5fa3df0.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=1095796975631658317, timestamp_ms=1644485516288, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18791, added-data-files=2, added-records=5959, added-files-size=51052, changed-partition-count=1, total-records=5003196, total-files-size=43568654, total-data-files=111, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1095796975631658317-1-b071bfb7-3109-4a92-972d-c620138f7220.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=451594432613548689, timestamp_ms=1644485576287, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18792, added-data-files=2, added-records=5959, added-files-size=50810, changed-partition-count=1, total-records=5009155, total-files-size=43619464, total-data-files=113, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-451594432613548689-1-4de192bc-1b21-445b-903f-a88137b930c5.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=22739922463920002, timestamp_ms=1644485636293, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18793, added-data-files=2, added-records=5962, added-files-size=50713, changed-partition-count=1, total-records=5015117, total-files-size=43670177, total-data-files=115, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-22739922463920002-1-1c513718-42d8-41a0-82ea-486d2a4a3bbb.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=5013785705895265232, timestamp_ms=1644485696292, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18794, added-data-files=2, added-records=5961, added-files-size=50652, changed-partition-count=1, total-records=5021078, total-files-size=43720829, total-data-files=117, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5013785705895265232-1-03d4f1b3-c4ee-4217-b0f2-19168a8ed28e.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=2526947968329093048, timestamp_ms=1644485756306, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18795, added-data-files=4, added-records=5961, added-files-size=52941, changed-partition-count=2, total-records=5027039, total-files-size=43773770, total-data-files=121, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2526947968329093048-1-8336f6a1-7039-41a7-b736-229ce5bcf10a.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=2484166318625325659, timestamp_ms=1644485816296, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18796, added-data-files=2, added-records=5959, added-files-size=50849, changed-partition-count=1, total-records=5032998, total-files-size=43824619, total-data-files=123, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2484166318625325659-1-02b973a7-2012-4661-9147-145ea82b5126.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=1992367331685787804, timestamp_ms=1644485876293, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18797, added-data-files=2, added-records=5464, added-files-size=46683, changed-partition-count=1, total-records=5038462, total-files-size=43871302, total-data-files=125, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1992367331685787804-1-c0b03758-41c3-46bc-b157-8e846674b1e2.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Expired snapshot: BaseSnapshot{id=3398467964620293154, timestamp_ms=1644485936300, operation=append, summary={flink.job-id=78930f941991e19112d3917fd4dd4cb2, flink.max-committed-checkpoint-id=18798, added-data-files=3, added-records=5960, added-files-size=52223, changed-partition-count=2, total-records=5044422, total-files-size=43923525, total-data-files=128, total-delete-files=0, total-position-deletes=0, total-equality-deletes=0}, manifest-list=hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3398467964620293154-1-d10ea8c5-3986-45b1-bde6-6ed75148dce2.avro, schema-id=0}
22/02/10 17:44:27 INFO iceberg.RemoveSnapshots: Committed snapshot changes; cleaning up expired manifests and data files.
