[
https://issues.apache.org/jira/browse/HUDI-3335?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
]
Harsha Teja Kanna updated HUDI-3335:
------------------------------------
Description:
Have a COW table with metadata enabled. Loading from Spark query fails with
java.lang.NullPointerException
*Environment*
Spark 3.1.2
Hudi 0.10.1
*Query*
import org.apache.hudi.DataSourceReadOptions
import org.apache.hudi.common.config.HoodieMetadataConfig
val basePath = "s3a://datalake-hudi/v1"
val df = spark.
read.
format("org.apache.hudi").
option(HoodieMetadataConfig.ENABLE.key(), "true").
option(DataSourceReadOptions.QUERY_TYPE.key(),
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
load(s"${basePath}/sessions/")
df.createOrReplaceTempView(table)
*Passing an individual partition works though*
val df = spark.
read.
format("org.apache.hudi").
option(HoodieMetadataConfig.ENABLE.key(), "true").
option(DataSourceReadOptions.QUERY_TYPE.key(),
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
load(s"${basePath}/sessions/date=2022/01/25")
df.createOrReplaceTempView(table)
*Also, disabling metadata works, but the query taking very long time*
val df = spark.
read.
format("org.apache.hudi").
option(DataSourceReadOptions.QUERY_TYPE.key(),
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
load(s"${basePath}/sessions/")
df.createOrReplaceTempView(table)
*Loading files with stacktrace:*
at
org.sparkproject.guava.base.Preconditions.checkNotNull(Preconditions.java:191)
at org.sparkproject.guava.cache.LocalCache.put(LocalCache.java:4210)
at
org.sparkproject.guava.cache.LocalCache$LocalManualCache.put(LocalCache.java:4804)
at
org.apache.spark.sql.execution.datasources.SharedInMemoryCache$$anon$3.putLeafFiles(FileStatusCache.scala:161)
at
org.apache.hudi.HoodieFileIndex.$anonfun$loadPartitionPathFiles$4(HoodieFileIndex.scala:631)
at
org.apache.hudi.HoodieFileIndex.$anonfun$loadPartitionPathFiles$4$adapted(HoodieFileIndex.scala:629)
at scala.collection.immutable.HashMap$HashMap1.foreach(HashMap.scala:234)
at scala.collection.immutable.HashMap$HashTrieMap.foreach(HashMap.scala:468)
at scala.collection.immutable.HashMap$HashTrieMap.foreach(HashMap.scala:468)
at
org.apache.hudi.HoodieFileIndex.loadPartitionPathFiles(HoodieFileIndex.scala:629)
at org.apache.hudi.HoodieFileIndex.refresh0(HoodieFileIndex.scala:387)
at org.apache.hudi.HoodieFileIndex.<init>(HoodieFileIndex.scala:184)
at org.apache.hudi.DefaultSource.getBaseFileOnlyView(DefaultSource.scala:199)
at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:119)
at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:69)
at
org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:355)
at
org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:325)
at
org.apache.spark.sql.DataFrameReader.$anonfun$load$3(DataFrameReader.scala:307)
at scala.Option.getOrElse(Option.scala:189)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:307)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:239)
at $anonfun$res3$1(<console>:46)
at $anonfun$res3$1$adapted(<console>:40)
at scala.collection.Iterator.foreach(Iterator.scala:941)
at scala.collection.Iterator.foreach$(Iterator.scala:941)
at scala.collection.AbstractIterator.foreach(Iterator.scala:1429)
at scala.collection.IterableLike.foreach(IterableLike.scala:74)
at scala.collection.IterableLike.foreach$(IterableLike.scala:73)
at scala.collection.AbstractIterable.foreach(Iterable.scala:56)
*Writer config*
**
spark-submit \
--master yarn \
--deploy-mode cluster \
--driver-cores 4 \
--driver-memory 4g \
--executor-cores 4 \
--executor-memory 6g \
--num-executors 8 \
--jars
s3://datalake/jars/unused-1.0.0.jar,s3://datalake/jars/spark-avro_2.12-3.1.2.jar
\
--class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer \
--conf spark.serializer=org.apache.spark.serializer.KryoSerializer \
--conf spark.sql.sources.parallelPartitionDiscovery.parallelism=25000 \
s3://datalake/jars/hudi-0.10.1/hudi-utilities-bundle_2.12-0.10.1.jar \
--table-type COPY_ON_WRITE \
--source-ordering-field timestamp \
--source-class org.apache.hudi.utilities.sources.ParquetDFSSource \
--target-base-path s3a://datalake-hudi/sessions \
