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Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/netty-transport-classes-kqueue-4.1.96.Final.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-gatewayapi-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/istack-commons-runtime-3.0.8.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/commons-lang-2.6.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hk2-api-2.6.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/datasketches-java-3.3.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/okio-1.15.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/curator-recipes-2.13.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hadoop-client-api-3.3.4.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/netty-codec-4.1.96.Final.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spark-network-common_2.12-3.5.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/datanucleus-api-jdo-4.2.4.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kafka-clients-3.7.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spark-common-utils_2.12-3.5.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/lapack-3.0.3.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/orc-core-1.9.2-shaded-protobuf.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/janino-3.1.9.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/blas-3.0.3.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-flowcontrol-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/netty-handler-proxy-4.1.96.Final.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spark-graphx_2.12-3.5.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/netty-transport-native-epoll-4.1.96.Final-linux-x86_64.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/parquet-encoding-1.13.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/jodd-core-3.5.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spark-mesos_2.12-3.5.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spire-macros_2.12-0.17.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/netty-transport-native-epoll-4.1.96.Final-linux-aarch_64.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hadoop-client-runtime-3.3.4.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-certificates-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/jersey-hk2-2.40.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spire-util_2.12-0.17.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/commons-compress-1.23.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hive-storage-api-2.8.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-apiextensions-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/algebra_2.12-2.0.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/metrics-jmx-4.2.19.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/breeze_2.12-2.1.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/xbean-asm9-shaded-4.23.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/stax-api-1.0.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hive-serde-2.3.9.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/netty-all-4.1.96.Final.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/orc-shims-1.9.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/audience-annotations-0.5.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/curator-framework-2.13.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hk2-locator-2.6.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-resource-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/hive-service-rpc-3.1.3.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spark-kvstore_2.12-3.5.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/jakarta.xml.bind-api-2.3.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-networking-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/jersey-container-servlet-core-2.40.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/commons-codec-1.16.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/datasketches-memory-2.1.0.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/jline-2.14.6.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/jackson-module-scala_2.12-2.15.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/spark-unsafe_2.12-3.5.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/kubernetes-model-policy-6.7.2.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/transaction-api-1.1.jar":"System Classpath","/home/airflow/.local/lib/python3.11/site-packages/pyspark/jars/log4j-slf4j2-impl-2.20.0.jar":"System Classpath"}} {"Event":"SparkListenerApplicationStart","App Name":"dm_course_completion_rate_ch","App ID":"app-20260716130855-0088","Timestamp":1784192934946,"User":"airflow"} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLExecutionStart","executionId":0,"rootExecutionId":0,"description":"parquet at NativeMethodAccessorImpl.java:0","details":"org.apache.spark.sql.DataFrameWriter.parquet(DataFrameWriter.scala:792)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:77)\njava.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\njava.base/java.lang.reflect.Method.invoke(Method.java:569)\npy4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\npy4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:374)\npy4j.Gateway.invoke(Gateway.java:282)\npy4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\npy4j.commands.CallCommand.execute(CallCommand.java:79)\npy4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182)\npy4j.ClientServerConnection.run(ClientServerConnection.java:106)\njava.base/java.lang.Thread.run(Thread.java:840)","physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (38)\n+- Execute InsertIntoHadoopFsRelationCommand (37)\n +- WriteFiles (36)\n +- Project (35)\n +- HashAggregate (34)\n +- Exchange (33)\n +- HashAggregate (32)\n +- Project (31)\n +- BroadcastHashJoin LeftOuter BuildRight (30)\n :- Project (20)\n : +- BroadcastHashJoin Inner BuildRight (19)\n : :- Project (12)\n : : +- BroadcastHashJoin Inner BuildRight (11)\n : : :- Project (7)\n : : : +- BroadcastHashJoin Inner BuildRight (6)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastExchange (5)\n : : : +- Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (10)\n : : +- Filter (9)\n : : +- Scan csv (8)\n : +- BroadcastExchange (18)\n : +- HashAggregate (17)\n : +- Exchange (16)\n : +- HashAggregate (15)\n : +- Filter (14)\n : +- Scan csv (13)\n +- BroadcastExchange (29)\n +- HashAggregate (28)\n +- Exchange (27)\n +- HashAggregate (26)\n +- HashAggregate (25)\n +- Exchange (24)\n +- HashAggregate (23)\n +- Filter (22)\n +- Scan csv (21)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(6) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(7) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(8) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(9) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(10) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(11) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(12) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(13) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(14) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(15) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(16) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(17) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(18) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(19) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(20) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(21) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(22) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(23) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(24) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(25) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(26) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(27) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(28) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(29) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(30) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(31) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(32) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(33) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(34) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(35) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(36) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(37) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(38) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=false","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[max(lessons_viewed#55L)])","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, 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time","accumulatorId":6,"metricType":"timing"},{"name":"number