亿级别G级别文本数据去重

亿级别G级别文本数据去重

文件总行数 字节数 去重后行数 


[root@d mongoexport]# wc -l superpub-ask-question.csv
126530681 superpub-ask-question.csv
[root@d mongoexport]# awk '!a[$0]++{print $0}' superpub-ask-question.csv | wc -l
63657205
[root@d mongoexport]# head -5 superpub-ask-question.csv
question
用海容模块建大棚成本高不高??
海容模块建房在南方适合吗?
用海容模块建房、墙体不都是泡沫嘛?后期怎么处理呢?
融资公司担保公司律师师事务所联合诈骗 亚洲创金资本有限公司,另一家担保公司,项目数据分析律师事务
[root@d mongoexport]# tail -5 superpub-ask-question.csv
长沙理工大学成考几月收学费
长沙理工大学成考几月收学费
长沙理工大学成考几月收学费
成都文理学院金堂校区专科和洪河校区专套本哪个好?
福州中亭街哪家店有卖职业装?
[root@d mongoexport]# ll -ash
total 7.3G
12K drwxr-xr-x 2 root root 12K Dec 17 15:10 .
4.0K drwxr-xr-x 4 root root 4.0K Nov 29 15:09 ..
205M -rw-r--r-- 1 root root 205M Dec 17 14:26 question.txt
7.1G -rw-r--r-- 1 root root 7.1G Dec 17 11:18 superpub-ask-question.csv

[root@d mongoexport]# cat superpub-ask-question.csv -n | tail -5
126530677 长沙理工大学成考几月收学费
126530678 长沙理工大学成考几月收学费
126530679 长沙理工大学成考几月收学费
126530680 成都文理学院金堂校区专科和洪河校区专套本哪个好?
126530681 福州中亭街哪家店有卖职业装?
[root@d mongoexport]#


209044 -rw-r--r-- 1 root root 214059578 Dec 17 14:26 question.txt
7358204 -rw-r--r-- 1 root root 7534793787 Dec 17 11:18 superpub-ask-question.csv

Total count:[126000000] Unique count:[66566614] FreeMemory:[372555496] ..
Total count:[126530684] Unique count:[66843173] FreeMemory:[369157728] ..
Total cost:[108852] ms ..

[root@d TestCardinality]# java -jar target/bigdata-1.0-SNAPSHOT-jar-with-dependencies.jar /data/bigdata/mongoexport/superpub-ask-question.csv -Xms10M -Xmx10M
Total count:[1000000] Unique count:[539926] FreeMemory:[420330832] ..
Total count:[2000000] Unique count:[1081544] FreeMemory:[470348776] ..


Total count:[126000000] Unique count:[66566614] FreeMemory:[367467784] ..
Total count:[126530684] Unique count:[66843173] FreeMemory:[364070000] ..
Total cost:[54606] ms ..
[root@d TestCardinality]#

126530681 superpub-ask-question.csv
[root@d mongoexport]# awk '!a[$0]++{print $0}' superpub-ask-question.csv | wc -l
63657205

Total count:[126530684] Unique count:[66843173] FreeMemory:[369157728] ..

误差比
总记录数

(126530684-126530681)/126530681=2.3709664535829063e-8

去重记录数

(66843173-63657205)/63657205=0.05004882008250284

python  list  set  去重后的文件

[root@d mongoexport]# cat superpub-ask-question.csv-distinct -n |tail
54390018 眼睛扎进一枚小铁屑,如果去厦门医院看要多少钱,现在不会痛能过几天去看吗,已经有六七天了
54390019 幻想神域镰刀配法书怎么样
54390020 自开票系统客户端打开提示伺服器配置界面,,然后到文件夹启动一下就提示重新注册了,怎么解决啊,里面的
54390021 室内的绿萝,在没有浇水的情况下,为什么会有水滴呢?
54390022 我告知冷的,可我的理论知识一点都不会,我现在该怎么办啊?
54390023 实木复合门复合的味道对人体有害吗
54390024 做现磨豆浆要做配个什么样的小吃卖比较好啊?
54390025 怎样在画图工具里打出来点阵字体,就是字占小格子的那种形式
54390026 帽子正着戴好好还是反着戴好
54390027 肛周脓肿缩小成局部皮下小硬核,请问还[root@d mongoexport]#

3.4G -rw-r--r-- 1 root root 3.4G Dec 17 16:46 superpub-ask-question.csv-distinct
[root@d selfPlatformAskAnswerProjeect]# cd ../mongoexport/
[root@d mongoexport]# ll -as
total 11066932
12 drwxr-xr-x 2 root root 12288 Dec 17 15:10 .
4 drwxr-xr-x 5 root root 4096 Dec 17 16:29 ..
4 -rw-r--r-- 1 root root 133 Nov 29 17:47 diskRoomMonitor.py
209044 -rw-r--r-- 1 root root 214059578 Dec 17 14:26 question.txt
7358204 -rw-r--r-- 1 root root 7534793787 Dec 17 11:18 superpub-ask-question.csv
3499664 -rw-r--r-- 1 root root 3583648979 Dec 17 16:46 superpub-ask-question.csv-distinct
[root@d mongoexport]# awk '!a[$0]++{print $0}' superpub-ask-question.csv-distinct | wc -l
54390027
[root@d mongoexport]# wc -l superpub-ask-question.csv-distinct
54390026 superpub-ask-question.csv-distinct
[root@d mongoexport]#

Total count:[53000000] Unique count:[53246465] FreeMemory:[362177968] ..
Total count:[54000000] Unique count:[54312366] FreeMemory:[390427384] ..
Total count:[54390027] Unique count:[54680098] FreeMemory:[356065008] ..
Total cost:[44043] ms ..

误差比
总记录数

0

去重记录数

(54680098-54390027)/54390027=0.005333165214277243

原文地址:https://www.cnblogs.com/rsapaper/p/10132195.html