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[HUDI-2456] support 'show partitions' sql (#3693)

This commit is contained in:
Yann Byron
2021-10-06 15:46:49 +08:00
committed by GitHub
parent 5f32162a2f
commit e91e611afb
11 changed files with 297 additions and 46 deletions

View File

@@ -40,7 +40,7 @@ public class KeyGenUtils {
protected static final String NULL_RECORDKEY_PLACEHOLDER = "__null__";
protected static final String EMPTY_RECORDKEY_PLACEHOLDER = "__empty__";
protected static final String DEFAULT_PARTITION_PATH = "default";
protected static final String HUDI_DEFAULT_PARTITION_PATH = PartitionPathEncodeUtils.DEFAULT_PARTITION_PATH;
public static final String DEFAULT_PARTITION_PATH_SEPARATOR = "/";
/**
@@ -121,8 +121,8 @@ public class KeyGenUtils {
for (String partitionPathField : partitionPathFields) {
String fieldVal = HoodieAvroUtils.getNestedFieldValAsString(record, partitionPathField, true);
if (fieldVal == null || fieldVal.isEmpty()) {
partitionPath.append(hiveStylePartitioning ? partitionPathField + "=" + DEFAULT_PARTITION_PATH
: DEFAULT_PARTITION_PATH);
partitionPath.append(hiveStylePartitioning ? partitionPathField + "=" + HUDI_DEFAULT_PARTITION_PATH
: HUDI_DEFAULT_PARTITION_PATH);
} else {
if (encodePartitionPath) {
fieldVal = PartitionPathEncodeUtils.escapePathName(fieldVal);
@@ -147,7 +147,7 @@ public class KeyGenUtils {
boolean hiveStylePartitioning, boolean encodePartitionPath) {
String partitionPath = HoodieAvroUtils.getNestedFieldValAsString(record, partitionPathField, true);
if (partitionPath == null || partitionPath.isEmpty()) {
partitionPath = DEFAULT_PARTITION_PATH;
partitionPath = HUDI_DEFAULT_PARTITION_PATH;
}
if (encodePartitionPath) {
partitionPath = PartitionPathEncodeUtils.escapePathName(partitionPath);

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@@ -38,7 +38,7 @@ import java.util.stream.IntStream;
import scala.Option;
import static org.apache.hudi.keygen.KeyGenUtils.DEFAULT_PARTITION_PATH;
import static org.apache.hudi.keygen.KeyGenUtils.HUDI_DEFAULT_PARTITION_PATH;
import static org.apache.hudi.keygen.KeyGenUtils.DEFAULT_PARTITION_PATH_SEPARATOR;
import static org.apache.hudi.keygen.KeyGenUtils.EMPTY_RECORDKEY_PLACEHOLDER;
import static org.apache.hudi.keygen.KeyGenUtils.NULL_RECORDKEY_PLACEHOLDER;
@@ -104,11 +104,11 @@ public class RowKeyGeneratorHelper {
Integer fieldPos = fieldPositions.get(0);
// for partition path, if field is not found, index will be set to -1
if (fieldPos == -1 || row.isNullAt(fieldPos)) {
val = DEFAULT_PARTITION_PATH;
val = HUDI_DEFAULT_PARTITION_PATH;
} else {
val = row.getAs(field).toString();
if (val.isEmpty()) {
val = DEFAULT_PARTITION_PATH;
val = HUDI_DEFAULT_PARTITION_PATH;
}
}
if (hiveStylePartitioning) {
@@ -117,7 +117,7 @@ public class RowKeyGeneratorHelper {
} else { // nested
Object nestedVal = getNestedFieldVal(row, partitionPathPositions.get(field));
if (nestedVal.toString().contains(NULL_RECORDKEY_PLACEHOLDER) || nestedVal.toString().contains(EMPTY_RECORDKEY_PLACEHOLDER)) {
val = hiveStylePartitioning ? field + "=" + DEFAULT_PARTITION_PATH : DEFAULT_PARTITION_PATH;
val = hiveStylePartitioning ? field + "=" + HUDI_DEFAULT_PARTITION_PATH : HUDI_DEFAULT_PARTITION_PATH;
} else {
val = hiveStylePartitioning ? field + "=" + nestedVal.toString() : nestedVal.toString();
}
@@ -137,11 +137,11 @@ public class RowKeyGeneratorHelper {
Integer fieldPos = fieldPositions.get(0);
// for partition path, if field is not found, index will be set to -1
if (fieldPos == -1 || row.isNullAt(fieldPos)) {
val = DEFAULT_PARTITION_PATH;
val = HUDI_DEFAULT_PARTITION_PATH;
} else {
Object value = row.get(fieldPos, partitionPathDataTypes.get(field).get(0));
if (value == null || value.toString().isEmpty()) {
val = DEFAULT_PARTITION_PATH;
val = HUDI_DEFAULT_PARTITION_PATH;
} else {
val = value.toString();
}
@@ -161,11 +161,11 @@ public class RowKeyGeneratorHelper {
DataType partitionPathDataType) {
Object val = null;
if (internalRow.isNullAt(partitionPathPosition)) {
return DEFAULT_PARTITION_PATH;
return HUDI_DEFAULT_PARTITION_PATH;
} else {
Object value = partitionPathDataType == DataTypes.StringType ? internalRow.getString(partitionPathPosition) : internalRow.get(partitionPathPosition, partitionPathDataType);
if (value == null || value.toString().isEmpty()) {
val = DEFAULT_PARTITION_PATH;
val = HUDI_DEFAULT_PARTITION_PATH;
} else {
val = value;
}
@@ -197,7 +197,7 @@ public class RowKeyGeneratorHelper {
*/
public static Object getNestedFieldVal(Row row, List<Integer> positions) {
if (positions.size() == 1 && positions.get(0) == -1) {
return DEFAULT_PARTITION_PATH;
return HUDI_DEFAULT_PARTITION_PATH;
}
int index = 0;
int totalCount = positions.size();