22/02/10 17:44:31 WARN iceberg.RemoveSnapshots: Manifests to delete: hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/278e6825-3381-47aa-a08b-4d86a1a0f0e6-m0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/c00444d4-86e4-4df9-b7b1-29bc15e203a5-m0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9380e713-bd4a-41b4-9140-704a7624d2bf-m5.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9380e713-bd4a-41b4-9140-704a7624d2bf-m1.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9380e713-bd4a-41b4-9140-704a7624d2bf-m4.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/c7fb0523-a144-4bcd-89f3-56c0984561d1-m21.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/92f9c63e-bc85-4965-9a75-b346fe797ad9-m0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9380e713-bd4a-41b4-9140-704a7624d2bf-m3.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9380e713-bd4a-41b4-9140-704a7624d2bf-m0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/b98bd620-63f7-4cc5-8b77-1c6b4ba1cf95-m0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9380e713-bd4a-41b4-9140-704a7624d2bf-m6.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/836c917c-2207-400a-a74c-edc562a9603a-m0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/9305f3e1-9e54-4499-ae7e-8bacc7816c31-m0.avro
22/02/10 17:44:31 WARN iceberg.RemoveSnapshots: Manifests Lists to delete: hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-541878440800103826-1-1b8107b6-6f58-41b3-bca3-21bf624c4719.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7791706873901858756-1-b98bd620-63f7-4cc5-8b77-1c6b4ba1cf95.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5657396929463700436-1-c00444d4-86e4-4df9-b7b1-29bc15e203a5.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3398467964620293154-1-d10ea8c5-3986-45b1-bde6-6ed75148dce2.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6570416090976553560-1-e329179f-e202-41f6-852e-2585b46eee2e.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4278660516617569111-1-d6a355d7-f7d4-4be6-b640-674aedea38d0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7075499429808392849-1-9ade184e-f771-4413-81a8-a968785638f9.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2342072444431983976-1-8a281c33-2d42-4828-adb9-0fcbc49cbacd.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1095796975631658317-1-b071bfb7-3109-4a92-972d-c620138f7220.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6005578883465127048-1-7ccf0fb1-9472-4ec4-8198-0dc6b911bdf7.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5532078125138954836-1-6bb16325-09df-4638-8a61-e02a6f5e53f6.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4262237804586276768-1-e7c26525-29d1-4a1a-867e-cd9790a55068.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1722651238361119409-1-df33539d-c13f-4d07-aa7e-657b42df1f78.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-22739922463920002-1-1c513718-42d8-41a0-82ea-486d2a4a3bbb.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-468106048969373971-1-5d4446d8-d779-426a-8243-8b857383fd3e.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8018294029736388458-1-c208faf8-7d30-474a-880c-8191db9cd448.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1470299392035948712-1-d9dd390e-ee51-4ffd-ae30-e91a6d019757.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1992367331685787804-1-c0b03758-41c3-46bc-b157-8e846674b1e2.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7058941970938557666-1-9602f8d7-4638-4d23-af5b-64d3382e1644.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5361802753278781380-1-9b81fdec-ecee-4330-8541-aea40c878268.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2183998972431095493-1-1b41dec9-c9e6-441e-bdfd-a5cbd52b11fc.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1078972720570425309-1-be9504a7-fb98-48df-9999-c2857d856af7.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3495751966676651473-1-5dfc4f7b-c16d-4429-8182-a375db8ec903.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2843486521572234923-1-754d9e82-2175-4762-8737-d95ae98200d4.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8309783644936857381-1-9305f3e1-9e54-4499-ae7e-8bacc7816c31.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2484166318625325659-1-02b973a7-2012-4661-9147-145ea82b5126.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6848801094803890889-1-d96ba7dc-7ff2-40ad-a582-f33c987a6740.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-1559852676159610002-1-615b94f7-5a3a-42a3-9181-1ad9a2425427.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5487640863335657501-1-cf9145ca-9184-4095-9af5-625307270cde.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3606588897957810627-1-92f9c63e-bc85-4965-9a75-b346fe797ad9.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6539673233134379517-1-345c9b77-be31-449c-a67e-970b80078069.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5895976650901516425-1-a9f423cc-0133-4118-9292-016d5227f57a.