--target-table sessions \
--transformer-class
org.apache.hudi.utilities.transform.SqlQueryBasedTransformer \
--op INSERT \
--hoodie-conf hoodie.clean.automatic=true \
--hoodie-conf hoodie.cleaner.commits.retained=10 \
--hoodie-conf hoodie.cleaner.policy=KEEP_LATEST_COMMITS \
--hoodie-conf hoodie.clustering.inline=true \
--hoodie-conf hoodie.clustering.inline.max.commits=5 \
--hoodie-conf
hoodie.clustering.plan.strategy.class=org.apache.hudi.client.clustering.plan.strategy.SparkRecentDaysClusteringPlanStrategy
\
--hoodie-conf hoodie.clustering.plan.strategy.max.num.groups=1000 \
--hoodie-conf hoodie.clustering.plan.strategy.small.file.limit=268435456 \
--hoodie-conf
hoodie.clustering.plan.strategy.sort.columns=survey_dbid,session_dbid \
--hoodie-conf hoodie.clustering.plan.strategy.target.file.max.bytes=536870912 \
--hoodie-conf hoodie.clustering.preserve.commit.metadata=true \
--hoodie-conf hoodie.datasource.hive_sync.database=datalake-hudi \
--hoodie-conf hoodie.datasource.hive_sync.enable=false \
--hoodie-conf hoodie.datasource.hive_sync.ignore_exceptions=true \
--hoodie-conf hoodie.datasource.hive_sync.mode=hms \
--hoodie-conf
hoodie.datasource.hive_sync.partition_extractor_class=org.apache.hudi.hive.HiveStylePartitionValueExtractor
\
--hoodie-conf hoodie.datasource.hive_sync.partition_fields=date \
--hoodie-conf hoodie.datasource.hive_sync.table=sessions \
--hoodie-conf hoodie.datasource.hive_sync.use_jdbc=false \
--hoodie-conf hoodie.datasource.write.hive_style_partitioning=true \
--hoodie-conf
hoodie.datasource.write.keygenerator.class=org.apache.hudi.keygen.CustomKeyGenerator
\
--hoodie-conf hoodie.datasource.write.operation=insert \
--hoodie-conf hoodie.datasource.write.partitionpath.field=date:TIMESTAMP \
--hoodie-conf hoodie.datasource.write.precombine.field=timestamp \
--hoodie-conf
hoodie.datasource.write.recordkey.field=session_dbid,question_id,answer \
--hoodie-conf hoodie.deltastreamer.keygen.timebased.input.dateformat=yyyy/MM/dd
\
--hoodie-conf hoodie.deltastreamer.keygen.timebased.input.timezone=GMT \
--hoodie-conf
hoodie.deltastreamer.keygen.timebased.output.dateformat=yyyy/MM/dd \
--hoodie-conf hoodie.deltastreamer.keygen.timebased.output.timezone=GMT \
--hoodie-conf hoodie.deltastreamer.keygen.timebased.timestamp.type=DATE_STRING \
--hoodie-conf
hoodie.deltastreamer.source.dfs.root=s3://datalake-hudi/raw/parquet/data/sessions/year=2022/month=01/day=26/hour=02
\
--hoodie-conf
hoodie.deltastreamer.source.input.selector=org.apache.hudi.utilities.sources.helpers.DFSPathSelector
\
--hoodie-conf "\"hoodie.deltastreamer.transformer.sql=SELECT question_id,
answer, to_timestamp(timestamp) as timestamp, session_dbid, survey_dbid,
date_format(to_timestamp(timestamp), 'yyyy/MM/dd') AS date FROM <SRC> a \"" \
--hoodie-conf hoodie.file.listing.parallelism=256 \
--hoodie-conf hoodie.finalize.write.parallelism=256 \
--hoodie-conf
hoodie.generate.consistent.timestamp.logical.for.key.generator=true \
--hoodie-conf hoodie.insert.shuffle.parallelism=1000 \
--hoodie-conf hoodie.metadata.enable=true \
--hoodie-conf hoodie.metadata.metrics.enable=true \
--hoodie-conf
hoodie.metrics.cloudwatch.metric.prefix=emr.datalake.prd.insert.sessions \
--hoodie-conf hoodie.metrics.on=false \
--hoodie-conf hoodie.metrics.reporter.type=CLOUDWATCH \
--hoodie-conf hoodie.parquet.block.size=536870912 \
--hoodie-conf hoodie.parquet.compression.codec=snappy \
--hoodie-conf hoodie.parquet.max.file.size=536870912 \
--hoodie-conf hoodie.parquet.small.file.limit=268435456
*Metadata Commits (.hoodie/metadata/.hoodie)*
**
20220125154001455002.clean
20220125154001455002.clean.inflight
20220125154001455002.clean.requested
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*Commits(.hoodie)*
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**
was:
Have a COW table with metadata enabled. Loading from Spark query fails with
java.lang.NullPointerException
*Environment*
Spark 3.1.2
Hudi 0.10.1
*Query*
import org.apache.hudi.DataSourceReadOptions
import org.apache.hudi.common.config.HoodieMetadataConfig
val basePath = "s3a://datalake-hudi/v1"
val df = spark.