View File

@@ -29,7 +29,7 @@ import org.apache.spark.sql.types.StructType;
import java.io.IOException;
import static org.apache.hudi.keygen.KeyGenUtils.DEFAULT_PARTITION_PATH;
import static org.apache.hudi.keygen.KeyGenUtils.HUDI_DEFAULT_PARTITION_PATH;
import static org.apache.hudi.keygen.KeyGenUtils.EMPTY_RECORDKEY_PLACEHOLDER;
import static org.apache.hudi.keygen.KeyGenUtils.NULL_RECORDKEY_PLACEHOLDER;
@@ -85,7 +85,7 @@ public class TimestampBasedKeyGenerator extends SimpleKeyGenerator {
private String getTimestampBasedPartitionPath(Object partitionPathFieldVal) {
Object fieldVal = null;
try {
if (partitionPathFieldVal == null || partitionPathFieldVal.toString().contains(DEFAULT_PARTITION_PATH) || partitionPathFieldVal.toString().contains(NULL_RECORDKEY_PLACEHOLDER)
if (partitionPathFieldVal == null || partitionPathFieldVal.toString().contains(HUDI_DEFAULT_PARTITION_PATH) || partitionPathFieldVal.toString().contains(NULL_RECORDKEY_PLACEHOLDER)
|| partitionPathFieldVal.toString().contains(EMPTY_RECORDKEY_PLACEHOLDER)) {
fieldVal = timestampBasedAvroKeyGenerator.getDefaultPartitionVal();
} else {

View File

@@ -34,7 +34,7 @@ import org.junit.jupiter.params.provider.MethodSource;
import java.util.stream.Stream;
import static org.apache.hudi.keygen.KeyGenUtils.DEFAULT_PARTITION_PATH;
import static org.apache.hudi.keygen.KeyGenUtils.HUDI_DEFAULT_PARTITION_PATH;
public class TestSimpleKeyGenerator extends KeyGeneratorTestUtilities {
private TypedProperties getCommonProps() {
@@ -108,9 +108,9 @@ public class TestSimpleKeyGenerator extends KeyGeneratorTestUtilities {
public void testWrongPartitionPathField() {
SimpleKeyGenerator keyGenerator = new SimpleKeyGenerator(getWrongPartitionPathFieldProps());
GenericRecord record = getRecord();
Assertions.assertEquals(keyGenerator.getPartitionPath(record), KeyGenUtils.DEFAULT_PARTITION_PATH);
Assertions.assertEquals(keyGenerator.getPartitionPath(record), KeyGenUtils.HUDI_DEFAULT_PARTITION_PATH);
Assertions.assertEquals(keyGenerator.getPartitionPath(KeyGeneratorTestUtilities.getRow(record)),
KeyGenUtils.DEFAULT_PARTITION_PATH);
KeyGenUtils.HUDI_DEFAULT_PARTITION_PATH);
}
@Test
@@ -151,7 +151,7 @@ public class TestSimpleKeyGenerator extends KeyGeneratorTestUtilities {
partitionPathFieldValue = (String) nestedColRecord.get("prop1");
}
String expectedPartitionPath = "nested_col.prop1="
+ (partitionPathFieldValue != null && !partitionPathFieldValue.isEmpty() ? partitionPathFieldValue : DEFAULT_PARTITION_PATH);
+ (partitionPathFieldValue != null && !partitionPathFieldValue.isEmpty() ? partitionPathFieldValue : HUDI_DEFAULT_PARTITION_PATH);
HoodieKey key = keyGenerator.getKey(record);
Assertions.assertEquals("key1", key.getRecordKey());
Assertions.assertEquals(expectedPartitionPath, key.getPartitionPath());

