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run docker set up. | |
root@adhoc-1:/opt# cp hadoop-2.8.4/etc/hadoop/hive-site.xml spark/conf/ | |
root@adhoc-1:/opt# cp hadoop-2.8.4/etc/hadoop/core-site.xml spark/conf/ | |
root@adhoc-1:/opt# cp hadoop-2.8.4/etc/hadoop/hdfs-site.xml spark/conf/ | |
$SPARK_INSTALL/bin/spark-shell --jars $HUDI_SPARK_BUNDLE --master local[2] --driver-class-path $HADOOP_CONF_DIR --conf spark.sql.hive.convertMetastoreParquet=false --conf spark.sql.catalogImplementation=hive --deploy-mode client --driver-memory 1G --executor-memory 3G --num-executors 1 --packages org.apache.spark:spark-avro_2.11:2.4.4 | |
// spark-shell | |
import org.apache.hudi.QuickstartUtils._ | |
import scala.collection.JavaConversions._ | |
import org.apache.spark.sql.SaveMode._ | |
import org.apache.hudi.DataSourceReadOptions._ | |
import org.apache.hudi.DataSourceWriteOptions._ | |
import org.apache.hudi.config.HoodieWriteConfig._ | |
import org.apache.spark.sql.types._ | |
import org.apache.spark.sql.Row | |
val tableName = "hudi_trips_cow" | |
val basePath = "/tmp/hudi_trips_cow" | |
val schema = StructType( Array( | |
StructField("rowId", StringType,true), | |
StructField("partitionId", StringType,true), | |
StructField("preComb", LongType,true), | |
StructField("name", StringType,true), | |
StructField("versionId", StringType,true), | |
StructField("toBeDeletedStr", StringType,true), | |
StructField("intToLong", IntegerType,true), | |
StructField("longToInt", LongType,true) | |
)) | |
val data0 = Seq(Row("row_1", "2021/01/01",0L,"bob","v_0","toBeDel0",0,1000000L), | |
Row("row_2", "2021/01/01",0L,"john","v_0","toBeDel0",0,1000000L), | |
Row("row_3", "2021/01/01",0L,"tom","v_0","toBeDel0",0,1000000L)) | |
var dfFromData0 = spark.createDataFrame(data0,schema) | |
dfFromData0.write.format("hudi"). | |
options(getQuickstartWriteConfigs). | |
option(PRECOMBINE_FIELD_OPT_KEY, "preComb"). | |
option(RECORDKEY_FIELD_OPT_KEY, "rowId"). | |
option(PARTITIONPATH_FIELD_OPT_KEY, "partitionId"). | |
option("hoodie.datasource.write.hive_style_partitioning","true"). | |
option(TABLE_NAME, tableName). | |
option("hoodie.index.type","SIMPLE"). | |
option(OPERATION_OPT_KEY, "insert"). | |
option("hoodie.datasource.hive_sync.jdbcurl","jdbc:hive2://hiveserver:10000/"). | |
option("hoodie.datasource.hive_sync.database","testdb"). | |
option("hoodie.datasource.hive_sync.table","testtable1"). | |
option("hoodie.datasource.hive_sync.partition_fields","partitionId"). | |
option("hoodie.datasource.hive_sync.enable","true"). | |
option("hoodie.datasource.write.drop.partition.columns","true"). | |
mode(Overwrite). | |
save(basePath) | |
scala> val tripsSnapshotDF = spark.read.format("hudi").load(basePath) | |
java.lang.IllegalArgumentException: Cannot find column: 'partitionId' in the schema[StructField(_hoodie_commit_time,StringType,true),StructField(_hoodie_commit_seqno,StringType,true),StructField(_hoodie_record_key,StringType,true),StructField(_hoodie_partition_path,StringType,true),StructField(_hoodie_file_name,StringType,true),StructField(rowId,StringType,true),StructField(preComb,LongType,true),StructField(name,StringType,true),StructField(versionId,StringType,true),StructField(toBeDeletedStr,StringType,true),StructField(intToLong,IntegerType,true),StructField(longToInt,LongType,true)] | |
at org.apache.hudi.HoodieFileIndex$$anonfun$5$$anonfun$apply$1.apply(HoodieFileIndex.scala:106) | |
at org.apache.hudi.HoodieFileIndex$$anonfun$5$$anonfun$apply$1.apply(HoodieFileIndex.scala:106) | |
at scala.collection.MapLike$class.getOrElse(MapLike.scala:128) | |
at scala.collection.AbstractMap.getOrElse(Map.scala:59) | |
at org.apache.hudi.HoodieFileIndex$$anonfun$5.apply(HoodieFileIndex.scala:106) | |
at org.apache.hudi.HoodieFileIndex$$anonfun$5.apply(HoodieFileIndex.scala:105) | |
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234) | |
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234) | |
at scala.collection.IndexedSeqOptimized$class.foreach(IndexedSeqOptimized.scala:33) | |