of output rows","accumulatorId":3,"metricType":"sum"},{"name":"number of dynamic part","accumulatorId":4,"metricType":"sum"},{"name":"written output","accumulatorId":2,"metricType":"size"}]}],"metadata":{},"metrics":[]},"time":1784192940186,"modifiedConfigs":{},"jobTags":[]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (73)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (41)\n +- WriteFiles (40)\n +- Project (39)\n +- HashAggregate (38)\n +- Exchange (37)\n +- HashAggregate (36)\n +- Project (35)\n +- BroadcastHashJoin LeftOuter BuildRight (34)\n :- Project (23)\n : +- BroadcastHashJoin Inner BuildRight (22)\n : :- Project (14)\n : : +- BroadcastHashJoin Inner BuildRight (13)\n : : :- Project (8)\n : : : +- BroadcastHashJoin Inner BuildRight (7)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastQueryStage (6)\n : : : +- BroadcastExchange (5)\n : : : +- * Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastQueryStage (12)\n : : +- BroadcastExchange (11)\n : : +- * Filter (10)\n : : +- Scan csv (9)\n : +- BroadcastExchange (21)\n : +- HashAggregate (20)\n : +- ShuffleQueryStage (19)\n : +- Exchange (18)\n : +- * HashAggregate (17)\n : +- * Filter (16)\n : +- Scan csv (15)\n +- BroadcastExchange (33)\n +- HashAggregate (32)\n +- Exchange (31)\n +- HashAggregate (30)\n +- HashAggregate (29)\n +- ShuffleQueryStage (28)\n +- Exchange (27)\n +- * HashAggregate (26)\n +- * Filter (25)\n +- Scan csv (24)\n+- == Initial Plan ==\n Execute InsertIntoHadoopFsRelationCommand (72)\n +- WriteFiles (71)\n +- Project (70)\n +- HashAggregate (69)\n +- Exchange (68)\n +- HashAggregate (67)\n +- Project (66)\n +- BroadcastHashJoin LeftOuter BuildRight (65)\n :- Project (56)\n : +- BroadcastHashJoin Inner BuildRight (55)\n : :- Project (49)\n : : +- BroadcastHashJoin Inner BuildRight (48)\n : : :- Project (45)\n : : : +- BroadcastHashJoin Inner BuildRight (44)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastExchange (43)\n : : : +- Filter (42)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (47)\n : : +- Filter (46)\n : : +- Scan csv (9)\n : +- BroadcastExchange (54)\n : +- HashAggregate (53)\n : +- Exchange (52)\n : +- HashAggregate (51)\n : +- Filter (50)\n : +- Scan csv (15)\n +- BroadcastExchange (64)\n +- HashAggregate (63)\n +- Exchange (62)\n +- HashAggregate (61)\n +- HashAggregate (60)\n +- Exchange (59)\n +- HashAggregate (58)\n +- Filter (57)\n +- Scan csv (24)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#8L, name#9]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(9) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18L, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(15) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(17) HashAggregate [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(18) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=245]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#27L, count#220L]\nArguments: 2\n\n(20) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(21) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=256]\n\n(22) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(23) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(24) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(25) Filter [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(26) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(27) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=263]\n\n(28) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: 3\n\n(29) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(30) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(31) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=275]\n\n(32) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(33) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=277]\n\n(34) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(35) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(36) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(37) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=281]\n\n(38) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(39) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(40) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(41) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(42) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(43) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(44) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(45) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(46) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(47) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(48) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(49) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(50) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(51) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(52) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(53) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(54) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(55) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(56) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(57) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(58) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(59) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(60) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(61) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(62) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(63) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(64) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(65) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(66) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(67) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(68) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(69) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(70) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(71) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(72) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(73) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=false","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[max(lessons_viewed#55L)])","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=281]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[partial_max(lessons_viewed#55L)])","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, 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Size":0,"Disk Size":0},{"RDD ID":3,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"15\",\"name\":\"Scan csv \"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[2],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0}],"Parent IDs":[],"Details":"org.apache.spark.sql.DataFrameWriter.parquet(DataFrameWriter.scala:792)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:77)\njava.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\njava.base/java.lang.reflect.Method.invoke(Method.java:569)\npy4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\npy4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:374)\npy4j.Gateway.invoke(Gateway.java:282)\npy4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\npy4j.commands.CallCommand.execute(CallCommand.java:79)\npy4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182)\npy4j.ClientServerConnection.run(ClientServerConnection.java:106)\njava.base/java.lang.Thread.run(Thread.java:840)","Submission Time":1784192940810,"Completion Time":1784192960673,"Accumulables":[{"ID":110,"Name":"number of output rows","Value":"18","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":255,"Name":"data size","Value":"120","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":274,"Name":"shuffle bytes written","Value":"312","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":275,"Name":"shuffle records written","Value":"5","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":276,"Name":"shuffle write time","Value":"17797514","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":277,"Name":"duration","Value":"1064","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":278,"Name":"number of output rows","Value":"5","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":279,"Name":"peak memory","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":281,"Name":"time in aggregation build","Value":"963","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":284,"Name":"number of output rows","Value":"18","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":430,"Name":"internal.metrics.executorDeserializeTime","Value":398,"Internal":true,"Count Failed Values":true},{"ID":431,"Name":"internal.metrics.executorDeserializeCpuTime","Value":189719819,"Internal":true,"Count Failed Values":true},{"ID":432,"Name":"internal.metrics.executorRunTime","Value":1408,"Internal":true,"Count