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@@ -25,6 +25,8 @@ import java.util.BitSet;
*/
public class PartitionPathEncodeUtils {
public static final String DEFAULT_PARTITION_PATH = "default";
static BitSet charToEscape = new BitSet(128);
static {
for (char c = 0; c < ' '; c++) {
@@ -64,14 +66,11 @@ public class PartitionPathEncodeUtils {
* @return An escaped path name.
*/
public static String escapePathName(String path, String defaultPath) {
// __HIVE_DEFAULT_NULL__ is the system default value for null and empty string.
// TODO: we should allow user to specify default partition or HDFS file location.
if (path == null || path.length() == 0) {
if (defaultPath == null) {
//previously, when path is empty or null and no default path is specified,
// __HIVE_DEFAULT_PARTITION__ was the return value for escapePathName
return "__HIVE_DEFAULT_PARTITION__";
// previously, when path is empty or null and no default path is specified,
// "default" was the return value for escapePathName
return DEFAULT_PARTITION_PATH;
} else {
return defaultPath;
}
@@ -111,4 +110,12 @@ public class PartitionPathEncodeUtils {
}
return sb.toString();
}
public static String escapePartitionValue(String value) {
if (value == null || value.isEmpty()) {
return DEFAULT_PARTITION_PATH;
} else {
return escapePathName(value);
}
}
}

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@@ -19,10 +19,14 @@ package org.apache.spark.sql.hudi
import scala.collection.JavaConverters._
import java.net.URI
import java.util.{Date, Locale}
import java.util.{Date, Locale, Properties}
import org.apache.hadoop.conf.Configuration
import org.apache.hadoop.fs.Path
import org.apache.hudi.SparkAdapterSupport
import org.apache.hudi.client.common.HoodieSparkEngineContext
import org.apache.hudi.common.config.HoodieMetadataConfig
import org.apache.hudi.common.fs.FSUtils
import org.apache.hudi.common.model.HoodieRecord
import org.apache.hudi.common.table.{HoodieTableMetaClient, TableSchemaResolver}
import org.apache.hudi.common.table.timeline.HoodieActiveTimeline
@@ -36,6 +40,7 @@ import org.apache.spark.sql.catalyst.expressions.{And, Attribute, Cast, Expressi
import org.apache.spark.sql.catalyst.plans.logical.{LogicalPlan, MergeIntoTable, SubqueryAlias}
import org.apache.spark.sql.execution.datasources.LogicalRelation
import org.apache.spark.sql.internal.{SQLConf, StaticSQLConf}
import org.apache.spark.api.java.JavaSparkContext
import org.apache.spark.sql.types.{DataType, NullType, StringType, StructField, StructType}
import java.text.SimpleDateFormat
@@ -80,6 +85,16 @@ object HoodieSqlUtils extends SparkAdapterSupport {
.asInstanceOf[StructType]).map(removeMetaFields)
}
def getAllPartitionPaths(spark: SparkSession, table: CatalogTable): Seq[String] = {
val sparkEngine = new HoodieSparkEngineContext(new JavaSparkContext(spark.sparkContext))
val metadataConfig = {
val properties = new Properties()
properties.putAll((spark.sessionState.conf.getAllConfs ++ table.storage.properties).asJava)
HoodieMetadataConfig.newBuilder.fromProperties(properties).build()
}
FSUtils.getAllPartitionPaths(sparkEngine, metadataConfig, HoodieSqlUtils.getTableLocation(table, spark)).asScala
}
private def tripAlias(plan: LogicalPlan): LogicalPlan = {
plan match {
case SubqueryAlias(_, relation: LogicalPlan) =>