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3903341502082098658-1-7a86b5d3-8c5e-4a9c-96c3-85a0c5fa3df0.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-9158469320395181971-1-7674e415-c2f5-4566-b251-20c2636dfc1f.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-2526947968329093048-1-8336f6a1-7039-41a7-b736-229ce5bcf10a.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7955617778669899471-1-1049aed0-3215-4267-82fe-e37df441957f.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7923280809105826466-1-40b70bd0-e8fb-4186-8c1f-97a427649160.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-878441999283792062-1-68955262-5444-4898-8d98-f93736abcd9b.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4364834558723325257-1-00fb7f19-4224-4da8-b1f0-d85ed241d7eb.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-451594432613548689-1-4de192bc-1b21-445b-903f-a88137b930c5.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5974895447555666685-1-36baa0b7-0f1f-4e1c-9595-69179fb09aa9.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6532101506813450600-1-5898b192-1821-48bd-9c6c-98cd496ba37a.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8489936993001945197-1-353c552c-1595-495f-8e44-641f47ebf250.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8127473867318873076-1-f0905056-841f-496b-a6fd-133ca6f121d2.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3511541622291330360-1-9380e713-bd4a-41b4-9140-704a7624d2bf.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4031948148957742647-1-278e6825-3381-47aa-a08b-4d86a1a0f0e6.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3212606031402422010-1-a70f8e62-8c34-432e-b752-9063ed2c902f.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5013785705895265232-1-03d4f1b3-c4ee-4217-b0f2-19168a8ed28e.avro, hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6026165152411827559-1-5ca27510-3e7c-446e-8f69-eddd80bb2b66.avro
behavior_with_date_log_ib 表 清理完成！！！
合并前：
0204的数据在实时写入
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203 |wc
31 93 5270
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220202 |wc
94 282 15980
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220201 |wc
1 3 170
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220130 |wc
1 3 168
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220129 |wc
1 3 169
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203 |wc
31 93 5270
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204 |wc
8 22 1352
实时写入的文件特点： 正在写的文件大小是0
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204
2.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00329.parquet
16.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00331.parquet
16.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00333.parquet
16.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00335.parquet
16.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00337.parquet
0 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00339.parquet
2.9 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00356.parquet
32.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00358.parquet
32.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00360.parquet
32.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00362.parquet
32.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00364.parquet
0 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220204/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00366.parquet
把metdata文件写道文件中，以备执行合并后对比：
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata > behavior_with_date_log_ib.lc
[root@hadoop101 ~]# cat behavior_with_date_log_ib.lc |wc
2273 6819 365002
有2273多个文件，为了方便大家看, 发一部分metadata 内容出来：
36.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02015-565a1add-4425-44fd-a8a4-c02871915309.metadata.json
37.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02016-d65facbf-8167-479e-b090-4ffc30824db9.metadata.json
38.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02017-162a1ef2-0c5a-48f2-a6c9-ff5a486333cc.metadata.json
39.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02018-a20d4d33-af5c-44b4-ab64-5faeb001b81d.metadata.json
40.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02019-67a5622c-979e-47f1-b6ae-72796b71ab82.metadata.json
41.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02020-48333926-0325-461f-be31-c6e43c5e0641.metadata.json
42.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02021-05ae2d4f-8446-44e2-9fa7-052fab732cfb.metadata.json
43.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02022-f4ea7cba-15a1-4aae-b960-97794028e79b.metadata.json
44.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02023-992d835b-319d-46fc-9309-173cbf675672.metadata.json
46.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02024-46e6df8e-4503-465e-a23e-67cffc8e1683.metadata.json
24.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02025-8bc5fe74-11f8-493e-8844-c3b28c80d3b4.metadata.json