Failed Values":true},{"ID":433,"Name":"internal.metrics.executorCpuTime","Value":543343595,"Internal":true,"Count Failed Values":true},{"ID":434,"Name":"internal.metrics.resultSize","Value":2858,"Internal":true,"Count Failed Values":true},{"ID":435,"Name":"internal.metrics.jvmGCTime","Value":22,"Internal":true,"Count Failed Values":true},{"ID":436,"Name":"internal.metrics.resultSerializationTime","Value":1,"Internal":true,"Count Failed Values":true},{"ID":439,"Name":"internal.metrics.peakExecutionMemory","Value":262144,"Internal":true,"Count Failed Values":true},{"ID":458,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":312,"Internal":true,"Count Failed Values":true},{"ID":459,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":5,"Internal":true,"Count Failed Values":true},{"ID":460,"Name":"internal.metrics.shuffle.write.writeTime","Value":17797514,"Internal":true,"Count Failed Values":true},{"ID":461,"Name":"internal.metrics.input.bytesRead","Value":621,"Internal":true,"Count Failed Values":true},{"ID":462,"Name":"internal.metrics.input.recordsRead","Value":18,"Internal":true,"Count Failed Values":true}],"Resource Profile Id":0,"Shuffle Push Enabled":false,"Shuffle Push Mergers Count":0}} {"Event":"SparkListenerJobEnd","Job ID":2,"Completion Time":1784192960678,"Job Result":{"Result":"JobSucceeded"}} {"Event":"SparkListenerTaskEnd","Stage ID":3,"Stage Attempt ID":0,"Task Type":"ShuffleMapTask","Task End Reason":{"Reason":"Success"},"Task Info":{"Task ID":3,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784192958834,"Executor ID":"0","Host":"172.28.0.49","Locality":"PROCESS_LOCAL","Speculative":false,"Getting Result Time":0,"Finish Time":1784192960672,"Failed":false,"Killed":false,"Accumulables":[{"ID":188,"Name":"number of output rows","Update":"58","Value":"58","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":330,"Name":"data size","Update":"1760","Value":"1760","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":349,"Name":"shuffle bytes written","Update":"3190","Value":"3190","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":350,"Name":"shuffle records written","Update":"55","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":351,"Name":"shuffle write time","Update":"17380515","Value":"17380515","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":352,"Name":"duration","Update":"1070","Value":"1070","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":353,"Name":"number of output rows","Update":"55","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":354,"Name":"peak memory","Update":"262144","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":356,"Name":"time in aggregation build","Update":"964","Value":"964","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":359,"Name":"number of output rows","Update":"58","Value":"58","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":465,"Name":"internal.metrics.executorDeserializeTime","Update":397,"Value":397,"Internal":true,"Count Failed Values":true},{"ID":466,"Name":"internal.metrics.executorDeserializeCpuTime","Update":173237284,"Value":173237284,"Internal":true,"Count Failed Values":true},{"ID":467,"Name":"internal.metrics.executorRunTime","Update":1408,"Value":1408,"Internal":true,"Count Failed Values":true},{"ID":468,"Name":"internal.metrics.executorCpuTime","Update":388779647,"Value":388779647,"Internal":true,"Count Failed Values":true},{"ID":469,"Name":"internal.metrics.resultSize","Update":2815,"Value":2815,"Internal":true,"Count Failed Values":true},{"ID":470,"Name":"internal.metrics.jvmGCTime","Update":22,"Value":22,"Internal":true,"Count Failed Values":true},{"ID":474,"Name":"internal.metrics.peakExecutionMemory","Update":262144,"Value":262144,"Internal":true,"Count Failed Values":true},{"ID":493,"Name":"internal.metrics.shuffle.write.bytesWritten","Update":3190,"Value":3190,"Internal":true,"Count Failed Values":true},{"ID":494,"Name":"internal.metrics.shuffle.write.recordsWritten","Update":55,"Value":55,"Internal":true,"Count Failed Values":true},{"ID":495,"Name":"internal.metrics.shuffle.write.writeTime","Update":17380515,"Value":17380515,"Internal":true,"Count Failed Values":true},{"ID":496,"Name":"internal.metrics.input.bytesRead","Update":1576,"Value":1576,"Internal":true,"Count Failed Values":true},{"ID":497,"Name":"internal.metrics.input.recordsRead","Update":58,"Value":58,"Internal":true,"Count Failed Values":true}]},"Task Executor Metrics":{"JVMHeapMemory":0,"JVMOffHeapMemory":0,"OnHeapExecutionMemory":0,"OffHeapExecutionMemory":0,"OnHeapStorageMemory":0,"OffHeapStorageMemory":0,"OnHeapUnifiedMemory":0,"OffHeapUnifiedMemory":0,"DirectPoolMemory":0,"MappedPoolMemory":0,"ProcessTreeJVMVMemory":0,"ProcessTreeJVMRSSMemory":0,"ProcessTreePythonVMemory":0,"ProcessTreePythonRSSMemory":0,"ProcessTreeOtherVMemory":0,"ProcessTreeOtherRSSMemory":0,"MinorGCCount":0,"MinorGCTime":0,"MajorGCCount":0,"MajorGCTime":0,"TotalGCTime":0},"Task Metrics":{"Executor Deserialize Time":397,"Executor Deserialize CPU Time":173237284,"Executor Run Time":1408,"Executor CPU Time":388779647,"Peak Execution Memory":262144,"Result Size":2815,"JVM GC Time":22,"Result Serialization Time":0,"Memory Bytes Spilled":0,"Disk Bytes Spilled":0,"Shuffle Read Metrics":{"Remote Blocks Fetched":0,"Local Blocks Fetched":0,"Fetch Wait Time":0,"Remote Bytes Read":0,"Remote Bytes Read To Disk":0,"Local Bytes Read":0,"Total Records Read":0,"Remote Requests Duration":0,"Push Based Shuffle":{"Corrupt Merged Block Chunks":0,"Merged Fetch Fallback Count":0,"Merged Remote Blocks Fetched":0,"Merged Local Blocks Fetched":0,"Merged Remote Chunks Fetched":0,"Merged Local Chunks Fetched":0,"Merged Remote Bytes Read":0,"Merged Local Bytes Read":0,"Merged Remote Requests Duration":0}},"Shuffle Write Metrics":{"Shuffle Bytes Written":3190,"Shuffle Write Time":17380515,"Shuffle Records Written":55},"Input Metrics":{"Bytes Read":1576,"Records Read":58},"Output Metrics":{"Bytes Written":0,"Records Written":0},"Updated Blocks":[]}} {"Event":"SparkListenerStageCompleted","Stage Info":{"Stage ID":3,"Stage Attempt ID":0,"Stage Name":"parquet at NativeMethodAccessorImpl.java:0","Number of Tasks":1,"RDD Info":[{"RDD ID":15,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"16\",\"name\":\"Exchange\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[14],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":14,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"17\",\"name\":\"WholeStageCodegen (4)\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[13],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":13,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"21\",\"name\":\"Scan csv \"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[12],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":12,"Name":"FileScanRDD","Scope":"{\"id\":\"21\",\"name\":\"Scan csv \"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0}],"Parent IDs":[],"Details":"org.apache.spark.sql.DataFrameWriter.parquet(DataFrameWriter.scala:792)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:77)\njava.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\njava.base/java.lang.reflect.Method.invoke(Method.java:569)\npy4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\npy4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:374)\npy4j.Gateway.invoke(Gateway.java:282)\npy4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\npy4j.commands.CallCommand.execute(CallCommand.java:79)\npy4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182)\npy4j.ClientServerConnection.run(ClientServerConnection.java:106)\njava.base/java.lang.Thread.run(Thread.java:840)","Submission Time":1784192940832,"Completion Time":1784192960686,"Accumulables":[{"ID":188,"Name":"number of output rows","Value":"58","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":330,"Name":"data size","Value":"1760","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":349,"Name":"shuffle bytes written","Value":"3190","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":350,"Name":"shuffle records written","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":351,"Name":"shuffle write time","Value":"17380515","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":352,"Name":"duration","Value":"1070","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":353,"Name":"number of output rows","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":354,"Name":"peak memory","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":356,"Name":"time in aggregation build","Value":"964","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":359,"Name":"number of output rows","Value":"58","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":465,"Name":"internal.metrics.executorDeserializeTime","Value":397,"Internal":true,"Count