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@@ -29,13 +29,13 @@ import org.apache.spark.sql.catalyst.expressions.AttributeReference
import org.apache.spark.sql.catalyst.analysis.UnresolvedAttribute
import org.apache.spark.sql.catalyst.expressions.{Alias, Expression, Literal, NamedExpression}
import org.apache.spark.sql.catalyst.plans.Inner
import org.apache.spark.sql.catalyst.plans.logical.{Assignment, CompactionPath, CompactionShowOnPath, CompactionShowOnTable, CompactionTable, DeleteAction, DeleteFromTable, InsertAction, LogicalPlan, MergeIntoTable, Project, UpdateAction, UpdateTable}
import org.apache.spark.sql.catalyst.plans.logical._
import org.apache.spark.sql.catalyst.rules.Rule
import org.apache.spark.sql.execution.command.{AlterTableAddColumnsCommand, AlterTableChangeColumnCommand, AlterTableRenameCommand, CreateDataSourceTableCommand, TruncateTableCommand}
import org.apache.spark.sql.execution.command._
import org.apache.spark.sql.execution.datasources.{CreateTable, LogicalRelation}
import org.apache.spark.sql.hudi.{HoodieOptionConfig, HoodieSqlUtils}
import org.apache.spark.sql.hudi.HoodieSqlUtils._
import org.apache.spark.sql.hudi.command.{AlterHoodieTableAddColumnsCommand, AlterHoodieTableChangeColumnCommand, AlterHoodieTableRenameCommand, CompactionHoodiePathCommand, CompactionHoodieTableCommand, CompactionShowHoodiePathCommand, CompactionShowHoodieTableCommand, CreateHoodieTableAsSelectCommand, CreateHoodieTableCommand, DeleteHoodieTableCommand, InsertIntoHoodieTableCommand, MergeIntoHoodieTableCommand, TruncateHoodieTableCommand, UpdateHoodieTableCommand}
import org.apache.spark.sql.hudi.command._
import org.apache.spark.sql.types.StringType
object HoodieAnalysis {
@@ -417,6 +417,9 @@ case class HoodiePostAnalysisRule(sparkSession: SparkSession) extends Rule[Logic
case AlterTableChangeColumnCommand(tableName, columnName, newColumn)
if isHoodieTable(tableName, sparkSession) =>
AlterHoodieTableChangeColumnCommand(tableName, columnName, newColumn)
case ShowPartitionsCommand(tableName, specOpt)
if isHoodieTable(tableName, sparkSession) =>
ShowHoodieTablePartitionsCommand(tableName, specOpt)
// Rewrite TruncateTableCommand to TruncateHoodieTableCommand
case TruncateTableCommand(tableName, partitionSpec)
if isHoodieTable(tableName, sparkSession) =>

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@@ -19,9 +19,6 @@ package org.apache.spark.sql.hudi.command
import org.apache.hadoop.conf.Configuration
import org.apache.hadoop.fs.Path
import org.apache.hudi.client.common.HoodieSparkEngineContext
import org.apache.hudi.common.config.HoodieMetadataConfig
import org.apache.hudi.common.fs.FSUtils
import org.apache.hudi.common.model.HoodieFileFormat
import org.apache.hudi.common.table.{HoodieTableConfig, HoodieTableMetaClient}
import org.apache.hudi.common.util.ValidationUtils
@@ -29,7 +26,6 @@ import org.apache.hudi.hadoop.HoodieParquetInputFormat
import org.apache.hudi.hadoop.realtime.HoodieParquetRealtimeInputFormat
import org.apache.hudi.hadoop.utils.HoodieInputFormatUtils
import org.apache.hudi.{DataSourceWriteOptions, SparkAdapterSupport}
import org.apache.spark.api.java.JavaSparkContext
import org.apache.spark.internal.Logging
import org.apache.spark.sql.avro.SchemaConverters
import org.apache.spark.sql.catalyst.TableIdentifier
@@ -129,9 +125,9 @@ case class CreateHoodieTableCommand(table: CatalogTable, ignoreIfExists: Boolean
(addMetaFields(tableSchema.get), options)
} else if (userSpecifiedSchema.nonEmpty) {
(addMetaFields(userSpecifiedSchema), options)
} else {
} else {
throw new IllegalArgumentException(s"Missing schema for Create Table: $tableName")
}
}
} else {
assert(table.schema.nonEmpty, s"Missing schema for Create Table: $tableName")
// SPARK-19724: the default location of a managed table should be non-existent or empty.
@@ -319,16 +315,6 @@ case class CreateHoodieTableCommand(table: CatalogTable, ignoreIfExists: Boolean
}
}
private def getAllPartitionPaths(spark: SparkSession, table: CatalogTable): Seq[String] = {
val sparkEngine = new HoodieSparkEngineContext(new JavaSparkContext(spark.sparkContext))
val metadataConfig = {
val properties = new Properties()
properties.putAll((spark.sessionState.conf.getAllConfs ++ table.storage.properties).asJava)
HoodieMetadataConfig.newBuilder.fromProperties(properties).build()
}
FSUtils.getAllPartitionPaths(sparkEngine, metadataConfig, getTableLocation(table, spark)).asScala
}
/**
* This method is used to compatible with the old non-hive-styled partition table.
* By default we enable the "hoodie.datasource.write.hive_style_partitioning"

