hive 小文件分析

1、获取fsimage文件:

hdfs dfsadmin -fetchImage /data/xy/

2、从二进制文件解析:

hdfs oiv -i /data/xy/fsimage_0000000019891608958 -t /data/xy/tmpdir -o /data/xy/out -p Delimited -delimiter ","

3、创建hive表

create database if not exists hdfsinfo;

use hdfsinfo;

CREATE TABLE fsimage_info_csv(

path string,

replication int,

modificationtime string,

accesstime string,

preferredblocksize bigint,

blockscount int,

filesize bigint,

nsquota string,

dsquota string,

permission string,

username string,

groupname string)

ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.lazy.LazySimpleSerDe'

WITH SERDEPROPERTIES ('field.delim'=',', 'serialization.format'=',')

STORED AS INPUTFORMAT 'org.apache.hadoop.mapred.TextInputFormat';

4、存储HDFS元数据加载进hive中

hdfs dfs -put /data/xy/out /user/hive/warehouse/hdfsinfo.db/fsimage_info_csv/

hdfs dfs -ls /user/hive/warehouse/hdfsinfo.db/fsimage_info_csv/

Hive: MSCK REPAIR TABLE hdfsinfo.fsimage_info_csv;

select * from hdfsinfo.fsimage_info_csv limit 5;

5、统计叶子目录下小文件数据量(4194304 H字节,即<4M)

SELECT

dir_path ,

COUNT(*) AS small_file_num,

modificationtime,

accesstime

FROM

( SELECT

modificationtime,

accesstime,

relative_size,

dir_path

FROM

(

SELECT

(CASE filesize < 4194304 WHEN TRUE THEN 'small' ELSE 'large' END) AS relative_size,

modificationtime,

accesstime,

split(

substr(

concat_ws('/', split(PATH, '/')),

1,

length(concat_ws('/', split(PATH, '/'))) - length(last_element) - 1

),

',')0 as dir_path

FROM (

SELECT

modificationtime,

accesstime,

filesize,

PATH,

split(PATH, '/')size(split(PATH, '/')) - 1 as last_element

FROM hdfsinfo.fsimage_info_csv

) t0 ) t1

WHERE

relative_size='small') t2

GROUP BY

dir_path,modificationtime,accesstime

ORDER BY

small_file_num desc

limit 500;

5、统计叶子目录下小文件数据量(4194304 H字节,即<4M)

SELECT

dir_path,

COUNT(*) AS small_file_num

FROM

( SELECT

relative_size,

dir_path

FROM

(

SELECT

(CASE filesize < 41943040 WHEN TRUE THEN 'small' ELSE 'large' END) AS relative_size,

split(

substr(

concat_ws('/', split(PATH, '/')),

1,

length(concat_ws('/', split(PATH, '/'))) - length(last_element) - 1

),

',')0 as dir_path

FROM (

SELECT

filesize,

PATH,

split(PATH, '/')size(split(PATH, '/')) - 1 as last_element

FROM hdfsinfo.fsimage_info_csv

WHERE

permission not LIKE 'd%'

) t0 ) t1

WHERE

relative_size='small') t2

GROUP BY

dir_path

ORDER BY

small_file_num desc

limit 50000;

相关推荐
BI专家之路几秒前
安装linux/hadoop/jdk/hive
linux·hive·hadoop
2601_962073972 天前
大数据-258 离线数仓 - Griffin架构 配置安装 Livy 架构设计 解压配置 Hadoop Hive
大数据·hadoop·架构
fastjson_2 天前
Hive 基础函数
数据仓库·hive·hadoop
kuroomi2 天前
hadoop高可用架构
hadoop
APItesterCris3 天前
告别人工盯品:借助 OpenClaw 搭建商品自动监控与数据分析系统(完整实操)
大数据·数据库·数据仓库·自动化
千里码aicood3 天前
基于Hadoop的汽车销量分析与可视化
大数据·hadoop·分布式
AbnerWright4 天前
读书笔记-数据密集型应用系统设计
数据仓库
wxchyy5 天前
手把手教你入门云计算(二):这些技术改变了世界,你也能轻松掌握
hadoop·阿里云·docker·云原生·华为云·云计算·运维开发
BD_Marathon5 天前
Hadoop组成
大数据·hadoop·分布式
zgl_200537795 天前
源代码:跨数据库通用“字段级”数据血缘解析与图形化(2/3:标注信息的拆解、检验、保存)
大数据·数据库·数据仓库·sql·数据挖掘·etl·嵌入式实时数据库