read.
format("org.apache.hudi").
option(HoodieMetadataConfig.ENABLE.key(), "true").
option(DataSourceReadOptions.QUERY_TYPE.key(),
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
load(s"${basePath}/sessions/")
df.createOrReplaceTempView(table)
*Passing an individual partition works though*
val df = spark.
read.
format("org.apache.hudi").
option(HoodieMetadataConfig.ENABLE.key(), "true").
option(DataSourceReadOptions.QUERY_TYPE.key(),
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
load(s"${basePath}/sessions/date=2022/01/25")
df.createOrReplaceTempView(table)
*Also, disabling metadata works, but the query taking very long time*
val df = spark.
read.
format("org.apache.hudi").
option(DataSourceReadOptions.QUERY_TYPE.key(),
DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
load(s"${basePath}/sessions/")
df.createOrReplaceTempView(table)
*Loading files with stacktrace:*
at
org.sparkproject.guava.base.Preconditions.checkNotNull(Preconditions.java:191)
at org.sparkproject.guava.cache.LocalCache.put(LocalCache.java:4210)
at
org.sparkproject.guava.cache.LocalCache$LocalManualCache.put(LocalCache.java:4804)
at
org.apache.spark.sql.execution.datasources.SharedInMemoryCache$$anon$3.putLeafFiles(FileStatusCache.scala:161)
at
org.apache.hudi.HoodieFileIndex.$anonfun$loadPartitionPathFiles$4(HoodieFileIndex.scala:631)
at
org.apache.hudi.HoodieFileIndex.$anonfun$loadPartitionPathFiles$4$adapted(HoodieFileIndex.scala:629)
at scala.collection.immutable.HashMap$HashMap1.foreach(HashMap.scala:234)
at scala.collection.immutable.HashMap$HashTrieMap.foreach(HashMap.scala:468)
at scala.collection.immutable.HashMap$HashTrieMap.foreach(HashMap.scala:468)
at
org.apache.hudi.HoodieFileIndex.loadPartitionPathFiles(HoodieFileIndex.scala:629)
at org.apache.hudi.HoodieFileIndex.refresh0(HoodieFileIndex.scala:387)
at org.apache.hudi.HoodieFileIndex.<init>(HoodieFileIndex.scala:184)
at org.apache.hudi.DefaultSource.getBaseFileOnlyView(DefaultSource.scala:199)
at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:119)
at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:69)
at
org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:355)
at
org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:325)
at
org.apache.spark.sql.DataFrameReader.$anonfun$load$3(DataFrameReader.scala:307)
at scala.Option.getOrElse(Option.scala:189)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:307)
at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:239)
at $anonfun$res3$1(<console>:46)
at $anonfun$res3$1$adapted(<console>:40)
at scala.collection.Iterator.foreach(Iterator.scala:941)
at scala.collection.Iterator.foreach$(Iterator.scala:941)
at scala.collection.AbstractIterator.foreach(Iterator.scala:1429)
at scala.collection.IterableLike.foreach(IterableLike.scala:74)
at scala.collection.IterableLike.foreach$(IterableLike.scala:73)
at scala.collection.AbstractIterable.foreach(Iterable.scala:56)
*Writer config*
**
spark-submit \
--master yarn \
--deploy-mode cluster \
--driver-cores 4 \
--driver-memory 4g \
--executor-cores 4 \
--executor-memory 6g \
--num-executors 8 \
--jars
s3://datalake/jars/unused-1.0.0.jar,s3://datalake/jars/spark-avro_2.12-3.1.2.jar
\
--class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer \
--conf spark.serializer=org.apache.spark.serializer.KryoSerializer \
--conf spark.sql.sources.parallelPartitionDiscovery.parallelism=25000 \
s3://datalake/jars/hudi-0.10.1/hudi-utilities-bundle_2.12-0.10.1.jar \
--table-type COPY_ON_WRITE \
--source-ordering-field timestamp \
--source-class org.apache.hudi.utilities.sources.ParquetDFSSource \
--target-base-path s3a://datalake-hudi/sessions \
--target-table sessions \
--transformer-class
org.apache.hudi.utilities.transform.SqlQueryBasedTransformer \
--op INSERT \
--hoodie-conf hoodie.clean.automatic=true \
--hoodie-conf hoodie.cleaner.commits.retained=10 \
--hoodie-conf hoodie.cleaner.policy=KEEP_LATEST_COMMITS \