Failed Values":true},{"ID":466,"Name":"internal.metrics.executorDeserializeCpuTime","Value":173237284,"Internal":true,"Count Failed Values":true},{"ID":467,"Name":"internal.metrics.executorRunTime","Value":1408,"Internal":true,"Count Failed Values":true},{"ID":468,"Name":"internal.metrics.executorCpuTime","Value":388779647,"Internal":true,"Count Failed Values":true},{"ID":469,"Name":"internal.metrics.resultSize","Value":2815,"Internal":true,"Count Failed Values":true},{"ID":470,"Name":"internal.metrics.jvmGCTime","Value":22,"Internal":true,"Count Failed Values":true},{"ID":474,"Name":"internal.metrics.peakExecutionMemory","Value":262144,"Internal":true,"Count Failed Values":true},{"ID":493,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":3190,"Internal":true,"Count Failed Values":true},{"ID":494,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":55,"Internal":true,"Count Failed Values":true},{"ID":495,"Name":"internal.metrics.shuffle.write.writeTime","Value":17380515,"Internal":true,"Count Failed Values":true},{"ID":496,"Name":"internal.metrics.input.bytesRead","Value":1576,"Internal":true,"Count Failed Values":true},{"ID":497,"Name":"internal.metrics.input.recordsRead","Value":58,"Internal":true,"Count Failed Values":true}],"Resource Profile Id":0,"Shuffle Push Enabled":false,"Shuffle Push Mergers Count":0}} {"Event":"SparkListenerJobEnd","Job ID":3,"Completion Time":1784192960689,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[234,11],[233,32],[232,20426],[231,22],[230,1056584]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[241,11],[240,32],[239,20425],[238,5],[237,1048616]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (77)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (43)\n +- WriteFiles (42)\n +- Project (41)\n +- HashAggregate (40)\n +- Exchange (39)\n +- HashAggregate (38)\n +- Project (37)\n +- BroadcastHashJoin LeftOuter BuildRight (36)\n :- Project (25)\n : +- BroadcastHashJoin Inner BuildRight (24)\n : :- Project (14)\n : : +- BroadcastHashJoin Inner BuildRight (13)\n : : :- Project (8)\n : : : +- BroadcastHashJoin Inner BuildRight (7)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastQueryStage (6)\n : : : +- BroadcastExchange (5)\n : : : +- * Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastQueryStage (12)\n : : +- BroadcastExchange (11)\n : : +- * Filter (10)\n : : +- Scan csv (9)\n : +- BroadcastQueryStage (23)\n : +- BroadcastExchange (22)\n : +- * HashAggregate (21)\n : +- AQEShuffleRead (20)\n : +- ShuffleQueryStage (19), Statistics(sizeInBytes=120.0 B, rowCount=5)\n : +- Exchange (18)\n : +- * HashAggregate (17)\n : +- * Filter (16)\n : +- Scan csv (15)\n +- BroadcastExchange (35)\n +- HashAggregate (34)\n +- Exchange (33)\n +- HashAggregate (32)\n +- HashAggregate (31)\n +- ShuffleQueryStage (30)\n +- Exchange (29)\n +- * HashAggregate (28)\n +- * Filter (27)\n +- Scan csv (26)\n+- == Initial Plan ==\n Execute InsertIntoHadoopFsRelationCommand (76)\n +- WriteFiles (75)\n +- Project (74)\n +- HashAggregate (73)\n +- Exchange (72)\n +- HashAggregate (71)\n +- Project (70)\n +- BroadcastHashJoin LeftOuter BuildRight (69)\n :- Project (60)\n : +- BroadcastHashJoin Inner BuildRight (59)\n : :- Project (53)\n : : +- BroadcastHashJoin Inner BuildRight (52)\n : : :- Project (49)\n : : : +- BroadcastHashJoin Inner BuildRight (48)\n : : : :- Filter (45)\n : : : : +- Scan csv (44)\n : : : +- BroadcastExchange (47)\n : : : +- Filter (46)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (51)\n : : +- Filter (50)\n : : +- Scan csv (9)\n : +- BroadcastExchange (58)\n : +- HashAggregate (57)\n : +- Exchange (56)\n : +- HashAggregate (55)\n : +- Filter (54)\n : +- Scan csv (15)\n +- BroadcastExchange (68)\n +- HashAggregate (67)\n +- Exchange (66)\n +- HashAggregate (65)\n +- HashAggregate (64)\n +- Exchange (63)\n +- HashAggregate (62)\n +- Filter (61)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#8L, name#9]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(9) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18L, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(15) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(17) HashAggregate [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(18) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=245]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#27L, count#220L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#27L, count#220L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=404]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: 4\n\n(24) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(25) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(26) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(27) Filter [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(29) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=263]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: 3\n\n(31) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(32) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(33) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=275]\n\n(34) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(35) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=353]\n\n(36) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(37) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(38) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(39) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=417]\n\n(40) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(41) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(42) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(43) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(44) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(45) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(46) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(47) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(48) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(49) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(50) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(51) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(52) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(53) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(54) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(55) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(56) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(57) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(58) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(59) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(60) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(61) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(62) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(63) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(64) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(65) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(66) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(67) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(68) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(69) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(70) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(71) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(72) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(73) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(74) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(75) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(76) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(77) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=false","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[max(lessons_viewed#55L)])","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=417]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[partial_max(lessons_viewed#55L)])","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L, course_id#35L], [user_id#0L, course_id#2L], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#27L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#18L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L], [user_id#8L], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#34L) AND isnotnull(course_id#35L))","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#34L,course_id#35L] Batched: false, DataFilters: [isnotnull(user_id#34L), isnotnull(course_id#35L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#34L), isnotnull(course_id#35L)]"},"metrics":[{"name":"number of output rows","accumulatorId":545,"metricType":"sum"},{"name":"number of files read","accumulatorId":546,"metricType":"sum"},{"name":"metadata time","accumulatorId":547,"metricType":"timing"},{"name":"size of files read","accumulatorId":548,"metricType":"size"}]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":544,"metricType":"sum"}]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen (1)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(user_id#8L)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#8L,name#9] Batched: false, DataFilters: [isnotnull(user_id#8L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_user.