Github user HyukjinKwon commented on a diff in the pull request:
https://github.com/apache/spark/pull/16928#discussion_r101911095
--- Diff:
sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/UnivocityParser.scala
---
@@ -202,21 +214,30 @@ private[csv] class UnivocityParser(
}
numMalformedRecords += 1
None
- } else if (options.failFast && schema.length != tokens.length) {
+ } else if (options.failFast && inputSchema.length != tokens.length) {
throw new RuntimeException(s"Malformed line in FAILFAST mode: " +
s"${tokens.mkString(options.delimiter.toString)}")
} else {
- val checkedTokens = if (options.permissive && schema.length >
tokens.length) {
- tokens ++ new Array[String](schema.length - tokens.length)
- } else if (options.permissive && schema.length < tokens.length) {
- tokens.take(schema.length)
+ if (options.permissive && shouldHandleCorruptRecord) {
+ row.setNullAt(corruptIndex)
+ }
+ val checkedTokens = if (options.permissive && inputSchema.length >
tokens.length) {
+ tokens ++ new Array[String](inputSchema.length - tokens.length)
+ } else if (options.permissive && inputSchema.length < tokens.length)
{
+ tokens.take(inputSchema.length)
} else {
tokens
}
try {
Some(convert(checkedTokens))
} catch {
+ // We only catch exceptions about malformed values here and pass
over other exceptions
+ // (e.g., SparkException about unsupported types).
+ case _: NumberFormatException | _: IllegalArgumentException
+ if options.permissive && shouldHandleCorruptRecord =>
+ row(corruptIndex) =
UTF8String.fromString(tokens.mkString(options.delimiter.toString))
--- End diff --
Ah, so it had to be manually concatenated. I think it is okay to rename
`convertWithParseMode` to `parseWithMode` and make it take `intput: String` as
an argument. I worry if the original `input` is different with what is stored
in the corrupt column.
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