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View Code? Open in Web Editor NEWSpark Statestore using RocksDB
Spark Statestore using RocksDB
Hi, I downloaded the executable spark-2.4.3-bin-hadoop2.7.tgz from the official site, copied the compiled jar file to the jars folder of spark-2.4.3.
I can run the example using spark-submit /home/vagrant/install/spark-2.4*/examples/src/main/python/sql/streaming/structured_network_wordcount.py localhost 9999
But I add the conf using spark-submit --conf spark.sql.streaming.stateStore.providerClass="org.apache.spark.sql.execution.streaming.state.rocksdb.RocksDbStateStoreProvider" /home/vagrant/install/spark-2.4*/examples/src/main/python/sql/streaming/structured_network_wordcount.py localhost 9999
, got the following error.
java.lang.NoSuchMethodError: org.apache.spark.sql.execution.streaming.state.StateStoreProvider.$init$(Lorg/apache/spark/sql/execution/streaming/state/StateStoreProvider;)V
at org.apache.spark.sql.execution.streaming.state.rocksdb.RocksDbStateStoreProvider.(RocksDbStateStoreProvider.scala:63)
at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:62)
at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
at java.lang.reflect.Constructor.newInstance(Constructor.java:423)
at java.lang.Class.newInstance(Class.java:442)
at org.apache.spark.sql.execution.streaming.state.StateStoreProvider$.create(StateStore.scala:216)
at org.apache.spark.sql.execution.streaming.StateStoreWriter$class.stateStoreCustomMetrics(statefulOperators.scala:124)
at org.apache.spark.sql.execution.streaming.StateStoreWriter$class.metrics(statefulOperators.scala:86)
at org.apache.spark.sql.execution.streaming.StateStoreSaveExec.metrics$lzycompute(statefulOperators.scala:277)
at org.apache.spark.sql.execution.streaming.StateStoreSaveExec.metrics(statefulOperators.scala:277)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:56)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:76)
at org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:125)
at org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:73)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$org$apache$spark$sql$execution$streaming$MicroBatchExecution$$runBatch$5.apply(MicroBatchExecution.scala:535)
at org.apache.spark.sql.execution.streaming.ProgressReporter$class.reportTimeTaken(ProgressReporter.scala:351)
at org.apache.spark.sql.execution.streaming.StreamExecution.reportTimeTaken(StreamExecution.scala:58)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution.org$apache$spark$sql$execution$streaming$MicroBatchExecution$$runBatch(MicroBatchExecution.scala:534)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1$$anonfun$apply$mcZ$sp$1.apply$mcV$sp(MicroBatchExecution.scala:198)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1$$anonfun$apply$mcZ$sp$1.apply(MicroBatchExecution.scala:166)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1$$anonfun$apply$mcZ$sp$1.apply(MicroBatchExecution.scala:166)
at org.apache.spark.sql.execution.streaming.ProgressReporter$class.reportTimeTaken(ProgressReporter.scala:351)
at org.apache.spark.sql.execution.streaming.StreamExecution.reportTimeTaken(StreamExecution.scala:58)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1.apply$mcZ$sp(MicroBatchExecution.scala:166)
at org.apache.spark.sql.execution.streaming.ProcessingTimeExecutor.execute(TriggerExecutor.scala:56)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution.runActivatedStream(MicroBatchExecution.scala:160)
at org.apache.spark.sql.execution.streaming.StreamExecution.org$apache$spark$sql$execution$streaming$StreamExecution$$runStream(StreamExecution.scala:281)
at org.apache.spark.sql.execution.streaming.StreamExecution$$anon$1.run(StreamExecution.scala:193)
Exception in thread "stream execution thread for [id = c73aebbc-e235-46fb-83c3-8a23f68fc7e3, runId = cf31f843-d9cb-41d9-92a7-460fde03797e]" java.lang.NoSuchMethodError: org.apache.spark.sql.execution.streaming.state.StateStoreProvider.$init$(Lorg/apache/spark/sql/execution/streaming/state/StateStoreProvider;)V
at org.apache.spark.sql.execution.streaming.state.rocksdb.RocksDbStateStoreProvider.(RocksDbStateStoreProvider.scala:63)
at sun.reflect.NativeConstructorAccessorImpl.newInstance0(Native Method)
at sun.reflect.NativeConstructorAccessorImpl.newInstance(NativeConstructorAccessorImpl.java:62)
at sun.reflect.DelegatingConstructorAccessorImpl.newInstance(DelegatingConstructorAccessorImpl.java:45)
at java.lang.reflect.Constructor.newInstance(Constructor.java:423)
at java.lang.Class.newInstance(Class.java:442)
at org.apache.spark.sql.execution.streaming.state.StateStoreProvider$.create(StateStore.scala:216)