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_user.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id)]","DataFilters":"[isnotnull(user_id#8L)]"},"metrics":[{"name":"number of output rows","accumulatorId":56,"metricType":"sum"},{"name":"number of files read","accumulatorId":57,"metricType":"sum"},{"name":"metadata time","accumulatorId":58,"metricType":"timing"},{"name":"size of files read","accumulatorId":59,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":236,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":235,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":234,"metricType":"timing"},{"name":"time to build","accumulatorId":233,"metricType":"timing"},{"name":"time to collect","accumulatorId":232,"metricType":"timing"},{"name":"number of output rows","accumulatorId":231,"metricType":"sum"},{"name":"data size","accumulatorId":230,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":543,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 1","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]","children":[{"nodeName":"WholeStageCodegen (2)","simpleString":"WholeStageCodegen (2)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#18L)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#18L,title#19] Batched: false, DataFilters: [isnotnull(course_id#18L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_course.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_course.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#18L)]"},"metrics":[{"name":"number of output rows","accumulatorId":66,"metricType":"sum"},{"name":"number of files read","accumulatorId":67,"metricType":"sum"},{"name":"metadata time","accumulatorId":68,"metricType":"timing"},{"name":"size of files read","accumulatorId":69,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":243,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":242,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":241,"metricType":"timing"},{"name":"time to build","accumulatorId":240,"metricType":"timing"},{"name":"time to collect","accumulatorId":239,"metricType":"timing"},{"name":"number of output rows","accumulatorId":238,"metricType":"sum"},{"name":"data size","accumulatorId":237,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":542,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 4","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=404]","children":[{"nodeName":"WholeStageCodegen (5)","simpleString":"WholeStageCodegen 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files","accumulatorId":500,"metricType":"sum"},{"name":"job commit time","accumulatorId":505,"metricType":"timing"},{"name":"number of output rows","accumulatorId":502,"metricType":"sum"},{"name":"number of dynamic part","accumulatorId":503,"metricType":"sum"},{"name":"written output","accumulatorId":501,"metricType":"size"}]}],"metadata":{},"metrics":[]}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[561,1],[563,1],[562,324]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (79)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (45)\n +- WriteFiles (44)\n +- Project (43)\n +- HashAggregate (42)\n +- Exchange (41)\n +- HashAggregate (40)\n +- Project (39)\n +- BroadcastHashJoin LeftOuter BuildRight (38)\n :- Project (25)\n : +- BroadcastHashJoin Inner BuildRight (24)\n : :- Project (14)\n : : +- BroadcastHashJoin Inner BuildRight (13)\n : : :- Project (8)\n : : : +- BroadcastHashJoin Inner BuildRight (7)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastQueryStage (6), Statistics(sizeInBytes=1031.8 KiB, rowCount=22)\n : : : +- BroadcastExchange (5)\n : : : +- * Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastQueryStage (12), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : : +- BroadcastExchange (11)\n : : +- * Filter (10)\n : : +- Scan csv (9)\n : +- BroadcastQueryStage (23)\n : +- BroadcastExchange (22)\n : +- * HashAggregate (21)\n : +- AQEShuffleRead (20)\n : +- ShuffleQueryStage (19), Statistics(sizeInBytes=120.0 B, rowCount=5)\n : +- Exchange (18)\n : +- * HashAggregate (17)\n : +- * Filter (16)\n : +- Scan csv (15)\n +- BroadcastExchange (37)\n +- HashAggregate (36)\n +- ShuffleQueryStage (35)\n +- Exchange (34)\n +- * HashAggregate (33)\n +- * HashAggregate (32)\n +- AQEShuffleRead (31)\n +- ShuffleQueryStage (30), Statistics(sizeInBytes=1760.0 B, rowCount=55)\n +- Exchange (29)\n +- * HashAggregate (28)\n +- * Filter (27)\n +- Scan csv (26)\n+- == Initial Plan ==\n Execute InsertIntoHadoopFsRelationCommand (78)\n +- WriteFiles (77)\n +- Project (76)\n +- HashAggregate (75)\n +- Exchange (74)\n +- HashAggregate (73)\n +- Project (72)\n +- BroadcastHashJoin LeftOuter BuildRight (71)\n :- Project (62)\n : +- BroadcastHashJoin Inner BuildRight (61)\n : :- Project (55)\n : : +- BroadcastHashJoin Inner BuildRight (54)\n : : :- Project (51)\n : : : +- BroadcastHashJoin Inner BuildRight (50)\n : : : :- Filter (47)\n : : : : +- Scan csv (46)\n : : : +- BroadcastExchange (49)\n : : : +- Filter (48)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (53)\n : : +- Filter (52)\n : : +- Scan csv (9)\n : +- BroadcastExchange (60)\n : +- HashAggregate (59)\n : +- Exchange (58)\n : +- HashAggregate (57)\n : +- Filter (56)\n : +- Scan csv (15)\n +- BroadcastExchange (70)\n +- HashAggregate (69)\n +- Exchange (68)\n +- HashAggregate (67)\n +- HashAggregate (66)\n +- Exchange (65)\n +- HashAggregate (64)\n +- Filter (63)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#8L, name#9]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(9) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18L, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(15) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(17) HashAggregate [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(18) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=245]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#27L, count#220L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#27L, count#220L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=404]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: 4\n\n(24) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(25) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(26) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(27) Filter [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(29) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=263]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(34) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=527]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: 5\n\n(36) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(37) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=539]\n\n(38) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(39) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(40) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(41) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=543]\n\n(42) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(43) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(44) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(45) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(46) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(47) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(48) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(49) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(50) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(51) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(52) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(53) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(54) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(55) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(56) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(57) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(58) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(59) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(60) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(61) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(62) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(63) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(64) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(65) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(66) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(67) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(68) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(69) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(70) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(71) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(72) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(73) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(74) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(75) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(76) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(77) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(78) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(79) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=false","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[max(lessons_viewed#55L)])","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=543]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[partial_max(lessons_viewed#55L)])","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L, course_id#35L], [user_id#0L, course_id#2L], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#27L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#18L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L], [user_id#8L], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#34L) AND