24.9 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02026-c7a0daad-f7be-4358-a634-184fa969b5da.metadata.json
25.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02027-f26c3b6a-4e5d-4ca6-a3f1-a766b207785c.metadata.json
26.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02028-92b16f03-3975-4ce9-bb29-33ac6a118be8.metadata.json
27.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02029-0122ecd2-38a6-4c37-96bd-9db13f4aff9f.metadata.json
28.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02030-dcf200e0-82a2-458a-b138-a6954ae1a308.metadata.json
30.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02031-918aaa82-eff1-46ff-919c-9295462f9433.metadata.json
29.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02032-ca7667d1-de7d-427a-b460-82c05ebe5246.metadata.json
29.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02033-0a625578-c691-4fad-b757-bdc042509abd.metadata.json
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4.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3761845249612113727-1-e44ffd4f-e433-4ecc-9fdb-86db1aa6d0ec.avro
4.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-3957569514047230198-1-959abf95-e412-488c-a947-50de8baa1641.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4162807357418625763-1-cc2fe4aa-9418-4553-9e4f-4f1dc976a0ef.avro
4.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4223159866309707049-1-1ecdd4d1-0f66-487b-a178-db79c13f37b6.avro
4.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4482602124245782079-1-63017fa9-838f-4aad-ae95-9716830ce2bd.avro
4.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4628257622036328212-1-12098b03-4f5d-4f82-a265-3b6c73d1d3e1.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4723847130099414519-1-bec260c2-f205-4dea-87ac-25317c3d68db.avro
4.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4758841313356535622-1-e56624fc-87c6-4d09-b313-436ab36a0db4.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-4774725342923765367-1-c7d00ab1-a551-4ee5-a975-ed892f558c9f.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5106663039011625162-1-e5917423-2e73-4e76-a6e2-a609bcb8f157.avro
4.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5239972099571606801-1-50595f6f-b6f6-432d-8a00-c2d5ea257e27.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5642426361604731172-1-7086399d-96a3-4727-9572-887278f29fc4.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5705482133516144673-1-211f25c4-ad58-4b99-9b4d-3594f53860df.avro
4.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-5930715098885993005-1-115be4d2-7e5e-460e-9956-cd7697b5e7f8.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6372553288083456784-1-486a81fb-ec93-495e-8bb5-543f3f3c96e7.avro
5.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-6471406680223818887-1-29ccc216-7e40-4f2e-bfa1-078a1572e266.avro
4.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-679751262970521897-1-3389ca9a-b073-4902-971a-4f27ed3dc0aa.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-77143203478840069-1-f9e0f2de-ca0f-4f48-a6cb-54f34bbebb01.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7758442144919920186-1-5b6965a0-c62f-4b7b-81b6-65dbc7924eac.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7816946273511097859-1-26c83d2e-97dc-4ffd-b4bb-a4f8e376e661.avro
4.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7878552268876548828-1-0e56430f-abd1-4067-b26a-db90eacc763d.avro
4.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-788205216269916074-1-a3edf2b3-3314-474f-b5a1-52a3bb14f18e.avro
4.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7902974711564268863-1-2875f584-8098-48bd-9fb1-50ea8d67dedf.avro
5.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-7965464318720590602-1-4dba7462-cf75-450b-be29-6782c14db742.avro
5.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8118932545637213127-1-b70a1bec-5cb9-43d4-9335-f056dd2be42f.avro
4.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-875690103889412911-1-68b71b41-056c-47eb-b35c-e9882432c61a.avro
5.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8819362874771569916-1-3efb7d8c-9050-4748-a73e-cbdf78195b03.avro
4.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-8900643141086290805-1-ef0a21c7-b412-4229-8c17-7fdcaecedc99.avro
5.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-9056678720188167155-1-db0254de-35db-47f7-b1e4-15f493e40828.avro
4.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/snap-981005535410409934-1-ac7d8bcf-7558-4322-ac7e-de073d6cad04.avro
7.2 执行合并(合并结果：48.7M的数据文件，1.6G的元数据文件，元数据是否能合并)
结果分析：前几天的data目录个数都变为1，最近几天的，文件个数多几个，当天的数据文件很多
metadata有2000多个
结果详情：
metadata个数：
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata |wc
2261 6783 363408
data与metadata数据与大小：
48.7M的数据文件，1.6G的元数据文件，元数据是否能合并？
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib
48.7 M hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data
1.6 G hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata
数据文件：
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203