at org.apache.spark.sql.execution.streaming.StateStoreWriter$class.stateStoreCustomMetrics(statefulOperators.scala:124)
at org.apache.spark.sql.execution.streaming.StateStoreWriter$class.metrics(statefulOperators.scala:86)
at org.apache.spark.sql.execution.streaming.StateStoreSaveExec.metrics$lzycompute(statefulOperators.scala:277)
at org.apache.spark.sql.execution.streaming.StateStoreSaveExec.metrics(statefulOperators.scala:277)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:56)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)Traceback (most recent call last):
File "/home/vagrant/install/spark-2.4.3-bin-hadoop2.7/examples/src/main/python/sql/streaming/structured_network_wordcount.py", line 77, in
query.awaitTermination()
File "/home/vagrant/install/spark-2.4.3-bin-hadoop2.7/python/lib/pyspark.zip/pyspark/sql/streaming.py", line 103, in awaitTermination
File "/home/vagrant/install/spark-2.4.3-bin-hadoop2.7/python/lib/py4j-0.10.7-src.zip/py4j/java_gateway.py", line 1257, in call
File "/home/vagrant/install/spark-2.4.3-bin-hadoop2.7/python/lib/pyspark.zip/pyspark/sql/utils.py", line 75, in deco
pyspark.sql.utils.StreamingQueryException: u'org.apache.spark.sql.execution.streaming.state.StateStoreProvider.$init$(Lorg/apache/spark/sql/execution/streaming/state/StateStoreProvider;)V\n=== Streaming Query ===\nIdentifier: [id = c73aebbc-e235-46fb-83c3-8a23f68fc7e3, runId = cf31f843-d9cb-41d9-92a7-460fde03797e]\nCurrent Committed Offsets: {}\nCurrent Available Offsets: {TextSocketV2[host: localhost, port: 9999]: -1}\n\nCurrent State: ACTIVE\nThread State: RUNNABLE\n\nLogical Plan:\nAggregate [word#3], [word#3, count(1) AS count#7L]\n+- Project [word#3]\n +- Generate explode(split(value#0, )), false, [word#3]\n +- StreamingExecutionRelation TextSocketV2[host: localhost, port: 9999], [value#0]\n'
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SparkPlanInfo$$anonfun$fromSparkPlan$1.apply(SparkPlanInfo.scala:65)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.TraversableLike$$anonfun$map$1.apply(TraversableLike.scala:234)
at scala.collection.immutable.List.foreach(List.scala:392)
at scala.collection.TraversableLike$class.map(TraversableLike.scala:234)
at scala.collection.immutable.List.map(List.scala:296)
at org.apache.spark.sql.execution.SparkPlanInfo$.fromSparkPlan(SparkPlanInfo.scala:65)
at org.apache.spark.sql.execution.SQLExecution$$anonfun$withNewExecutionId$1.apply(SQLExecution.scala:76)
at org.apache.spark.sql.execution.SQLExecution$.withSQLConfPropagated(SQLExecution.scala:125)
at org.apache.spark.sql.execution.SQLExecution$.withNewExecutionId(SQLExecution.scala:73)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$org$apache$spark$sql$execution$streaming$MicroBatchExecution$$runBatch$5.apply(MicroBatchExecution.scala:535)
at org.apache.spark.sql.execution.streaming.ProgressReporter$class.reportTimeTaken(ProgressReporter.scala:351)
at org.apache.spark.sql.execution.streaming.StreamExecution.reportTimeTaken(StreamExecution.scala:58)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution.org$apache$spark$sql$execution$streaming$MicroBatchExecution$$runBatch(MicroBatchExecution.scala:534)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1$$anonfun$apply$mcZ$sp$1.apply$mcV$sp(MicroBatchExecution.scala:198)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1$$anonfun$apply$mcZ$sp$1.apply(MicroBatchExecution.scala:166)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1$$anonfun$apply$mcZ$sp$1.apply(MicroBatchExecution.scala:166)
at org.apache.spark.sql.execution.streaming.ProgressReporter$class.reportTimeTaken(ProgressReporter.scala:351)
at org.apache.spark.sql.execution.streaming.StreamExecution.reportTimeTaken(StreamExecution.scala:58)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution$$anonfun$runActivatedStream$1.apply$mcZ$sp(MicroBatchExecution.scala:166)
at org.apache.spark.sql.execution.streaming.ProcessingTimeExecutor.execute(TriggerExecutor.scala:56)
at org.apache.spark.sql.execution.streaming.MicroBatchExecution.runActivatedStream(MicroBatchExecution.scala:160)
at org.apache.spark.sql.execution.streaming.StreamExecution.org$apache$spark$sql$execution$streaming$StreamExecution$$runStream(StreamExecution.scala:281)
at org.apache.spark.sql.execution.streaming.StreamExecution$$anon$1.run(StreamExecution.scala:193)
It seems that RocksDBStoreStateProvider can't find the init method of spark-2.4.3, so how can I use it? Thank you very much!
@PingHao - can you try this fix for your issue reported [here] (apache/spark#24922 (comment))
https://github.com/itsvikramagr/rocksdb-state-storage/pull/1/files
Do you need help to publish this great add-on to maven central and have it available as a spark package?
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