问题
I am trying to create a table using the OpenCSVSerde and some integer and date columns. But the columns get converted to String. Is this an expected outcome? As a workaround, I do an explicit type-cast after this step (which makes the complete run slower)
hive> create external table if not exists response(response_id int,lead_id int,creat_date date ) ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.OpenCSVSerde' WITH SERDEPROPERTIES ('quoteChar' = '"', 'separatorChar' = '\,', 'serialization.encoding'='UTF-8', 'escapeChar' = '~') location '/prod/hive/db/response' TBLPROPERTIES ("serialization.null.format"="");
OK
Time taken: 0.396 seconds
hive> describe formatted response;
OK
# col_name data_type comment
response_id string from deserializer
lead_id string from deserializer
creat_date string from deserializer
Source Code that explains change of datatype to String.
回答1:
This is known limitation of CSVSerDe serde. CSVSerDe treats all columns to be of type String. Even if you create a table with non-string column types using this SerDe, the DESCRIBE TABLE output would show string column type. The type information is retrieved from the SerDe. To convert columns to the desired type in a table, you can create a view over the table that does the CAST to the desired type.
See here: CSVSerde This confluence is about CSVSerDe, but it uses Open-CSV
Also see here: https://docs.aws.amazon.com/athena/latest/ug/csv.html
And here: Hive "OpenCSVSerde" Changes Your Table Definition
来源:https://stackoverflow.com/questions/50001124/why-does-all-columns-get-created-as-string-when-i-use-opencsvserde-in-hive