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Posted to commits@spark.apache.org by li...@apache.org on 2017/01/05 05:34:40 UTC
spark git commit: [SPARK-18877][SQL][BACKPORT-2.0]
CSVInferSchema.inferField` on DecimalType should find a common type with
`typeSoFar`
Repository: spark
Updated Branches:
refs/heads/branch-2.0 5ed2f1c11 -> 93549ff96
[SPARK-18877][SQL][BACKPORT-2.0] CSVInferSchema.inferField` on DecimalType should find a common type with `typeSoFar`
## What changes were proposed in this pull request?
CSV type inferencing causes `IllegalArgumentException` on decimal numbers with heterogeneous precisions and scales because the current logic uses the last decimal type in a **partition**. Specifically, `inferRowType`, the **seqOp** of **aggregate**, returns the last decimal type. This PR fixes it to use `findTightestCommonType`.
**decimal.csv**
```
9.03E+12
1.19E+11
```
**BEFORE**
```scala
scala> spark.read.format("csv").option("inferSchema", true).load("decimal.csv").printSchema
root
|-- _c0: decimal(3,-9) (nullable = true)
scala> spark.read.format("csv").option("inferSchema", true).load("decimal.csv").show
16/12/16 14:32:49 ERROR Executor: Exception in task 0.0 in stage 4.0 (TID 4)
java.lang.IllegalArgumentException: requirement failed: Decimal precision 4 exceeds max precision 3
```
**AFTER**
```scala
scala> spark.read.format("csv").option("inferSchema", true).load("decimal.csv").printSchema
root
|-- _c0: decimal(4,-9) (nullable = true)
scala> spark.read.format("csv").option("inferSchema", true).load("decimal.csv").show
+---------+
| _c0|
+---------+
|9.030E+12|
| 1.19E+11|
+---------+
```
## How was this patch tested?
Pass the newly add test case.
Author: Dongjoon Hyun <do...@apache.org>
Closes #16472 from dongjoon-hyun/SPARK-18877-BACKPORT-20.
Project: http://git-wip-us.apache.org/repos/asf/spark/repo
Commit: http://git-wip-us.apache.org/repos/asf/spark/commit/93549ff9
Tree: http://git-wip-us.apache.org/repos/asf/spark/tree/93549ff9
Diff: http://git-wip-us.apache.org/repos/asf/spark/diff/93549ff9
Branch: refs/heads/branch-2.0
Commit: 93549ff96308c8d66622775253ec387db325ed46
Parents: 5ed2f1c
Author: Dongjoon Hyun <do...@apache.org>
Authored: Wed Jan 4 21:34:31 2017 -0800
Committer: gatorsmile <ga...@gmail.com>
Committed: Wed Jan 4 21:34:31 2017 -0800
----------------------------------------------------------------------
.../execution/datasources/csv/CSVInferSchema.scala | 4 +++-
.../datasources/csv/CSVInferSchemaSuite.scala | 17 +++++++++++++++++
2 files changed, 20 insertions(+), 1 deletion(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/spark/blob/93549ff9/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchema.scala
----------------------------------------------------------------------
diff --git a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchema.scala b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchema.scala
index 3ab775c..bc2071e 100644
--- a/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchema.scala
+++ b/sql/core/src/main/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchema.scala
@@ -85,7 +85,9 @@ private[csv] object CSVInferSchema {
case NullType => tryParseInteger(field, options)
case IntegerType => tryParseInteger(field, options)
case LongType => tryParseLong(field, options)
- case _: DecimalType => tryParseDecimal(field, options)
+ case _: DecimalType =>
+ // DecimalTypes have different precisions and scales, so we try to find the common type.
+ findTightestCommonType(typeSoFar, tryParseDecimal(field, options)).getOrElse(StringType)
case DoubleType => tryParseDouble(field, options)
case TimestampType => tryParseTimestamp(field, options)
case BooleanType => tryParseBoolean(field, options)
http://git-wip-us.apache.org/repos/asf/spark/blob/93549ff9/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchemaSuite.scala
----------------------------------------------------------------------
diff --git a/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchemaSuite.scala b/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchemaSuite.scala
index 5e00f66..7aca644 100644
--- a/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchemaSuite.scala
+++ b/sql/core/src/test/scala/org/apache/spark/sql/execution/datasources/csv/CSVInferSchemaSuite.scala
@@ -109,4 +109,21 @@ class CSVInferSchemaSuite extends SparkFunSuite {
val mergedNullTypes = CSVInferSchema.mergeRowTypes(Array(NullType), Array(NullType))
assert(mergedNullTypes.deep == Array(NullType).deep)
}
+
+ test("SPARK-18877: `inferField` on DecimalType should find a common type with `typeSoFar`") {
+ val options = new CSVOptions(Map.empty[String, String])
+
+ // 9.03E+12 is Decimal(3, -10) and 1.19E+11 is Decimal(3, -9).
+ assert(CSVInferSchema.inferField(DecimalType(3, -10), "1.19E+11", options) ==
+ DecimalType(4, -9))
+
+ // BigDecimal("12345678901234567890.01234567890123456789") is precision 40 and scale 20.
+ val value = "12345678901234567890.01234567890123456789"
+ assert(CSVInferSchema.inferField(DecimalType(3, -10), value, options) == DoubleType)
+
+ // Seq(s"${Long.MaxValue}1", "2015-12-01 00:00:00") should be StringType
+ assert(CSVInferSchema.inferField(NullType, s"${Long.MaxValue}1", options) == DecimalType(20, 0))
+ assert(CSVInferSchema.inferField(DecimalType(20, 0), "2015-12-01 00:00:00", options)
+ == StringType)
+ }
}
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