16.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00310.parquet
16.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00311.parquet
16.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00313.parquet
16.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00314.parquet
15.9 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00316.parquet
16.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00318.parquet
16.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00320.parquet
16.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00322.parquet
16.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00324.parquet
16.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00325.parquet
16.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00326.parquet
3.2 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00000-0-0c8e94fd-5c8e-48df-ac03-4fe0e109940f-00328.parquet
32.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00334.parquet
32.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00336.parquet
32.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00338.parquet
32.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00340.parquet
32.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00342.parquet
32.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00343.parquet
32.6 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00345.parquet
32.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00347.parquet
32.7 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00349.parquet
32.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00351.parquet
32.5 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00353.parquet
5.4 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-29418337-5d27-40bb-98cb-94b3b5007b99-00355.parquet
667.8 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00001-0-76681a65-7df9-4584-8e47-e2006dcc6311-00001.parquet
139.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220203/00004-0-3a4f207c-de85-4a1f-9cd8-fd944442dbb2-00001.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220202
771.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220202/00000-0-06bd4cad-8ae2-4e1b-8e27-0bb062fcc38f-00001.parquet
767.3 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220202/00001-0-0080fe92-c2d9-4531-856b-87620c5ac046-00001.parquet
952.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220202/00002-0-49df8df3-c5fa-4c86-abb4-3722b93244fa-00002.parquet
2.4 M hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220202/00003-0-1f4b8ded-db05-40ce-b00e-7e1f3f013e0f-00001.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220201
702.1 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220201/00001-0-941effe7-70f8-4cd5-a57f-0134bb57babf-00002.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220130
2.4 M hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220130/00002-0-1651010b-99c4-4a79-9765-86efff5bde56-00001.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220129
10.6 M hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220129/00001-0-941effe7-70f8-4cd5-a57f-0134bb57babf-00001.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128
1.3 M hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220128/00000-0-402d8a3d-d9da-46f0-86c0-cb53f6d1858f-00001.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220127
24.1 M hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220127/00000-0-45d72b84-9eef-40c4-b73e-9247ffa68aec-00001.parquet
[root@hadoop101 ~]# hadoop fs -du -h hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220126
355.0 K hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/data/dt=20220126/00002-0-4245c358-1ad3-4500-b297-db4baf832fc2-00003.parquet
medata中哪写文件这么大？
-rw-r--r-- 2 root supergroup 1686152 2022-02-10 11:12 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01953-c8388d52-880d-4914-83f0-fd41ef2ddf4d.metadata.json
-rw-r--r-- 2 root supergroup 1687098 2022-02-10 11:13 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01954-cadbcf4e-9e48-42dc-9a60-47c57d22f609.metadata.json
-rw-r--r-- 2 root supergroup 1688044 2022-02-10 11:14 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01955-cc9ab628-57d1-4e46-87ad-793fa9835af1.metadata.json
-rw-r--r-- 2 root supergroup 1688990 2022-02-10 11:15 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01956-3feac554-b112-4aba-acf9-f6b70a845f26.metadata.json
-rw-r--r-- 2 root supergroup 1689936 2022-02-10 11:16 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01957-53bfe3d9-7818-45f6-9194-73665e8dcffe.metadata.json
-rw-r--r-- 2 root supergroup 1690882 2022-02-10 11:17 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01958-26958b4a-52ac-413c-aa19-09ccc65af415.metadata.json
-rw-r--r-- 2 root supergroup 1691828 2022-02-10 11:18 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01959-efa97a24-1eee-4a3e-8e22-e23cec687f54.metadata.json
-rw-r--r-- 2 root supergroup 1692774 2022-02-10 11:19 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01960-f36119f0-89be-43a4-9040-edd352290a26.metadata.json