isnotnull(course_id#35L))","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#34L,course_id#35L] Batched: false, DataFilters: [isnotnull(user_id#34L), isnotnull(course_id#35L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#34L), isnotnull(course_id#35L)]"},"metrics":[{"name":"number of output rows","accumulatorId":614,"metricType":"sum"},{"name":"number of files read","accumulatorId":615,"metricType":"sum"},{"name":"metadata time","accumulatorId":616,"metricType":"timing"},{"name":"size of files read","accumulatorId":617,"metricType":"size"}]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":613,"metricType":"sum"}]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen (1)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(user_id#8L)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#8L,name#9] Batched: false, DataFilters: [isnotnull(user_id#8L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_user.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_user.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id)]","DataFilters":"[isnotnull(user_id#8L)]"},"metrics":[{"name":"number of output rows","accumulatorId":56,"metricType":"sum"},{"name":"number of files read","accumulatorId":57,"metricType":"sum"},{"name":"metadata time","accumulatorId":58,"metricType":"timing"},{"name":"size of files read","accumulatorId":59,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":236,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":235,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to 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Values":true},{"ID":706,"Name":"internal.metrics.resultSize","Value":5847,"Internal":true,"Count Failed Values":true},{"ID":711,"Name":"internal.metrics.peakExecutionMemory","Value":524288,"Internal":true,"Count Failed Values":true},{"ID":713,"Name":"internal.metrics.shuffle.read.remoteBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":714,"Name":"internal.metrics.shuffle.read.localBlocksFetched","Value":1,"Internal":true,"Count Failed Values":true},{"ID":715,"Name":"internal.metrics.shuffle.read.remoteBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":716,"Name":"internal.metrics.shuffle.read.remoteBytesReadToDisk","Value":0,"Internal":true,"Count Failed Values":true},{"ID":717,"Name":"internal.metrics.shuffle.read.localBytesRead","Value":3190,"Internal":true,"Count Failed Values":true},{"ID":718,"Name":"internal.metrics.shuffle.read.fetchWaitTime","Value":0,"Internal":true,"Count Failed Values":true},{"ID":719,"Name":"internal.metrics.shuffle.read.recordsRead","Value":55,"Internal":true,"Count Failed Values":true},{"ID":720,"Name":"internal.metrics.shuffle.push.read.corruptMergedBlockChunks","Value":0,"Internal":true,"Count Failed Values":true},{"ID":721,"Name":"internal.metrics.shuffle.push.read.mergedFetchFallbackCount","Value":0,"Internal":true,"Count Failed Values":true},{"ID":722,"Name":"internal.metrics.shuffle.push.read.remoteMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":723,"Name":"internal.metrics.shuffle.push.read.localMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":724,"Name":"internal.metrics.shuffle.push.read.remoteMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":725,"Name":"internal.metrics.shuffle.push.read.localMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":726,"Name":"internal.metrics.shuffle.push.read.remoteMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":727,"Name":"internal.metrics.shuffle.push.read.localMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":728,"Name":"internal.metrics.shuffle.read.remoteReqsDuration","Value":0,"Internal":true,"Count Failed Values":true},{"ID":729,"Name":"internal.metrics.shuffle.push.read.remoteMergedReqsDuration","Value":0,"Internal":true,"Count Failed Values":true},{"ID":730,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":1551,"Internal":true,"Count Failed Values":true},{"ID":731,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":25,"Internal":true,"Count Failed Values":true},{"ID":732,"Name":"internal.metrics.shuffle.write.writeTime","Value":6411466,"Internal":true,"Count Failed Values":true}],"Resource Profile Id":0,"Shuffle Push Enabled":false,"Shuffle Push Mergers Count":0}} {"Event":"SparkListenerJobEnd","Job ID":5,"Completion Time":1784192961190,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (81)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (47)\n +- WriteFiles (46)\n +- Project (45)\n +- HashAggregate (44)\n +- Exchange (43)\n +- HashAggregate (42)\n +- Project (41)\n +- BroadcastHashJoin LeftOuter BuildRight (40)\n :- Project (25)\n : +- BroadcastHashJoin Inner BuildRight (24)\n : :- Project (14)\n : : +- BroadcastHashJoin Inner BuildRight (13)\n : : :- Project (8)\n : : : +- BroadcastHashJoin Inner BuildRight (7)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastQueryStage (6), Statistics(sizeInBytes=1031.8 KiB, rowCount=22)\n : : : +- BroadcastExchange (5)\n : : : +- * Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastQueryStage (12), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : : +- BroadcastExchange (11)\n : : +- * Filter (10)\n : : +- Scan csv (9)\n : +- BroadcastQueryStage (23), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : +- BroadcastExchange (22)\n : +- * HashAggregate (21)\n : +- AQEShuffleRead (20)\n : +- ShuffleQueryStage (19), Statistics(sizeInBytes=120.0 B, rowCount=5)\n : +- Exchange (18)\n : +- * HashAggregate (17)\n : +- * Filter (16)\n : +- Scan csv (15)\n +- BroadcastQueryStage (39)\n +- BroadcastExchange (38)\n +- * HashAggregate (37)\n +- AQEShuffleRead (36)\n +- ShuffleQueryStage (35), Statistics(sizeInBytes=800.0 B, rowCount=25)\n +- Exchange (34)\n +- * HashAggregate (33)\n +- * HashAggregate (32)\n +- AQEShuffleRead (31)\n +- ShuffleQueryStage (30), Statistics(sizeInBytes=1760.0 B, rowCount=55)\n +- Exchange (29)\n +- * HashAggregate (28)\n +- * Filter (27)\n +- Scan csv (26)\n+- == Initial Plan ==\n Execute InsertIntoHadoopFsRelationCommand (80)\n +- WriteFiles (79)\n +- Project (78)\n +- HashAggregate (77)\n +- Exchange (76)\n +- HashAggregate (75)\n +- Project (74)\n +- BroadcastHashJoin LeftOuter BuildRight (73)\n :- Project (64)\n : +- BroadcastHashJoin Inner BuildRight (63)\n : :- Project (57)\n : : +- BroadcastHashJoin Inner BuildRight (56)\n : : :- Project (53)\n : : : +- BroadcastHashJoin Inner BuildRight (52)\n : : : :- Filter (49)\n : : : : +- Scan csv (48)\n : : : +- BroadcastExchange (51)\n : : : +- Filter (50)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (55)\n : : +- Filter (54)\n : : +- Scan csv (9)\n : +- BroadcastExchange (62)\n : +- HashAggregate (61)\n : +- Exchange (60)\n : +- HashAggregate (59)\n : +- Filter (58)\n : +- Scan csv (15)\n +- BroadcastExchange (72)\n +- HashAggregate (71)\n +- Exchange (70)\n +- HashAggregate (69)\n +- HashAggregate (68)\n +- Exchange (67)\n +- HashAggregate (66)\n +- Filter (65)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#8L, name#9]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(9) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18L, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(15) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(17) HashAggregate [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(18) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=245]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#27L, count#220L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#27L, count#220L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=404]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: 