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What is SerDe and how to write a SerDe?
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Please refer to http://wiki.apache.org/hadoop/Hive/DeveloperGuide Section SerDe.
How to load data into Hive
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In order to load data into Hive, we need to tell Hive the format of the data
through "CREATE TABLE" statement:
* FileFormat: the data has to be in Text or SequenceFile.
* Format of the row:
* If the data is in delimited format, use MetadataTypedColumnsetSerDe
* If the data is in delimited format and has more than 1 levels of delimitor,
use DynamicSerDe with TCTLSeparatedProtocol
* If the data is a serialized thrift object, use ThriftSerDe
The steps to load the data:
1 Create a table:
CREATE TABLE t (foo STRING, bar STRING)
ROW FORMAT DELIMITED
FIELDS TERMINATED BY '\t'
STORED AS TEXTFILE;
CREATE TABLE t2 (foo STRING, bar ARRAY<STRING>)
ROW FORMAT DELIMITED
FIELDS TERMINATED BY '\t'
COLLECTION ITEMS TERMINATED BY ','
STORED AS TEXTFILE;
CREATE TABLE t3 (foo STRING, bar MAP<STRING,STRING>)
ROW FORMAT DELIMITED
FIELDS TERMINATED BY '\t'
COLLECTION ITEMS TERMINATED BY ','
MAP KEYS TERMINATED BY ':'
STORED AS TEXTFILE;
CREATE TABLE t4 (foo STRING, bar MAP<STRING,STRING>)
ROW FORMAT SERIALIZER 'org.apache.hadoop.hive.serde2.MetadataTypedColumnsetSerDe'
WITH SERDEPROPERTIES ('columns'='foo,bar','SERIALIZATION.FORMAT'='9');
(RegexDeserializer is not done yet)
CREATE TABLE t5 (foo STRING, bar STRING)
ROW FORMAT SERIALIZER 'org.apache.hadoop.hive.serde2.RegexDeserializer'
WITH SERDEPROPERTIES ('regex'='([a-z]*) *([a-z]*)');
2 Load the data:
LOAD DATA LOCAL INPATH '../examples/files/kv1.txt' OVERWRITE INTO TABLE t;
How to read data from Hive tables
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In order to read data from Hive tables, we need to know the same 2 things:
* File Format
* Row Format
Then we just need to directly open the HDFS file and read the data.