--hoodie-conf hoodie.clustering.inline=true \
--hoodie-conf hoodie.clustering.inline.max.commits=5 \
--hoodie-conf
hoodie.clustering.plan.strategy.class=org.apache.hudi.client.clustering.plan.strategy.SparkRecentDaysClusteringPlanStrategy
\
--hoodie-conf hoodie.clustering.plan.strategy.max.num.groups=1000 \
--hoodie-conf hoodie.clustering.plan.strategy.small.file.limit=268435456 \
--hoodie-conf
hoodie.clustering.plan.strategy.sort.columns=survey_dbid,session_dbid \
--hoodie-conf hoodie.clustering.plan.strategy.target.file.max.bytes=536870912 \
--hoodie-conf hoodie.clustering.preserve.commit.metadata=true \
--hoodie-conf hoodie.datasource.hive_sync.database=datalake-hudi \
--hoodie-conf hoodie.datasource.hive_sync.enable=false \
--hoodie-conf hoodie.datasource.hive_sync.ignore_exceptions=true \
--hoodie-conf hoodie.datasource.hive_sync.mode=hms \
--hoodie-conf
hoodie.datasource.hive_sync.partition_extractor_class=org.apache.hudi.hive.HiveStylePartitionValueExtractor
\
--hoodie-conf hoodie.datasource.hive_sync.partition_fields=date \
--hoodie-conf hoodie.datasource.hive_sync.table=sessions \
--hoodie-conf hoodie.datasource.hive_sync.use_jdbc=false \
--hoodie-conf hoodie.datasource.write.hive_style_partitioning=true \
--hoodie-conf
hoodie.datasource.write.keygenerator.class=org.apache.hudi.keygen.CustomKeyGenerator
\
--hoodie-conf hoodie.datasource.write.operation=insert \
--hoodie-conf hoodie.datasource.write.partitionpath.field=date:TIMESTAMP \
--hoodie-conf hoodie.datasource.write.precombine.field=timestamp \
--hoodie-conf
hoodie.datasource.write.recordkey.field=session_dbid,question_id,answer \
--hoodie-conf hoodie.deltastreamer.keygen.timebased.input.dateformat=yyyy/MM/dd
\
--hoodie-conf hoodie.deltastreamer.keygen.timebased.input.timezone=GMT \
--hoodie-conf
hoodie.deltastreamer.keygen.timebased.output.dateformat=yyyy/MM/dd \
--hoodie-conf hoodie.deltastreamer.keygen.timebased.output.timezone=GMT \
--hoodie-conf hoodie.deltastreamer.keygen.timebased.timestamp.type=DATE_STRING \
--hoodie-conf
hoodie.deltastreamer.source.dfs.root=s3://datalake-hudi/raw/parquet/data/sessions/year=2022/month=01/day=26/hour=02
\
--hoodie-conf
hoodie.deltastreamer.source.input.selector=org.apache.hudi.utilities.sources.helpers.DFSPathSelector
\
--hoodie-conf "\"hoodie.deltastreamer.transformer.sql=SELECT question_id,
answer, to_timestamp(timestamp) as timestamp, session_dbid, survey_dbid,
date_format(to_timestamp(timestamp), 'yyyy/MM/dd') AS date FROM <SRC> a \"" \
--hoodie-conf hoodie.file.listing.parallelism=256 \
--hoodie-conf hoodie.finalize.write.parallelism=256 \
--hoodie-conf
hoodie.generate.consistent.timestamp.logical.for.key.generator=true \
--hoodie-conf hoodie.insert.shuffle.parallelism=1000 \
--hoodie-conf hoodie.metadata.enable=true \
--hoodie-conf hoodie.metadata.metrics.enable=true \
--hoodie-conf
hoodie.metrics.cloudwatch.metric.prefix=emr.datalake.prd.insert.sessions \
--hoodie-conf hoodie.metrics.on=false \
--hoodie-conf hoodie.metrics.reporter.type=CLOUDWATCH \
--hoodie-conf hoodie.parquet.block.size=536870912 \
--hoodie-conf hoodie.parquet.compression.codec=snappy \
--hoodie-conf hoodie.parquet.max.file.size=536870912 \
--hoodie-conf hoodie.parquet.small.file.limit=268435456
**
> Loading Hudi table fails with NullPointerException
> --------------------------------------------------
>
> Key: HUDI-3335
> URL: https://issues.apache.org/jira/browse/HUDI-3335
> Project: Apache Hudi
> Issue Type: Bug
> Affects Versions: 0.10.1
> Reporter: Harsha Teja Kanna
> Priority: Critical
>
> Have a COW table with metadata enabled. Loading from Spark query fails with
> java.lang.NullPointerException
> *Environment*
> Spark 3.1.2
> Hudi 0.10.1
> *Query*
> import org.apache.hudi.DataSourceReadOptions
> import org.apache.hudi.common.config.HoodieMetadataConfig
> val basePath = "s3a://datalake-hudi/v1"
> val df = spark.