4\n\n(24) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(25) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(26) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(27) Filter [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(29) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=263]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(34) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=527]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: 5\n\n(36) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: coalesced\n\n(37) HashAggregate [codegen id : 7]\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(38) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=726]\n\n(39) BroadcastQueryStage\nOutput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: 6\n\n(40) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(41) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(42) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(43) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=737]\n\n(44) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(45) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(46) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(47) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(48) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(49) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(50) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(51) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(52) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(53) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(54) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(55) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(56) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(57) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(58) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(59) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(60) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(61) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(62) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(63) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(64) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(65) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(66) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(67) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(68) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(69) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(70) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(71) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(72) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(73) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(74) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(75) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(76) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(77) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(78) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(79) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(80) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(81) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=false","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, 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Values":true,"Metadata":"sql"},{"ID":801,"Name":"internal.metrics.executorDeserializeTime","Update":29,"Value":29,"Internal":true,"Count Failed Values":true},{"ID":802,"Name":"internal.metrics.executorDeserializeCpuTime","Update":10946659,"Value":10946659,"Internal":true,"Count Failed Values":true},{"ID":803,"Name":"internal.metrics.executorRunTime","Update":48,"Value":48,"Internal":true,"Count Failed Values":true},{"ID":804,"Name":"internal.metrics.executorCpuTime","Update":32249231,"Value":32249231,"Internal":true,"Count Failed Values":true},{"ID":805,"Name":"internal.metrics.resultSize","Update":7421,"Value":7421,"Internal":true,"Count Failed Values":true},{"ID":810,"Name":"internal.metrics.peakExecutionMemory","Update":4456432,"Value":4456432,"Internal":true,"Count Failed Values":true},{"ID":812,"Name":"internal.metrics.shuffle.read.remoteBlocksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":813,"Name":"internal.metrics.shuffle.read.localBlocksFetched","Update":1,"Value":1,"Internal":true,"Count Failed Values":true},{"ID":814,"Name":"internal.metrics.shuffle.read.remoteBytesRead","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":815,"Name":"internal.metrics.shuffle.read.remoteBytesReadToDisk","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":816,"Name":"internal.metrics.shuffle.read.localBytesRead","Update":1551,"Value":1551,"Internal":true,"Count Failed Values":true},{"ID":817,"Name":"internal.metrics.shuffle.read.fetchWaitTime","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":818,"Name":"internal.metrics.shuffle.read.recordsRead","Update":25,"Value":25,"Internal":true,"Count Failed Values":true},{"ID":819,"Name":"internal.metrics.shuffle.push.read.corruptMergedBlockChunks","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":820,"Name":"internal.metrics.shuffle.push.read.mergedFetchFallbackCount","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":821,"Name":"internal.metrics.shuffle.push.read.remoteMergedBlocksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":822,"Name":"internal.metrics.shuffle.push.read.localMergedBlocksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":823,"Name":"internal.metrics.shuffle.push.read.remoteMergedChunksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":824,"Name":"internal.metrics.shuffle.push.read.localMergedChunksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":825,"Name":"internal.metrics.shuffle.push.read.remoteMergedBytesRead","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":826,"Name":"internal.metrics.shuffle.push.read.localMergedBytesRead","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":827,"Name":"internal.metrics.shuffle.read.remoteReqsDuration","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":828,"Name":"internal.metrics.shuffle.push.read.remoteMergedReqsDuration","Update":0,"Value":0,"Internal":true,"Count Failed Values":true}]},"Task Executor Metrics":{"JVMHeapMemory":0,"JVMOffHeapMemory":0,"OnHeapExecutionMemory":0,"OffHeapExecutionMemory":0,"OnHeapStorageMemory":0,"OffHeapStorageMemory":0,"OnHeapUnifiedMemory":0,"OffHeapUnifiedMemory":0,"DirectPoolMemory":0,"MappedPoolMemory":0,"ProcessTreeJVMVMemory":0,"ProcessTreeJVMRSSMemory":0,"ProcessTreePythonVMemory":0,"ProcessTreePythonRSSMemory":0,"ProcessTreeOtherVMemory":0,"ProcessTreeOtherRSSMemory":0,"MinorGCCount":0,"MinorGCTime":0,"MajorGCCount":0,"MajorGCTime":0,"TotalGCTime":0},"Task Metrics":{"Executor Deserialize Time":29,"Executor Deserialize CPU Time":10946659,"Executor Run Time":48,"Executor CPU Time":32249231,"Peak Execution Memory":4456432,"Result Size":7421,"JVM GC Time":0,"Result Serialization Time":0,"Memory Bytes Spilled":0,"Disk Bytes Spilled":0,"Shuffle Read Metrics":{"Remote Blocks Fetched":0,"Local Blocks Fetched":1,"Fetch Wait Time":0,"Remote Bytes Read":0,"Remote Bytes Read To Disk":0,"Local Bytes Read":1551,"Total Records Read":25,"Remote Requests Duration":0,"Push Based Shuffle":{"Corrupt Merged Block Chunks":0,"Merged Fetch Fallback Count":0,"Merged Remote Blocks Fetched":0,"Merged Local Blocks Fetched":0,"Merged Remote Chunks Fetched":0,"Merged Local Chunks Fetched":0,"Merged Remote Bytes Read":0,"Merged Local Bytes Read":0,"Merged Remote Requests Duration":0}},"Shuffle Write Metrics":{"Shuffle Bytes Written":0,"Shuffle Write Time":0,"Shuffle Records Written":0},"Input Metrics":{"Bytes Read":0,"Records Read":0},"Output Metrics":{"Bytes Written":0,"Records Written":0},"Updated Blocks":[]}} {"Event":"SparkListenerStageCompleted","Stage Info":{"Stage ID":10,"Stage Attempt ID":0,"Stage Name":"$anonfun$withThreadLocalCaptured$1 at FutureTask.java:264","Number of Tasks":1,"RDD Info":[{"RDD ID":24,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"48\",\"name\":\"BroadcastExchange\"}","Callsite":"$anonfun$withThreadLocalCaptured$1 at FutureTask.java:264","Parent IDs":[23],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"UNORDERED","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":22,"Name":"ShuffledRowRDD","Scope":"{\"id\":\"52\",\"name\":\"AQEShuffleRead\"}","Callsite":"$anonfun$withThreadLocalCaptured$1 at FutureTask.java:264","Parent IDs":[21],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"UNORDERED","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":23,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"49\",\"name\":\"WholeStageCodegen (7)\"}","Callsite":"$anonfun$withThreadLocalCaptured$1 at FutureTask.java:264","Parent IDs":[22],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"UNORDERED","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0}],"Parent IDs":[9],"Details":"org.apache.spark.sql.execution.SQLExecution$.