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Original file line number Diff line number Diff line change
Expand Up @@ -450,8 +450,7 @@ class DataFrameReader private[sql](sparkSession: SparkSession) extends Logging {
input => rawParser.parse(input, createParser, UTF8String.fromString),
parsedOptions.parseMode,
schema,
parsedOptions.columnNameOfCorruptRecord,
parsedOptions.multiLine)
parsedOptions.columnNameOfCorruptRecord)
iter.flatMap(parser.parse)
}
sparkSession.internalCreateDataFrame(parsed, schema, isStreaming = jsonDataset.isStreaming)
Expand Down Expand Up @@ -526,8 +525,7 @@ class DataFrameReader private[sql](sparkSession: SparkSession) extends Logging {
input => Seq(rawParser.parse(input)),
parsedOptions.parseMode,
schema,
parsedOptions.columnNameOfCorruptRecord,
parsedOptions.multiLine)
parsedOptions.columnNameOfCorruptRecord)
iter.flatMap(parser.parse)
}
sparkSession.internalCreateDataFrame(parsed, schema, isStreaming = csvDataset.isStreaming)
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -29,8 +29,7 @@ class FailureSafeParser[IN](
rawParser: IN => Seq[InternalRow],
mode: ParseMode,
schema: StructType,
columnNameOfCorruptRecord: String,
isMultiLine: Boolean) {
columnNameOfCorruptRecord: String) {

private val corruptFieldIndex = schema.getFieldIndex(columnNameOfCorruptRecord)
private val actualSchema = StructType(schema.filterNot(_.name == columnNameOfCorruptRecord))
Expand Down Expand Up @@ -58,15 +57,9 @@ class FailureSafeParser[IN](
}
}

private val skipParsing = !isMultiLine && mode == PermissiveMode && schema.isEmpty

def parse(input: IN): Iterator[InternalRow] = {
try {
if (skipParsing) {
Iterator.single(InternalRow.empty)
} else {
rawParser.apply(input).toIterator.map(row => toResultRow(Some(row), () => null))
}
rawParser.apply(input).toIterator.map(row => toResultRow(Some(row), () => null))
} catch {
case e: BadRecordException => mode match {
case PermissiveMode =>
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -203,11 +203,19 @@ class UnivocityParser(
}
}

private val doParse = if (requiredSchema.nonEmpty) {
(input: String) => convert(tokenizer.parseLine(input))
} else {
// If `columnPruning` enabled and partition attributes scanned only,
// `schema` gets empty.
(_: String) => InternalRow.empty
}

/**
* Parses a single CSV string and turns it into either one resulting row or no row (if the
* the record is malformed).
*/
def parse(input: String): InternalRow = convert(tokenizer.parseLine(input))
def parse(input: String): InternalRow = doParse(input)

private val getToken = if (options.columnPruning) {
(tokens: Array[String], index: Int) => tokens(index)
Expand Down Expand Up @@ -290,8 +298,7 @@ private[csv] object UnivocityParser {
input => Seq(parser.convert(input)),
parser.options.parseMode,
schema,
parser.options.columnNameOfCorruptRecord,
parser.options.multiLine)
parser.options.columnNameOfCorruptRecord)
convertStream(inputStream, shouldDropHeader, tokenizer, checkHeader) { tokens =>
safeParser.parse(tokens)
}.flatten
Expand Down Expand Up @@ -339,8 +346,7 @@ private[csv] object UnivocityParser {
input => Seq(parser.parse(input)),
parser.options.parseMode,
schema,
parser.options.columnNameOfCorruptRecord,
parser.options.multiLine)
parser.options.columnNameOfCorruptRecord)
filteredLines.flatMap(safeParser.parse)
}
}
Original file line number Diff line number Diff line change
Expand Up @@ -139,8 +139,7 @@ object TextInputJsonDataSource extends JsonDataSource {
input => parser.parse(input, textParser, textToUTF8String),
parser.options.parseMode,
schema,
parser.options.columnNameOfCorruptRecord,
parser.options.multiLine)
parser.options.columnNameOfCorruptRecord)
linesReader.flatMap(safeParser.parse)
}

Expand Down Expand Up @@ -224,8 +223,7 @@ object MultiLineJsonDataSource extends JsonDataSource {
input => parser.parse[InputStream](input, streamParser, partitionedFileString),
parser.options.parseMode,
schema,
parser.options.columnNameOfCorruptRecord,
parser.options.multiLine)
parser.options.columnNameOfCorruptRecord)

safeParser.parse(
CodecStreams.createInputStreamWithCloseResource(conf, new Path(new URI(file.filePath))))
Expand Down
Original file line number Diff line number Diff line change
Expand Up @@ -194,9 +194,6 @@ object JSONBenchmarks {
benchmark.addCase(s"Select 1 column + count()", 3) { _ =>
ds.select($"col1").filter((_: Row) => true).count()
}
benchmark.addCase(s"count()", 3) { _ =>
ds.count()
}

/*
Intel(R) Core(TM) i7-7700HQ CPU @ 2.80GHz
Expand All @@ -205,7 +202,6 @@ object JSONBenchmarks {
---------------------------------------------------------------------------------------------
Select 10 columns + count() 9961 / 10006 1.0 996.1 1.0X
Select 1 column + count() 8355 / 8470 1.2 835.5 1.2X
count() 2104 / 2156 4.8 210.4 4.7X
*/
benchmark.run()
}
Expand Down