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Posted to issues@spark.apache.org by "Andy Grove (Jira)" <ji...@apache.org> on 2022/01/28 17:21:00 UTC

[jira] [Created] (SPARK-38060) Inconsistent behavior from JSON option allowNonNumericNumbers

Andy Grove created SPARK-38060:
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             Summary: Inconsistent behavior from JSON option allowNonNumericNumbers
                 Key: SPARK-38060
                 URL: https://issues.apache.org/jira/browse/SPARK-38060
             Project: Spark
          Issue Type: Bug
          Components: SQL
    Affects Versions: 3.2.0
         Environment: Running Spark 3.2.0 in local mode on Ubuntu 20.04.3 LTS
            Reporter: Andy Grove


The behavior of the JSON option allowNonNumericNumbers is not consistent and still supports parsing NaN and Infinity values in some cases when the option is set to false.
h2. Input data
{code:java}
{ "number": "NaN" }
{ "number": NaN }
{ "number": "+INF" }
{ "number": +INF }
{ "number": "-INF" }
{ "number": -INF }
{ "number": "INF" }
{ "number": INF }
{ "number": Infinity }
{ "number": +Infinity }
{ "number": -Infinity }
{ "number": "Infinity" }
{ "number": "+Infinity" }
{ "number": "-Infinity" }
{code}
h2. Setup
{code:java}
import org.apache.spark.sql.types._

val schema = StructType(Seq(StructField("number", DataTypes.FloatType, false))) {code}
h2. allowNonNumericNumbers = false
{code:java}
spark.read.format("json").schema(schema).option("allowNonNumericNumbers", "false").json("nan_valid.json")

df.show

+---------+
|   number|
+---------+
|      NaN|
|     null|
|     null|
|     null|
|     null|
|     null|
|     null|
|     null|
|     null|
|     null|
|     null|
| Infinity|
|     null|
|-Infinity|
+---------+ {code}
h2. allowNonNumericNumbers = true
{code:java}
val df = spark.read.format("json").schema(schema).option("allowNonNumericNumbers", "true").json("nan_valid.json") 

df.show

+---------+
|   number|
+---------+
|      NaN|
|      NaN|
|     null|
| Infinity|
|     null|
|-Infinity|
|     null|
|     null|
| Infinity|
| Infinity|
|-Infinity|
| Infinity|
|     null|
|-Infinity|
+---------+{code}



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