> read.
> format("org.apache.hudi").
> option(HoodieMetadataConfig.ENABLE.key(), "true").
> option(DataSourceReadOptions.QUERY_TYPE.key(),
> DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
> load(s"${basePath}/sessions/")
> df.createOrReplaceTempView(table)
> *Passing an individual partition works though*
> val df = spark.
> read.
> format("org.apache.hudi").
> option(HoodieMetadataConfig.ENABLE.key(), "true").
> option(DataSourceReadOptions.QUERY_TYPE.key(),
> DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
> load(s"${basePath}/sessions/date=2022/01/25")
> df.createOrReplaceTempView(table)
> *Also, disabling metadata works, but the query taking very long time*
> val df = spark.
> read.
> format("org.apache.hudi").
> option(DataSourceReadOptions.QUERY_TYPE.key(),
> DataSourceReadOptions.QUERY_TYPE_SNAPSHOT_OPT_VAL).
> load(s"${basePath}/sessions/")
> df.createOrReplaceTempView(table)
> *Loading files with stacktrace:*
> at
> org.sparkproject.guava.base.Preconditions.checkNotNull(Preconditions.java:191)
> at org.sparkproject.guava.cache.LocalCache.put(LocalCache.java:4210)
> at
> org.sparkproject.guava.cache.LocalCache$LocalManualCache.put(LocalCache.java:4804)
> at
> org.apache.spark.sql.execution.datasources.SharedInMemoryCache$$anon$3.putLeafFiles(FileStatusCache.scala:161)
> at
> org.apache.hudi.HoodieFileIndex.$anonfun$loadPartitionPathFiles$4(HoodieFileIndex.scala:631)
> at
> org.apache.hudi.HoodieFileIndex.$anonfun$loadPartitionPathFiles$4$adapted(HoodieFileIndex.scala:629)
> at scala.collection.immutable.HashMap$HashMap1.foreach(HashMap.scala:234)
> at scala.collection.immutable.HashMap$HashTrieMap.foreach(HashMap.scala:468)
> at scala.collection.immutable.HashMap$HashTrieMap.foreach(HashMap.scala:468)
> at
> org.apache.hudi.HoodieFileIndex.loadPartitionPathFiles(HoodieFileIndex.scala:629)
> at org.apache.hudi.HoodieFileIndex.refresh0(HoodieFileIndex.scala:387)
> at org.apache.hudi.HoodieFileIndex.<init>(HoodieFileIndex.scala:184)
> at
> org.apache.hudi.DefaultSource.getBaseFileOnlyView(DefaultSource.scala:199)
> at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:119)
> at org.apache.hudi.DefaultSource.createRelation(DefaultSource.scala:69)
> at
> org.apache.spark.sql.execution.datasources.DataSource.resolveRelation(DataSource.scala:355)
> at
> org.apache.spark.sql.DataFrameReader.loadV1Source(DataFrameReader.scala:325)
> at
> org.apache.spark.sql.DataFrameReader.$anonfun$load$3(DataFrameReader.scala:307)
> at scala.Option.getOrElse(Option.scala:189)
> at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:307)
> at org.apache.spark.sql.DataFrameReader.load(DataFrameReader.scala:239)
> at $anonfun$res3$1(<console>:46)
> at $anonfun$res3$1$adapted(<console>:40)
> at scala.collection.Iterator.foreach(Iterator.scala:941)
> at scala.collection.Iterator.foreach$(Iterator.scala:941)
> at scala.collection.AbstractIterator.foreach(Iterator.scala:1429)
> at scala.collection.IterableLike.foreach(IterableLike.scala:74)
> at scala.collection.IterableLike.foreach$(IterableLike.scala:73)
> at scala.collection.AbstractIterable.foreach(Iterable.scala:56)
> *Writer config*
> **
> spark-submit \
> --master yarn \
> --deploy-mode cluster \
> --driver-cores 4 \
> --driver-memory 4g \
> --executor-cores 4 \
> --executor-memory 6g \
> --num-executors 8 \
> --jars
> s3://datalake/jars/unused-1.0.0.jar,s3://datalake/jars/spark-avro_2.12-3.1.2.jar
> \
> --class org.apache.hudi.utilities.deltastreamer.HoodieDeltaStreamer \
> --conf spark.serializer=org.apache.spark.serializer.KryoSerializer \
> --conf spark.sql.sources.parallelPartitionDiscovery.parallelism=25000 \