at scala.collection.mutable.ArrayOps$ofRef.foreach(ArrayOps.scala:186) | |
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234) | |
at scala.collection.mutable.ArrayOps$ofRef.map(ArrayOps.scala:186) | |
at org.apache.hudi.HoodieFileIndex._partitionSchemaFromProperties$lzycompute(HoodieFileIndex.scala:105) | |
at org.apache.hudi.HoodieFileIndex._partitionSchemaFromProperties(HoodieFileIndex.scala:99) | |
at org.apache.hudi.HoodieFileIndex.getAllQueryPartitionPaths(HoodieFileIndex.scala:348) | |
at org.apache.hudi.HoodieFileIndex.loadPartitionPathFiles(HoodieFileIndex.scala:420) | |
at org.apache.hudi.HoodieFileIndex.refresh0(HoodieFileIndex.scala:214) | |
at org.apache.hudi.HoodieFileIndex.<init>(HoodieFileIndex.scala:149) | |
at org.apache.hudi.DefaultSource.getBaseFileOnlyView(DefaultSource.scala:199) | |
at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:116) | |
at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:67) | |
at org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:318) | |
at org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:223) | |
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:211) | |
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:178) | |
... 63 elided | |
// with glob path specified, things work as expected. | |
val tripsSnapshotDF = spark.read.format("hudi").load(basePath+ "/*/*/*") | |
tripsSnapshotDF: org.apache.spark.sql.DataFrame = [_hoodie_commit_time: string, _hoodie_commit_seqno: string ... 10 more fields] | |
scala> tripsSnapshotDF.printSchema | |
root | |
|-- _hoodie_commit_time: string (nullable = true) | |
|-- _hoodie_commit_seqno: string (nullable = true) | |
|-- _hoodie_record_key: string (nullable = true) | |
|-- _hoodie_partition_path: string (nullable = true) | |
|-- _hoodie_file_name: string (nullable = true) | |
|-- rowId: string (nullable = true) | |
|-- preComb: long (nullable = true) | |
|-- name: string (nullable = true) | |
|-- versionId: string (nullable = true) | |
|-- toBeDeletedStr: string (nullable = true) | |
|-- intToLong: integer (nullable = true) | |
|-- longToInt: long (nullable = true) | |
scala> tripsSnapshotDF.registerTempTable("tbl") | |
warning: there was one deprecation warning; re-run with -deprecation for details | |
scala> spark.sql("desc tbl").show() | |
+--------------------+---------+-------+ | |
| col_name|data_type|comment| | |
+--------------------+---------+-------+ | |
| _hoodie_commit_time| string| null| | |
|_hoodie_commit_seqno| string| null| | |
| _hoodie_record_key| string| null| | |
|_hoodie_partition...| string| null| | |
| _hoodie_file_name| string| null| | |
| rowId| string| null| | |
| preComb| bigint| null| | |
| name| string| null| | |
| versionId| string| null| | |
| toBeDeletedStr| string| null| | |
| intToLong| int| null| | |
| longToInt| bigint| null| | |
+--------------------+---------+-------+ | |
scala> spark.sql("select * from tbl limit 5").show() | |
+-------------------+--------------------+------------------+----------------------+--------------------+-----+-------+----+---------+--------------+---------+---------+ | |
|_hoodie_commit_time|_hoodie_commit_seqno|_hoodie_record_key|_hoodie_partition_path| _hoodie_file_name|rowId|preComb|name|versionId|toBeDeletedStr|intToLong|longToInt| | |
+-------------------+--------------------+------------------+----------------------+--------------------+-----+-------+----+---------+--------------+---------+---------+ | |
| 20211216163108| 20211216163108_0_1| row_1| partitionId=2021/...|e9f0f8cb-f21a-472...|row_1| 0| bob| v_0| toBeDel0| 0| 1000000| | |
| 20211216163108| 20211216163108_0_2| row_2| partitionId=2021/...|e9f0f8cb-f21a-472...|row_2| 0|john| v_0| toBeDel0| 0| 1000000| | |
| 20211216163108| 20211216163108_0_3| row_3| partitionId=2021/...|e9f0f8cb-f21a-472...|row_3| 0| tom| v_0| toBeDel0| 0| 1000000| | |
+-------------------+--------------------+------------------+----------------------+--------------------+-----+-------+----+---------+--------------+---------+---------+ | |
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