-rw-r--r-- 2 root supergroup 1693720 2022-02-10 11:20 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01961-439f6651-0969-4114-b166-140ed8ca6ee0.metadata.json
-rw-r--r-- 2 root supergroup 1694666 2022-02-10 11:21 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01962-b917cbc8-9980-48f0-8966-850f1f64b5d2.metadata.json
-rw-r--r-- 2 root supergroup 1695612 2022-02-10 11:22 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01963-3b4a5c81-c38d-42f8-90e3-ba6218cf04bf.metadata.json
-rw-r--r-- 2 root supergroup 1696558 2022-02-10 11:23 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01964-fc270775-3028-424b-a48a-f49d198f6a02.metadata.json
-rw-r--r-- 2 root supergroup 1697504 2022-02-10 11:24 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01965-e7699424-ee5d-48ba-be8c-0ced73ddc490.metadata.json
-rw-r--r-- 2 root supergroup 1698450 2022-02-10 11:25 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01966-445c97f6-fe6e-4169-b191-b87c473d9b96.metadata.json
-rw-r--r-- 2 root supergroup 1699396 2022-02-10 11:26 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01967-ad94e35a-362b-4a7c-a4d2-ed4358c90774.metadata.json
-rw-r--r-- 2 root supergroup 1700342 2022-02-10 11:27 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01968-f155a7e1-b0ac-4c07-8b33-127f212d6ec5.metadata.json
-rw-r--r-- 2 root supergroup 1701288 2022-02-10 11:28 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/01969-d708ffc5-950f-48d9-a0d1-515f6cfe2c6d.metadata.json
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-rw-r--r-- 2 root supergroup 39656 2022-02-10 20:36 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02135-15e4fa86-921b-490d-967b-ce334949a69e.metadata.json
-rw-r--r-- 2 root supergroup 40601 2022-02-10 20:37 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02136-b47228a4-56da-4f9c-97b2-2b24756dba6d.metadata.json
-rw-r--r-- 2 root supergroup 41542 2022-02-10 20:38 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02137-306dfbc6-7a79-4517-9351-a50621b8c205.metadata.json
-rw-r--r-- 2 root supergroup 42487 2022-02-10 20:39 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02138-996214b0-fcf1-490c-9f57-8baedd9ca05f.metadata.json
-rw-r--r-- 2 root supergroup 43432 2022-02-10 20:40 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02139-b8a095ff-000c-497e-ae94-8cc0611ba386.metadata.json
-rw-r--r-- 2 root supergroup 44377 2022-02-10 20:41 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02140-4147fa0c-f22d-48c3-a5ab-bfef8993336c.metadata.json
-rw-r--r-- 2 root supergroup 45322 2022-02-10 20:42 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02141-90a7a838-f132-45d7-92bd-53128fbf5f34.metadata.json
-rw-r--r-- 2 root supergroup 46267 2022-02-10 20:43 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02142-ce869901-d93b-4014-ab09-4df634fe1a8e.metadata.json
-rw-r--r-- 2 root supergroup 47212 2022-02-10 20:44 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02143-511095d7-f5fe-40a6-8eb2-e86b8b64d08f.metadata.json
-rw-r--r-- 2 root supergroup 48157 2022-02-10 20:45 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02144-ab3f6962-4059-4f67-a99a-230aa1b0f28a.metadata.json
-rw-r--r-- 2 root supergroup 49102 2022-02-10 20:46 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02145-c178468e-a3ab-4d31-a23f-a9ec910efa83.metadata.json
-rw-r--r-- 2 root supergroup 50047 2022-02-10 20:47 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02146-e13d9e22-f85f-46ee-a2f4-ebc4ff345195.metadata.json
-rw-r--r-- 2 root supergroup 50992 2022-02-10 20:48 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02147-df946d51-ce6e-403a-bd5d-c1eef35b9fbd.metadata.json
-rw-r--r-- 2 root supergroup 51937 2022-02-10 20:49 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02148-d1111807-c89e-4533-b36f-7d3930cf6782.metadata.json
-rw-r--r-- 2 root supergroup 52882 2022-02-10 20:50 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02149-44b848dd-2364-428f-8745-8580048d2c76.metadata.json
-rw-r--r-- 2 root supergroup 53827 2022-02-10 20:51 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02150-5c3f49b9-6d65-4ffe-9836-6993be71042d.metadata.json
-rw-r--r-- 2 root supergroup 54772 2022-02-10 20:52 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02151-f6702c41-b6af-4c4e-9bca-9fd594e01e62.metadata.json
-rw-r--r-- 2 root supergroup 55717 2022-02-10 20:53 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02152-94cc384b-5f08-4f1f-baf8-4e09f66f7173.metadata.json
-rw-r--r-- 2 root supergroup 56662 2022-02-10 20:54 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02153-ea90772b-02f8-429b-aa6f-a8b4cf563a5f.metadata.json
-rw-r--r-- 2 root supergroup 57607 2022-02-10 20:55 hdfs://ns/user/hive/warehouse/hive_catalog6/iceberg_db6.db/behavior_with_date_log_ib/metadata/02154-b4b57132-f91b-45e9-8a03-433b5a403f68.metadata.json
总结
合并并删除快照后， 提出了个新问题：
新问题： 48.7M的数据文件，1.6G的元数据文件，元数据是否能合并？