> s3://datalake/jars/hudi-0.10.1/hudi-utilities-bundle_2.12-0.10.1.jar \
> --table-type COPY_ON_WRITE \
> --source-ordering-field timestamp \
> --source-class org.apache.hudi.utilities.sources.ParquetDFSSource \
> --target-base-path s3a://datalake-hudi/sessions \
> --target-table sessions \
> --transformer-class
> org.apache.hudi.utilities.transform.SqlQueryBasedTransformer \
> --op INSERT \
> --hoodie-conf hoodie.clean.automatic=true \
> --hoodie-conf hoodie.cleaner.commits.retained=10 \
> --hoodie-conf hoodie.cleaner.policy=KEEP_LATEST_COMMITS \
> --hoodie-conf hoodie.clustering.inline=true \
> --hoodie-conf hoodie.clustering.inline.max.commits=5 \
> --hoodie-conf
> hoodie.clustering.plan.strategy.class=org.apache.hudi.client.clustering.plan.strategy.SparkRecentDaysClusteringPlanStrategy
> \
> --hoodie-conf hoodie.clustering.plan.strategy.max.num.groups=1000 \
> --hoodie-conf hoodie.clustering.plan.strategy.small.file.limit=268435456 \
> --hoodie-conf
> hoodie.clustering.plan.strategy.sort.columns=survey_dbid,session_dbid \
> --hoodie-conf hoodie.clustering.plan.strategy.target.file.max.bytes=536870912
> \
> --hoodie-conf hoodie.clustering.preserve.commit.metadata=true \
> --hoodie-conf hoodie.datasource.hive_sync.database=datalake-hudi \
> --hoodie-conf hoodie.datasource.hive_sync.enable=false \
> --hoodie-conf hoodie.datasource.hive_sync.ignore_exceptions=true \
> --hoodie-conf hoodie.datasource.hive_sync.mode=hms \
> --hoodie-conf
> hoodie.datasource.hive_sync.partition_extractor_class=org.apache.hudi.hive.HiveStylePartitionValueExtractor
> \
> --hoodie-conf hoodie.datasource.hive_sync.partition_fields=date \
> --hoodie-conf hoodie.datasource.hive_sync.table=sessions \
> --hoodie-conf hoodie.datasource.hive_sync.use_jdbc=false \
> --hoodie-conf hoodie.datasource.write.hive_style_partitioning=true \
> --hoodie-conf
> hoodie.datasource.write.keygenerator.class=org.apache.hudi.keygen.CustomKeyGenerator
> \
> --hoodie-conf hoodie.datasource.write.operation=insert \
> --hoodie-conf hoodie.datasource.write.partitionpath.field=date:TIMESTAMP \
> --hoodie-conf hoodie.datasource.write.precombine.field=timestamp \
> --hoodie-conf
> hoodie.datasource.write.recordkey.field=session_dbid,question_id,answer \
> --hoodie-conf
> hoodie.deltastreamer.keygen.timebased.input.dateformat=yyyy/MM/dd \
> --hoodie-conf hoodie.deltastreamer.keygen.timebased.input.timezone=GMT \
> --hoodie-conf
> hoodie.deltastreamer.keygen.timebased.output.dateformat=yyyy/MM/dd \
> --hoodie-conf hoodie.deltastreamer.keygen.timebased.output.timezone=GMT \
> --hoodie-conf
> hoodie.deltastreamer.keygen.timebased.timestamp.type=DATE_STRING \
> --hoodie-conf
> hoodie.deltastreamer.source.dfs.root=s3://datalake-hudi/raw/parquet/data/sessions/year=2022/month=01/day=26/hour=02
> \
> --hoodie-conf
> hoodie.deltastreamer.source.input.selector=org.apache.hudi.utilities.sources.helpers.DFSPathSelector
> \
> --hoodie-conf "\"hoodie.deltastreamer.transformer.sql=SELECT question_id,
> answer, to_timestamp(timestamp) as timestamp, session_dbid, survey_dbid,
> date_format(to_timestamp(timestamp), 'yyyy/MM/dd') AS date FROM <SRC> a \"" \
> --hoodie-conf hoodie.file.listing.parallelism=256 \
> --hoodie-conf hoodie.finalize.write.parallelism=256 \
> --hoodie-conf
> hoodie.generate.consistent.timestamp.logical.for.key.generator=true \
> --hoodie-conf hoodie.insert.shuffle.parallelism=1000 \
> --hoodie-conf hoodie.metadata.enable=true \
> --hoodie-conf hoodie.metadata.metrics.enable=true \
> --hoodie-conf
> hoodie.metrics.cloudwatch.metric.prefix=emr.datalake.prd.insert.sessions \
> --hoodie-conf hoodie.metrics.on=false \
