Details
-
Bug
-
Status: Resolved
-
Major
-
Resolution: Fixed
-
1.5.1
Description
A user reported this issue on Discord. It could be easily reproduced using the following shapefiles provided by the user: debug_shapefiles.zip
The following code loads a directory containing multiple shapefiles to SpatialRDD at once, and then use Adapter.toDF to convert the SpatialRDD to a Spark DataFrame:
parcel_rdd = ShapefileReader.readToGeometryRDD(sc, parcel_path) parcel_df = Adapter.toDf(parcel_rdd, sedona) parcel_df.printSchema() parcel_df.show()
The above code yields the following output:
root |-- geometry: geometry (nullable = true) |-- id: string (nullable = true) |-- name id: string (nullable = true) |-- name id: string (nullable = true) |-- name: string (nullable = true) 24/01/31 14:09:24 WARN TaskSetManager: Lost task 0.0 in stage 32.0 (TID 43) (172.20.0.130 executor 0): org.apache.spark.SparkRuntimeException: Error while encoding: java.lang.ArrayIndexOutOfBoundsException: Index 3 out of bounds for length 3 if (assertnotnull(input[0, org.apache.spark.sql.Row, true]).isNullAt) null else newInstance(class org.apache.spark.sql.sedona_sql.UDT.GeometryUDT).serialize AS geometry#275 if (assertnotnull(input[0, org.apache.spark.sql.Row, true]).isNullAt) null else staticinvoke(class org.apache.spark.unsafe.types.UTF8String, StringType, fromString, validateexternaltype(getexternalrowfield(assertnotnull(input[0, org.apache.spark.sql.Row, true]), 1, id), StringType, ObjectType(class java.lang.String)), true, false, true) AS id#276 if (assertnotnull(input[0, org.apache.spark.sql.Row, true]).isNullAt) null else staticinvoke(class org.apache.spark.unsafe.types.UTF8String, StringType, fromString, validateexternaltype(getexternalrowfield(assertnotnull(input[0, org.apache.spark.sql.Row, true]), 2, name id), StringType, ObjectType(class java.lang.String)), true, false, true) AS name id#277
The reason why Adapter.toDf returns a dataframe with weird schema is because the fieldNames property of parcel_rdd is incorrect:
>>> parcel_rdd.fieldNames ['id', 'name id', 'name id', 'name']
The schema of the shapefiles should be ['id', 'name'], but it was strangely duplicated 3 times.
Attachments
Attachments
Issue Links
- links to