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@@ -0,0 +1,76 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.spark.sql.hudi.command
import org.apache.hudi.common.table.HoodieTableMetaClient
import org.apache.hudi.common.util.PartitionPathEncodeUtils
import org.apache.spark.sql.{Row, SparkSession}
import org.apache.spark.sql.catalyst.TableIdentifier
import org.apache.spark.sql.catalyst.catalog.CatalogTypes.TablePartitionSpec
import org.apache.spark.sql.catalyst.expressions.{Attribute, AttributeReference}
import org.apache.spark.sql.execution.command.RunnableCommand
import org.apache.spark.sql.execution.datasources.PartitioningUtils
import org.apache.spark.sql.hudi.HoodieSqlUtils._
import org.apache.spark.sql.types.StringType
/**
* Command for show hudi table's partitions.
*/
case class ShowHoodieTablePartitionsCommand(
tableName: TableIdentifier,
specOpt: Option[TablePartitionSpec])
extends RunnableCommand {
override val output: Seq[Attribute] = {
AttributeReference("partition", StringType, nullable = false)() :: Nil
}
override def run(sparkSession: SparkSession): Seq[Row] = {
val catalog = sparkSession.sessionState.catalog
val resolver = sparkSession.sessionState.conf.resolver
val catalogTable = catalog.getTableMetadata(tableName)
val tablePath = getTableLocation(catalogTable, sparkSession)
val hadoopConf = sparkSession.sessionState.newHadoopConf()
val metaClient = HoodieTableMetaClient.builder().setBasePath(tablePath)
.setConf(hadoopConf).build()
val schemaOpt = getTableSqlSchema(metaClient)
val partitionColumnNamesOpt = metaClient.getTableConfig.getPartitionFields
if (partitionColumnNamesOpt.isPresent && partitionColumnNamesOpt.get.nonEmpty
&& schemaOpt.isDefined && schemaOpt.nonEmpty) {
val partitionColumnNames = partitionColumnNamesOpt.get
val schema = schemaOpt.get
val allPartitionPaths: Seq[String] = getAllPartitionPaths(sparkSession, catalogTable)
if (specOpt.isEmpty) {
allPartitionPaths.map(Row(_))
} else {
val spec = specOpt.get
allPartitionPaths.filter { partitionPath =>
val part = PartitioningUtils.parsePathFragment(partitionPath)
spec.forall { case (col, value) =>
PartitionPathEncodeUtils.escapePartitionValue(value) == part.getOrElse(col, null)
}
}.map(Row(_))
}
} else {
Seq.empty[Row]
}
}
}

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@@ -77,7 +77,7 @@ class TestHoodieSqlBase extends FunSuite with BeforeAndAfterAll {
}
protected def checkAnswer(sql: String)(expects: Seq[Any]*): Unit = {
assertResult(expects.map(row => Row(row: _*)).toArray)(spark.sql(sql).collect())
assertResult(expects.map(row => Row(row: _*)).toArray.sortBy(_.toString()))(spark.sql(sql).collect().sortBy(_.toString()))
}
protected def checkException(sql: String)(errorMsg: String): Unit = {

