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authorCheng Lian <lian@databricks.com>2016-06-23 23:11:46 -0700
committerYin Huai <yhuai@databricks.com>2016-06-23 23:11:46 -0700
commit2d2f607bfae97f2681df24f48bb8b1b483c6b309 (patch)
tree917059d4730787edb05f1f5d6387ce5de0373d5e /sql
parentcc6778ee0bf4fa7a78abd30542c4a6f80ea371c5 (diff)
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[SPARK-13709][SQL] Initialize deserializer with both table and partition properties when reading partitioned tables
## What changes were proposed in this pull request? When reading partitions of a partitioned Hive SerDe table, we only initializes the deserializer using partition properties. However, for SerDes like `AvroSerDe`, essential properties (e.g. Avro schema information) may be defined in table properties. We should merge both table properties and partition properties before initializing the deserializer. Note that an individual partition may have different properties than the one defined in the table properties (e.g. partitions within a table can have different SerDes). Thus, for any property key defined in both partition and table properties, the value set in partition properties wins. ## How was this patch tested? New test case added in `QueryPartitionSuite`. Author: Cheng Lian <lian@databricks.com> Closes #13865 from liancheng/spark-13709-partitioned-avro-table.
Diffstat (limited to 'sql')
-rw-r--r--sql/hive/src/main/scala/org/apache/spark/sql/hive/TableReader.scala17
-rw-r--r--sql/hive/src/test/scala/org/apache/spark/sql/hive/QueryPartitionSuite.scala81
2 files changed, 97 insertions, 1 deletions
diff --git a/sql/hive/src/main/scala/org/apache/spark/sql/hive/TableReader.scala b/sql/hive/src/main/scala/org/apache/spark/sql/hive/TableReader.scala
index e49a235643..b4808fdbed 100644
--- a/sql/hive/src/main/scala/org/apache/spark/sql/hive/TableReader.scala
+++ b/sql/hive/src/main/scala/org/apache/spark/sql/hive/TableReader.scala
@@ -17,6 +17,10 @@
package org.apache.spark.sql.hive
+import java.util.Properties
+
+import scala.collection.JavaConverters._
+
import org.apache.hadoop.conf.Configuration
import org.apache.hadoop.fs.{Path, PathFilter}
import org.apache.hadoop.hive.metastore.api.hive_metastoreConstants._
@@ -230,10 +234,21 @@ class HadoopTableReader(
// Fill all partition keys to the given MutableRow object
fillPartitionKeys(partValues, mutableRow)
+ val tableProperties = relation.tableDesc.getProperties
+
createHadoopRdd(tableDesc, inputPathStr, ifc).mapPartitions { iter =>
val hconf = broadcastedHiveConf.value.value
val deserializer = localDeserializer.newInstance()
- deserializer.initialize(hconf, partProps)
+ // SPARK-13709: For SerDes like AvroSerDe, some essential information (e.g. Avro schema
+ // information) may be defined in table properties. Here we should merge table properties
+ // and partition properties before initializing the deserializer. Note that partition
+ // properties take a higher priority here. For example, a partition may have a different
+ // SerDe as the one defined in table properties.
+ val props = new Properties(tableProperties)
+ partProps.asScala.foreach {
+ case (key, value) => props.setProperty(key, value)
+ }
+ deserializer.initialize(hconf, props)
// get the table deserializer
val tableSerDe = tableDesc.getDeserializerClass.newInstance()
tableSerDe.initialize(hconf, tableDesc.getProperties)
diff --git a/sql/hive/src/test/scala/org/apache/spark/sql/hive/QueryPartitionSuite.scala b/sql/hive/src/test/scala/org/apache/spark/sql/hive/QueryPartitionSuite.scala
index f7650e001a..feeaade561 100644
--- a/sql/hive/src/test/scala/org/apache/spark/sql/hive/QueryPartitionSuite.scala
+++ b/sql/hive/src/test/scala/org/apache/spark/sql/hive/QueryPartitionSuite.scala
@@ -17,7 +17,10 @@
package org.apache.spark.sql.hive
+import java.io.File
+
import com.google.common.io.Files
+import org.apache.hadoop.fs.FileSystem
import org.apache.spark.sql._
import org.apache.spark.sql.hive.test.TestHiveSingleton
@@ -65,4 +68,82 @@ class QueryPartitionSuite extends QueryTest with SQLTestUtils with TestHiveSingl
sql("DROP TABLE IF EXISTS createAndInsertTest")
}
}
+
+ test("SPARK-13709: reading partitioned Avro table with nested schema") {
+ withTempDir { dir =>
+ val path = dir.getCanonicalPath
+ val tableName = "spark_13709"
+ val tempTableName = "spark_13709_temp"
+
+ new File(path, tableName).mkdir()
+ new File(path, tempTableName).mkdir()
+
+ val avroSchema =
+ """{
+ | "name": "test_record",
+ | "type": "record",
+ | "fields": [ {
+ | "name": "f0",
+ | "type": "int"
+ | }, {
+ | "name": "f1",
+ | "type": {
+ | "type": "record",
+ | "name": "inner",
+ | "fields": [ {
+ | "name": "f10",
+ | "type": "int"
+ | }, {
+ | "name": "f11",
+ | "type": "double"
+ | } ]
+ | }
+ | } ]
+ |}
+ """.stripMargin
+
+ withTable(tableName, tempTableName) {
+ // Creates the external partitioned Avro table to be tested.
+ sql(
+ s"""CREATE EXTERNAL TABLE $tableName
+ |PARTITIONED BY (ds STRING)
+ |ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.avro.AvroSerDe'
+ |STORED AS
+ | INPUTFORMAT 'org.apache.hadoop.hive.ql.io.avro.AvroContainerInputFormat'
+ | OUTPUTFORMAT 'org.apache.hadoop.hive.ql.io.avro.AvroContainerOutputFormat'
+ |LOCATION '$path/$tableName'
+ |TBLPROPERTIES ('avro.schema.literal' = '$avroSchema')
+ """.stripMargin
+ )
+
+ // Creates an temporary Avro table used to prepare testing Avro file.
+ sql(
+ s"""CREATE EXTERNAL TABLE $tempTableName
+ |ROW FORMAT SERDE 'org.apache.hadoop.hive.serde2.avro.AvroSerDe'
+ |STORED AS
+ | INPUTFORMAT 'org.apache.hadoop.hive.ql.io.avro.AvroContainerInputFormat'
+ | OUTPUTFORMAT 'org.apache.hadoop.hive.ql.io.avro.AvroContainerOutputFormat'
+ |LOCATION '$path/$tempTableName'
+ |TBLPROPERTIES ('avro.schema.literal' = '$avroSchema')
+ """.stripMargin
+ )
+
+ // Generates Avro data.
+ sql(s"INSERT OVERWRITE TABLE $tempTableName SELECT 1, STRUCT(2, 2.5)")
+
+ // Adds generated Avro data as a new partition to the testing table.
+ sql(s"ALTER TABLE $tableName ADD PARTITION (ds = 'foo') LOCATION '$path/$tempTableName'")
+
+ // The following query fails before SPARK-13709 is fixed. This is because when reading data
+ // from table partitions, Avro deserializer needs the Avro schema, which is defined in
+ // table property "avro.schema.literal". However, we only initializes the deserializer using
+ // partition properties, which doesn't include the wanted property entry. Merging two sets
+ // of properties solves the problem.
+ checkAnswer(
+ sql(s"SELECT * FROM $tableName"),
+ Row(1, Row(2, 2.5D), "foo")
+ )
+ }
+ }
+ }
}