> --hoodie-conf hoodie.metrics.reporter.type=CLOUDWATCH \
> --hoodie-conf hoodie.parquet.block.size=536870912 \
> --hoodie-conf hoodie.parquet.compression.codec=snappy \
> --hoodie-conf hoodie.parquet.max.file.size=536870912 \
> --hoodie-conf hoodie.parquet.small.file.limit=268435456
>
> *Metadata Commits (.hoodie/metadata/.hoodie)*
> **
> 20220125154001455002.clean
> 20220125154001455002.clean.inflight
> 20220125154001455002.clean.requested
> 20220125160751769002.clean
> 20220125160751769002.clean.inflight
> 20220125160751769002.clean.requested
> 20220125163020781002.clean
> 20220125163020781002.clean.inflight
> 20220125163020781002.clean.requested
> 20220125165722170002.clean
> 20220125165722170002.clean.inflight
> 20220125165722170002.clean.requested
> 20220125172016239002.clean
> 20220125172016239002.clean.inflight
> 20220125172016239002.clean.requested
> 20220125174427654002.clean
> 20220125174427654002.clean.inflight
> 20220125174427654002.clean.requested
> 20220125181218237002.clean
> 20220125181218237002.clean.inflight
> 20220125181218237002.clean.requested
> 20220125184343588002.clean
> 20220125184343588002.clean.inflight
> 20220125184343588002.clean.requested
> 20220125191038318002.clean
> 20220125191038318002.clean.inflight
> 20220125191038318002.clean.requested
> 20220125193445223002.clean
> 20220125193445223002.clean.inflight
> 20220125193445223002.clean.requested
> 20220125200741168002.clean
> 20220125200741168002.clean.inflight
> 20220125200741168002.clean.requested
> 20220125203814934002.clean
> 20220125203814934002.clean.inflight
> 20220125203814934002.clean.requested
> 20220125211447323002.clean
> 20220125211447323002.clean.inflight
> 20220125211447323002.clean.requested
> 20220125214421740002.clean
> 20220125214421740002.clean.inflight
> 20220125214421740002.clean.requested
> 20220125221009798002.clean
> 20220125221009798002.clean.inflight
> 20220125221009798002.clean.requested
> 20220125224319264002.clean
> 20220125224319264002.clean.inflight
> 20220125224319264002.clean.requested
> 20220125231128580002.clean
> 20220125231128580002.clean.inflight
> 20220125231128580002.clean.requested
> 20220125234345790002.clean
> 20220125234345790002.clean.inflight
> 20220125234345790002.clean.requested
> 20220126001130415002.clean
> 20220126001130415002.clean.inflight
> 20220126001130415002.clean.requested
> 20220126004341130002.clean
> 20220126004341130002.clean.inflight
> 20220126004341130002.clean.requested
> 20220126011114529002.clean
> 20220126011114529002.clean.inflight
> 20220126011114529002.clean.requested
> 20220126013648751002.clean
> 20220126013648751002.clean.inflight
> 20220126013648751002.clean.requested
> 20220126013859643.deltacommit
> 20220126013859643.deltacommit.inflight
> 20220126013859643.deltacommit.requested
> 20220126014254294.deltacommit
> 20220126014254294.deltacommit.inflight
> 20220126014254294.deltacommit.requested
> 20220126014516195.deltacommit
> 20220126014516195.deltacommit.inflight
> 20220126014516195.deltacommit.requested
> 20220126014711043.deltacommit
> 20220126014711043.deltacommit.inflight
> 20220126014711043.deltacommit.requested
> 20220126014808898.deltacommit
> 20220126014808898.deltacommit.inflight
> 20220126014808898.deltacommit.requested
> 20220126015008443.deltacommit
> 20220126015008443.deltacommit.inflight
> 20220126015008443.deltacommit.requested
> 20220126015119193.deltacommit
> 20220126015119193.deltacommit.inflight
> 20220126015119193.deltacommit.requested
> 20220126015119193001.commit
> 20220126015119193001.compaction.inflight
> 20220126015119193001.compaction.requested
> 20220126015653770.deltacommit
