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Posted to issues@spark.apache.org by "Apache Spark (JIRA)" <ji...@apache.org> on 2018/01/03 11:25:00 UTC
[jira] [Commented] (SPARK-19228) inferSchema function processed csv
date column as string and "dateFormat" DataSource option is ignored
[ https://issues.apache.org/jira/browse/SPARK-19228?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=16309509#comment-16309509 ]
Apache Spark commented on SPARK-19228:
--------------------------------------
User 'sergey-rubtsov' has created a pull request for this issue:
https://github.com/apache/spark/pull/20140
> inferSchema function processed csv date column as string and "dateFormat" DataSource option is ignored
> ------------------------------------------------------------------------------------------------------
>
> Key: SPARK-19228
> URL: https://issues.apache.org/jira/browse/SPARK-19228
> Project: Spark
> Issue Type: Bug
> Components: Input/Output, SQL
> Affects Versions: 2.1.0
> Reporter: Sergey Rubtsov
> Labels: easyfix
> Original Estimate: 6h
> Remaining Estimate: 6h
>
> I need to process user.csv like this:
> {code}
> id,project,started,ended
> sergey.rubtsov,project0,12/12/2012,10/10/2015
> {code}
> When I add date format options:
> {code}
> Dataset<Row> users = spark.read().format("csv").option("mode", "PERMISSIVE").option("header", "true")
> .option("inferSchema", "true").option("dateFormat", "dd/MM/yyyy").load("src/main/resources/user.csv");
> users.printSchema();
> {code}
> expected scheme should be
> {code}
> root
> |-- id: string (nullable = true)
> |-- project: string (nullable = true)
> |-- started: date (nullable = true)
> |-- ended: date (nullable = true)
> {code}
> but the actual result is:
> {code}
> root
> |-- id: string (nullable = true)
> |-- project: string (nullable = true)
> |-- started: string (nullable = true)
> |-- ended: string (nullable = true)
> {code}
> This mean that date processed as string and "dateFormat" option is ignored.
> If I add option
> {code}
> .option("timestampFormat", "dd/MM/yyyy")
> {code}
> result is:
> {code}
> root
> |-- id: string (nullable = true)
> |-- project: string (nullable = true)
> |-- started: timestamp (nullable = true)
> |-- ended: timestamp (nullable = true)
> {code}
> I think, the issue is somewhere in object CSVInferSchema, function inferField, lines 80-97 and
> method "tryParseDate" need to be added before/after "tryParseTimestamp", or date/timestamp process logic need to be changed.
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