问题
I try to create table from CSV file which is save into HDFS. The problem is that the csv consist line break inside of quote. Example of record in CSV:
ID,PR_ID,SUMMARY
2063,1184,"This is problem field because consists line break
This is not new record but it is part of text of third column
"
I created hive table:
CREATE TEMPORARY EXTERNAL TABLE hive_database.hive_table
(
ID STRING,
PR_ID STRING,
SUMMARY STRING
)
row format serde 'com.bizo.hive.serde.csv.CSVSerde'
with serdeproperties (
"separatorChar" = ",",
"quoteChar" = "\"",
"escapeChar" = "\""
)
stored as textfile
LOCATION '/path/to/hdfs/dir/csv'
tblproperties('skip.header.line.count'='1');
Then I try to count the rows (The correct result should by 1)
Select count(*) from hive_database.hive_table;
But the result is 4 what is incorrect. Do you have any idea how to solve it? Thanks all.
回答1:
There is right now no way to handle multilines csv in hive directly. However, there is some workaround:
produce a csv with
\n
or\r\n
replaced with your own newline marker such<\br>
. You will be able to load it in hive. Then transform the resulting text by replacing the latter by the formeruse spark, it has a multiline csv reader. This works out the box, while the csv beeing not read in a distributed way.
val df = spark.read .option("wholeFile", true) .option("multiline",true) .option("header", true) .option("inferSchema", "true") .option("dateFormat", "yyyy-MM-dd") .option("timestampFormat", "yyyy-MM-dd HH:mm:ss") .csv("test.csv") .write.format("orc") .saveAsTable("myschma.myTable")
use an other format such parquet, avro, orc, sequence file, instead of a csv. For example you could use sqoop to produce them from a jdbc database. Or you could write your own program in java or python.
回答2:
I found the solution. You can define your own InputFormatter. Then the DDL for HQL table will looks like this (At first you need to add your custom jar file):
ADD JAR /path/to/your/jar/CSVCustomInputFormat.jar;
DROP TABLE hive_database.hive_table;
CREATE EXTERNAL TABLE hive_database.hive_table
(
ID STRING,
PR_ID STRING,
SUMMARY STRING
)
ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.OpenCSVSerde'
WITH SERDEPROPERTIES (
"separatorChar" = ",",
"quoteChar" = "\"",
"escapeChar" = "\\"
)
STORED AS
INPUTFORMAT 'com.hql.custom.formatter.CSVCustomInputFormatt'
OUTPUTFORMAT 'org.apache.hadoop.hive.ql.io.orc.OrcOutputFormat'
LOCATION '/path/to/hdfs/dir/csv'
tblproperties('skip.header.line.count'='1');
Then how to create the custom input formatter you can see for example here: https://analyticsanvil.wordpress.com/2016/03/06/creating-a-custom-hive-input-format-and-record-reader-to-read-fixed-format-flat-files/
来源:https://stackoverflow.com/questions/48763661/hive-table-from-csv-the-line-termination-in-quotes