[I] Performance Bottlenecks Observed on 3TB TPC-DS with Gluten – Need Tuning Guidance [incubator-gluten]

["tiger3q (via GitHub)" <gi...@apache.org>]

tiger3q opened a new issue, #9295:
URL: https://github.com/apache/incubator-gluten/issues/9295

   ### Backend
   
   VL (Velox)
   
   ### Bug description
   
   Dear Gluten Community,
   
   We are currently testing Gluten(Velox) with a 3TB TPC-DS dataset but have observed only limited performance gains compared to native Spark.
   
   Dataset: We generated the dataset using the script from https://github.com/hortonworks/hive-testbench, in ORC format, with a scale of 3TB.
   
   Cluster: Our setup consists of a 6-node x86 cluster (Intel 5218R).
   
   Execution Results: We tested using both the community precompiled package (version 1.3.0) and our self-compiled package (version 1.4.0), but the performance improvements were limited. After excluding query q72, the overall performance improvement (excluding SQL execution time related to resource scheduling) was only around 20%. Additionally, some queries (such as q2, q76, q90, q91, q95, q96) showed over 30% longer execution time compared to native Spark.
   
   We would like to ask if there are any recommended configurations for running the TPC-DS 3TB dataset.
   
   Below is the configuration we used (referenced from https://github.com/apache/incubator-gluten/blob/main/tools/workload/benchmark_velox/native_sql_initialize.ipynb):
   
   --driver-memory 20g  
   --driver-cores 4 
   --num-executors 24  
   --executor-cores 12  
   --executor-memory 5g  
   --conf spark.memory.offHeap.enabled=true  
   --conf spark.memory.offHeap.size=35g  
   --master yarn 
   --conf spark.task.cpus=1 
   --conf spark.locality.wait=0 
   --conf spark.network.timeout=600 
   --conf spark.serializer=org.apache.spark.serializer.KryoSerializer 
   --conf spark.sql.adaptive.enabled=true 
   --conf spark.sql.adaptive.join.enabled=true 
   --conf spark.sql.adaptive.skewedJoin.enable=true 
   --conf spark.sql.broadcastTimeout=600 
   --conf spark.executor.extraJavaOption='-XX:+UseG1GC' 
   --conf spark.sql.codegen.wholeStage=true 
   --conf spark.sql.adaptive.coalescePartitions.minPartitionNum=200 
   --conf spark.sql.execution.filterMerge.enable=true 
   --conf spark.executorEnv.MALLOC_CONF=tcache:false 
   --conf spark.plugins=org.apache.gluten.GlutenPlugin 
   --conf spark.shuffle.manager=org.apache.spark.shuffle.sort.ColumnarShuffleManager  
   --conf spark.gluten.sql.columnar.backend.lib=velox 
   --conf spark.gluten.sql.columnar.forceShuffledHashJoin=true 
   --conf spark.gluten.sql.columnar.force.hashagg=false 
   --conf spark.gluten.sql.enable.native.validation=false 
   --conf spark.executorEnv.LD_LIBRARY_PATH=/opt/velox-gluten/thirdparty/:$LD_LIBRARY_PATH 
   --conf spark.driverEnv.LD_LIBRARY_PATH=/opt/velox-gluten/thirdparty/:$LD_LIBRARY_PATH 
   --conf spark.dirver.extraLibraryPath='-Djava.library.path=$HADOOP_HOME/lib/native' 
   --conf spark.executor.extraLibraryPath='-Djava.library.path=$HADOOP_HOME/lib/native' 
   --conf spark.kryoserializer.buffer.max=2000m 
   --conf spark.sql.files.maxPartitionBytes=4g 
   --conf spark.gluten.sql.columnar.coalesce.batches=true 
   --conf spark.sql.optimizer.runtime.bloomFilter.applicationSideScanSizeThreshold=0 
   --conf spark.sql.optimizer.runtime.bloomFilter.enabled=true 
   --conf spark.gluten.sql.columnar.joinOptimizationLevel=18 
   --conf spark.gluten.sql.columnar.physicalJoinOptimizeEnable=true 
   --conf spark.gluten.sql.columnar.physicalJoinOptimizationLevel=18 
   --conf spark.gluten.sql.columnar.logicalJoinOptimizeEnable=true 
   --conf spark.gluten.sql.columnar.maxBatchSize=4096 
   --conf spark.sql.autoBroadcastJoinThreshold=10m 
   --conf spark.sql.optimizer.dynamicPartitionPruning.enabled=True 
   --conf spark.cleaner.periodicGC.interval=10s 
   --conf spark.driver.maxResultSize=10G
   
   
   Thank you very much for your time and support!
   
   ### Spark version
   
   None
   
   ### Spark configurations
   
   _No response_
   
   ### System information
   
   _No response_
   
   ### Relevant logs
   
   ```bash
   
   ```


-- 
This is an automated message from the Apache Git Service.
To respond to the message, please log on to GitHub and use the
URL above to go to the specific comment.

To unsubscribe, e-mail: commits-unsubscribe@gluten.apache.org.apache.org

For queries about this service, please contact Infrastructure at:
users@infra.apache.org


---------------------------------------------------------------------
To unsubscribe, e-mail: commits-unsubscribe@gluten.apache.org
For additional commands, e-mail: commits-help@gluten.apache.org