메뉴 건너뛰기

Cloudera, BigData, Semantic IoT, Hadoop, NoSQL

Cloudera CDH/CDP 및 Hadoop EcoSystem, Semantic IoT등의 개발/운영 기술을 정리합니다. gooper@gooper.com로 문의 주세요.


hive json 값 다루기

총관리자 2014.04.17 10:26 조회 수 : 1439

1. json형식의 data파일 생성

hadoop@bigdata-host:~/hadoop/working$ vi simple.json
{"Foo":"ABC","Bar":"20090101100000","Quux":{"QuuxId":1234,"QuuxName":"Sam"}}

2. data를 담을 table 생성

create table json_table (json string);

 

3. data파일을 table에 입력

hive> load data local inpath '/home/hadoop/hadoop/working/simple.json' into table json_table;
Copying data from file:/home/hadoop/hadoop/working/simple.json
Copying file: file:/home/hadoop/hadoop/working/simple.json
Loading data to table default.json_table
Table default.json_table stats: [num_partitions: 0, num_files: 1, num_rows: 0, total_size: 77, raw_data_size: 0]
OK

4. table내용 확인

hive> select * from json_table;
OK
{"Foo":"ABC","Bar":"20090101100000","Quux":{"QuuxId":1234,"QuuxName":"Sam"}}

 

5. json을 컬럼 형태로 query하기(get_json_object이용)

select get_json_object(json_table.json, '$.Foo') as foo,

          get_json_object(json_table.json, '$.Bar') as bar,

          get_json_object(json_table.json, '$.Quux.QuuxId') as qid,

          get_json_object(json_table.json, '$.Quux.QuuxName') as qname

from json_table;

-------------------------->

Total MapReduce jobs = 1
Launching Job 1 out of 1
Number of reduce tasks is set to 0 since there's no reduce operator
Starting Job = job_201404170922_0003, Tracking URL = http://localhost:50030/jobdetails.jsp?jobid=job_201404170922_0003
Kill Command = /home/hadoop/hadoop-1.2.1/libexec/../bin/hadoop job  -kill job_201404170922_0003
Hadoop job information for Stage-1: number of mappers: 1; number of reducers: 0
2014-04-17 10:30:42,028 Stage-1 map = 0%,  reduce = 0%
2014-04-17 10:30:48,109 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.87 sec
2014-04-17 10:30:49,128 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.87 sec
2014-04-17 10:30:50,146 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.87 sec
2014-04-17 10:30:51,162 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.87 sec
2014-04-17 10:30:52,175 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.87 sec
2014-04-17 10:30:53,206 Stage-1 map = 100%,  reduce = 100%, Cumulative CPU 1.87 sec
MapReduce Total cumulative CPU time: 1 seconds 870 msec
Ended Job = job_201404170922_0003
MapReduce Jobs Launched:
Job 0: Map: 1   Cumulative CPU: 1.87 sec   HDFS Read: 295 HDFS Write: 28 SUCCESS
Total MapReduce CPU Time Spent: 1 seconds 870 msec
OK
ABC 20090101100000 1234 Sam
Time taken: 19.411 seconds, Fetched: 1 row(s)

6. json을 컬럼 형태로 query하기(json_tuple이용)

select v.foo, v.bar, v.quux, v.qid

from json_table jt

 lateral view json_tuple(jt.json, 'Foo', 'Bar', 'Quux', 'Quux.QuuxId') v

    as foo, bar, quux, qid;

------------>

Total MapReduce jobs = 1
Launching Job 1 out of 1
Number of reduce tasks is set to 0 since there's no reduce operator
Starting Job = job_201404170922_0004, Tracking URL = http://localhost:50030/jobdetails.jsp?jobid=job_201404170922_0004
Kill Command = /home/hadoop/hadoop-1.2.1/libexec/../bin/hadoop job  -kill job_201404170922_0004
Hadoop job information for Stage-1: number of mappers: 1; number of reducers: 0
2014-04-17 10:36:41,978 Stage-1 map = 0%,  reduce = 0%
2014-04-17 10:36:49,125 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.53 sec
2014-04-17 10:36:50,156 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.53 sec
2014-04-17 10:36:51,170 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.53 sec
2014-04-17 10:36:52,193 Stage-1 map = 100%,  reduce = 0%, Cumulative CPU 1.53 sec
2014-04-17 10:36:53,219 Stage-1 map = 100%,  reduce = 100%, Cumulative CPU 1.53 sec
MapReduce Total cumulative CPU time: 1 seconds 530 msec
Ended Job = job_201404170922_0004
MapReduce Jobs Launched:
Job 0: Map: 1   Cumulative CPU: 1.53 sec   HDFS Read: 295 HDFS Write: 55 SUCCESS
Total MapReduce CPU Time Spent: 1 seconds 530 msec
OK
foo bar quux qid
ABC 20090101100000 {"QuuxId":1234,"QuuxName":"Sam"} NULL
Time taken: 26.494 seconds, Fetched: 1 row(s)

 

번호 제목 날짜 조회 수
27 Caused by: java.net.URISyntaxException: Relative path in absolute URI: ${system:java.io.tmpdir%7D/$%7Bsystem:user.name%7D오류발생시 조치사항 2016.06.03 1317
26 hive 2.0.1 설치및 mariadb로 metastore 설정 2016.06.03 5383
25 CDH 5.4.4 버전에서 hive on tez (0.7.0)설치하기 2016.01.14 475
24 Tracking URL = N/A 가발생하는 경우 - 환경설정값을 잘못설정하는 경우에 발생함 2015.06.17 1078
23 java.lang.RuntimeException: org.apache.hadoop.hive.ql.metadata.HiveException: Hive Runtime Error: Unable to deserialize reduce input key from...오류해결방법 2015.06.16 2084
22 hive 0.13.1 설치 + meta정보는 postgresql 9.3에 저장 2015.04.30 982
21 lateral view 예제 2014.09.18 868
20 banana pi에 hive 0.13.1+mysql(metastore)설치 file 2014.09.09 2558
19 FAILED: IllegalStateException Variable substitution depth too large: 40 오류발생시 조치사항 2014.08.19 1673
18 hive job실행시 meta정보를 원격의 mysql에 저장하는 경우 설정방법 2014.05.28 1249
17 hive query에서 mapreduce돌리지 않고 select하는 방법 2014.05.23 1181
16 hiverserver2기동시 connection refused가 발생하는 경우 조치방법 2014.05.22 1652
15 hive에서 insert overwrite directory.. 로 하면 default column구분자는 'SOH'혹은 't'가 됨 2014.05.20 1206
14 dual table만들기 2014.05.16 1391
13 insert hbase by hive ... error occured after 5 hours..HMaster가 뜨지 않는 장애에 대한 복구 방법 2014.04.29 7432
12 index생성, 삭제, 활용 2014.04.25 1850
11 unique한 값 생성 2014.04.25 1443
10 sequence한 번호 생성방법 2014.04.25 1603
9 json serde사용법 2014.04.17 1488
» json 값 다루기 2014.04.17 1439
위로