> 20220126015653770.deltacommit.inflight
> 20220126015653770.deltacommit.requested
> 20220126020011172.deltacommit
> 20220126020011172.deltacommit.inflight
> 20220126020011172.deltacommit.requested
> 20220126020405299.deltacommit
> 20220126020405299.deltacommit.inflight
> 20220126020405299.deltacommit.requested
> 20220126020405299002.clean
> 20220126020405299002.clean.inflight
> 20220126020405299002.clean.requested
> 20220126020813841.deltacommit
> 20220126020813841.deltacommit.inflight
> 20220126020813841.deltacommit.requested
> 20220126021002748.deltacommit
> 20220126021002748.deltacommit.inflight
> 20220126021002748.deltacommit.requested
> 20220126021231085.deltacommit
> 20220126021231085.deltacommit.inflight
> 20220126021231085.deltacommit.requested
> 20220126021429124.deltacommit
> 20220126021429124.deltacommit.inflight
> 20220126021429124.deltacommit.requested
> 20220126021445188.deltacommit
> 20220126021445188.deltacommit.inflight
> 20220126021445188.deltacommit.requested
> 20220126021949824.deltacommit
> 20220126021949824.deltacommit.inflight
> 20220126021949824.deltacommit.requested
> 20220126022154561.deltacommit
> 20220126022154561.deltacommit.inflight
> 20220126022154561.deltacommit.requested
> 20220126022154561001.commit
> 20220126022154561001.compaction.inflight
> 20220126022154561001.compaction.requested
> 20220126022523011.deltacommit
> 20220126022523011.deltacommit.inflight
> 20220126022523011.deltacommit.requested
> 20220126023054200.deltacommit
> 20220126023054200.deltacommit.inflight
> 20220126023054200.deltacommit.requested
> 20220126023530250.deltacommit
> 20220126023530250.deltacommit.inflight
> 20220126023530250.deltacommit.requested
> 20220126023530250002.clean
> 20220126023530250002.clean.inflight
> 20220126023530250002.clean.requested
> 20220126023637109.deltacommit
> 20220126023637109.deltacommit.inflight
> 20220126023637109.deltacommit.requested
> 20220126024028688.deltacommit
> 20220126024028688.deltacommit.inflight
> 20220126024028688.deltacommit.requested
> 20220126024137627.deltacommit
> 20220126024137627.deltacommit.inflight
> 20220126024137627.deltacommit.requested
> 20220126024720121.deltacommit
> 20220126024720121.deltacommit.inflight
> 20220126024720121.deltacommit.requested
> *Commits(.hoodie)*
> 20220125224502471.clean
> 20220125224502471.clean.inflight
> 20220125224502471.clean.requested
> 20220125225810828.clean
> 20220125225810828.clean.inflight
> 20220125225810828.clean.requested
> 20220125230125674.clean
> 20220125230125674.clean.inflight
> 20220125230125674.clean.requested
> 20220125230854957.clean
> 20220125230854957.clean.inflight
> 20220125230854957.clean.requested
> 20220125232236767.clean
> 20220125232236767.clean.inflight
> 20220125232236767.clean.requested
> 20220125232638588.clean
> 20220125232638588.clean.inflight
> 20220125232638588.clean.requested
> 20220125233355290.clean
> 20220125233355290.clean.inflight
> 20220125233355290.clean.requested
> 20220125234539672.clean
> 20220125234539672.clean.inflight
> 20220125234539672.clean.requested
> 20220125234944271.clean
> 20220125234944271.clean.inflight
> 20220125234944271.clean.requested
> 20220125235718218.clean
> 20220125235718218.clean.inflight
> 20220125235718218.clean.requested
> 20220126000225375.clean
> 20220126000225375.clean.inflight
> 20220126000225375.clean.requested
> 20220126000937875.clean
> 20220126000937875.clean.inflight
> 20220126000937875.clean.requested
> 20220126003307449.clean
> 20220126003307449.clean.inflight
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> **
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