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@@ -0,0 +1,164 @@
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.spark.sql.hudi
import org.apache.spark.sql.Row
class TestShowPartitions extends TestHoodieSqlBase {
test("Test Show Non Partitioned Table's Partitions") {
val tableName = generateTableName
// Create a non-partitioned table
spark.sql(
s"""
| create table $tableName (
| id int,
| name string,
| price double,
| ts long
|) using hudi
|options (
| primaryKey = 'id',
| preCombineField = 'ts'
)
""".stripMargin)
// Insert data
spark.sql(
s"""
| insert into $tableName
| select 1 as id, 'a1' as name, 10 as price, 1000 as ts
""".stripMargin)
checkAnswer(s"show partitions $tableName")(Seq.empty: _*)
}
test("Test Show Partitioned Table's Partitions") {
val tableName = generateTableName
// Create a partitioned table
spark.sql(
s"""
| create table $tableName (
| id int,
| name string,
| price double,
| ts long,
| dt string
) using hudi
| partitioned by (dt)
| options (
| primaryKey = 'id',
| preCombineField = 'ts'
| )
""".stripMargin)
// Empty partitions
checkAnswer(s"show partitions $tableName")(Seq.empty: _*)
// Insert into dynamic partition
spark.sql(
s"""
| insert into $tableName
| values (1, 'a1', 10, 1000, '2021-01-01')
""".stripMargin)
checkAnswer(s"show partitions $tableName")(Seq("dt=2021-01-01"))
// Insert into static partition
spark.sql(
s"""
| insert into $tableName partition(dt = '2021-01-02')
| select 2 as id, 'a2' as name, 10 as price, 1000 as ts
""".stripMargin)
checkAnswer(s"show partitions $tableName partition(dt='2021-01-02')")(Seq("dt=2021-01-02"))
// Insert into null partition
spark.sql(
s"""
| insert into $tableName
| select 3 as id, 'a3' as name, 10 as price, 1000 as ts, null as dt
""".stripMargin)
checkAnswer(s"show partitions $tableName")(
Seq("dt=2021-01-01"), Seq("dt=2021-01-02"), Seq("dt=default")
)
}
test("Test Show Table's Partitions with MultiLevel Partitions") {
val tableName = generateTableName
// Create a multi-level partitioned table
spark.sql(
s"""
| create table $tableName (
| id int,
| name string,
| price double,
| ts long,
| year string,
| month string,
| day string
| ) using hudi
| partitioned by (year, month, day)
| options (
| primaryKey = 'id',
| preCombineField = 'ts'
| )
""".stripMargin)
// Empty partitions
checkAnswer(s"show partitions $tableName")(Seq.empty: _*)
// Insert into dynamic partition
spark.sql(
s"""
| insert into $tableName
| values
| (1, 'a1', 10, 1000, '2021', '01', '01'),
| (2, 'a2', 10, 1000, '2021', '01', '02'),
| (3, 'a3', 10, 1000, '2021', '02', '01'),
| (4, 'a4', 10, 1000, '2021', '02', null),
| (5, 'a5', 10, 1000, '2021', null, '01'),
| (6, 'a6', 10, 1000, null, '01', '02'),
| (7, 'a6', 10, 1000, '2022', null, null),
| (8, 'a6', 10, 1000, null, '01', null),
| (9, 'a6', 10, 1000, null, null, '01')
""".stripMargin)
// check all partitions
checkAnswer(s"show partitions $tableName")(
Seq("year=2021/month=01/day=01"),
Seq("year=2021/month=01/day=02"),
Seq("year=2021/month=02/day=01"),
Seq("year=2021/month=02/day=default"),
Seq("year=2021/month=default/day=01"),
Seq("year=default/month=01/day=default"),
Seq("year=default/month=01/day=02"),
Seq("year=default/month=default/day=01"),
Seq("year=2022/month=default/day=default")
)
// check partial partitions
checkAnswer(s"show partitions $tableName partition(year='2021', month='01', day='01')")(
Seq("year=2021/month=01/day=01")
)
checkAnswer(s"show partitions $tableName partition(year='2021', month='02')")(
Seq("year=2021/month=02/day=default"),
Seq("year=2021/month=02/day=01")
)
checkAnswer(s"show partitions $tableName partition(day=01)")(
Seq("year=2021/month=02/day=01"),
Seq("year=2021/month=default/day=01"),
Seq("year=2021/month=01/day=01"),
Seq("year=default/month=default/day=01")
)
}
}