$anonfun$withThreadLocalCaptured$1(SQLExecution.scala:219)\njava.base/java.util.concurrent.FutureTask.run(FutureTask.java:264)\njava.base/java.util.concurrent.ThreadPoolExecutor.runWorker(ThreadPoolExecutor.java:1136)\njava.base/java.util.concurrent.ThreadPoolExecutor$Worker.run(ThreadPoolExecutor.java:635)\njava.base/java.lang.Thread.run(Thread.java:840)","Submission Time":1784192961259,"Completion Time":1784192961376,"Accumulables":[{"ID":632,"Name":"local blocks read","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":635,"Name":"local bytes read","Value":"1551","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":636,"Name":"fetch wait time","Value":"0","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":637,"Name":"records read","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":791,"Name":"duration","Value":"9","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":792,"Name":"number of output rows","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":793,"Name":"peak memory","Value":"4456432","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":795,"Name":"time in aggregation build","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":796,"Name":"avg hash probes per key","Value":"10","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":801,"Name":"internal.metrics.executorDeserializeTime","Value":29,"Internal":true,"Count Failed Values":true},{"ID":802,"Name":"internal.metrics.executorDeserializeCpuTime","Value":10946659,"Internal":true,"Count Failed Values":true},{"ID":803,"Name":"internal.metrics.executorRunTime","Value":48,"Internal":true,"Count Failed Values":true},{"ID":804,"Name":"internal.metrics.executorCpuTime","Value":32249231,"Internal":true,"Count Failed Values":true},{"ID":805,"Name":"internal.metrics.resultSize","Value":7421,"Internal":true,"Count Failed Values":true},{"ID":810,"Name":"internal.metrics.peakExecutionMemory","Value":4456432,"Internal":true,"Count Failed Values":true},{"ID":812,"Name":"internal.metrics.shuffle.read.remoteBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":813,"Name":"internal.metrics.shuffle.read.localBlocksFetched","Value":1,"Internal":true,"Count Failed Values":true},{"ID":814,"Name":"internal.metrics.shuffle.read.remoteBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":815,"Name":"internal.metrics.shuffle.read.remoteBytesReadToDisk","Value":0,"Internal":true,"Count Failed Values":true},{"ID":816,"Name":"internal.metrics.shuffle.read.localBytesRead","Value":1551,"Internal":true,"Count Failed Values":true},{"ID":817,"Name":"internal.metrics.shuffle.read.fetchWaitTime","Value":0,"Internal":true,"Count Failed Values":true},{"ID":818,"Name":"internal.metrics.shuffle.read.recordsRead","Value":25,"Internal":true,"Count Failed Values":true},{"ID":819,"Name":"internal.metrics.shuffle.push.read.corruptMergedBlockChunks","Value":0,"Internal":true,"Count Failed Values":true},{"ID":820,"Name":"internal.metrics.shuffle.push.read.mergedFetchFallbackCount","Value":0,"Internal":true,"Count Failed Values":true},{"ID":821,"Name":"internal.metrics.shuffle.push.read.remoteMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":822,"Name":"internal.metrics.shuffle.push.read.localMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":823,"Name":"internal.metrics.shuffle.push.read.remoteMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":824,"Name":"internal.metrics.shuffle.push.read.localMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":825,"Name":"internal.metrics.shuffle.push.read.remoteMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":826,"Name":"internal.metrics.shuffle.push.read.localMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":827,"Name":"internal.metrics.shuffle.read.remoteReqsDuration","Value":0,"Internal":true,"Count Failed Values":true},{"ID":828,"Name":"internal.metrics.shuffle.push.read.remoteMergedReqsDuration","Value":0,"Internal":true,"Count Failed Values":true}],"Resource Profile Id":0,"Shuffle Push Enabled":false,"Shuffle Push Mergers Count":0}} {"Event":"SparkListenerJobEnd","Job ID":6,"Completion Time":1784192961377,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[790,4],[789,16],[788,151],[787,25],[786,2098160]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (82)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (48)\n +- WriteFiles (47)\n +- Project (46)\n +- HashAggregate (45)\n +- ShuffleQueryStage (44)\n +- Exchange (43)\n +- * HashAggregate (42)\n +- * Project (41)\n +- * BroadcastHashJoin LeftOuter BuildRight (40)\n :- * Project (25)\n : +- * BroadcastHashJoin Inner BuildRight (24)\n : :- * Project (14)\n : : +- * BroadcastHashJoin Inner BuildRight (13)\n : : :- * Project (8)\n : : : +- * BroadcastHashJoin Inner BuildRight (7)\n : : : :- * Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastQueryStage (6), Statistics(sizeInBytes=1031.8 KiB, rowCount=22)\n : : : +- BroadcastExchange (5)\n : : : +- * Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastQueryStage (12), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : : +- BroadcastExchange (11)\n : : +- * Filter (10)\n : : +- Scan csv (9)\n : +- BroadcastQueryStage (23), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : +- BroadcastExchange (22)\n : +- * HashAggregate (21)\n : +- AQEShuffleRead (20)\n : +- ShuffleQueryStage (19), Statistics(sizeInBytes=120.0 B, rowCount=5)\n : +- Exchange (18)\n : +- * HashAggregate (17)\n : +- * Filter (16)\n : +- Scan csv (15)\n +- BroadcastQueryStage (39), Statistics(sizeInBytes=2.0 MiB, rowCount=25)\n +- BroadcastExchange (38)\n +- * HashAggregate (37)\n +- AQEShuffleRead (36)\n +- ShuffleQueryStage (35), Statistics(sizeInBytes=800.0 B, rowCount=25)\n +- Exchange (34)\n +- * HashAggregate (33)\n +- * HashAggregate (32)\n +- AQEShuffleRead (31)\n +- ShuffleQueryStage (30), Statistics(sizeInBytes=1760.0 B, rowCount=55)\n +- Exchange (29)\n +- * HashAggregate (28)\n +- * Filter (27)\n +- Scan csv (26)\n+- == Initial Plan ==\n Execute InsertIntoHadoopFsRelationCommand (81)\n +- WriteFiles (80)\n +- Project (79)\n +- HashAggregate (78)\n +- Exchange (77)\n +- HashAggregate (76)\n +- Project (75)\n +- BroadcastHashJoin LeftOuter BuildRight (74)\n :- Project (65)\n : +- BroadcastHashJoin Inner BuildRight (64)\n : :- Project (58)\n : : +- BroadcastHashJoin Inner BuildRight (57)\n : : :- Project (54)\n : : : +- BroadcastHashJoin Inner BuildRight (53)\n : : : :- Filter (50)\n : : : : +- Scan csv (49)\n : : : +- BroadcastExchange (52)\n : : : +- Filter (51)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (56)\n : : +- Filter (55)\n : : +- Scan csv (9)\n : +- BroadcastExchange (63)\n : +- HashAggregate (62)\n : +- Exchange (61)\n : +- HashAggregate (60)\n : +- Filter (59)\n : +- Scan csv (15)\n +- BroadcastExchange (73)\n +- HashAggregate (72)\n +- Exchange (71)\n +- HashAggregate (70)\n +- HashAggregate (69)\n +- Exchange (68)\n +- HashAggregate (67)\n +- Filter (66)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter [codegen id : 8]\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#8L, name#9]\nArguments: 0\n\n(7) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(8) Project [codegen id : 8]\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(9) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18L, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(14) Project [codegen id : 8]\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(15) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(17) HashAggregate [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(18) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=245]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#27L, count#220L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#27L, count#220L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=404]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: 4\n\n(24) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(25) Project [codegen id : 8]\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(26) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(27) Filter [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(29) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=263]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(34) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=527]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: 5\n\n(36) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: coalesced\n\n(37) HashAggregate [codegen id : 7]\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(38) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=726]\n\n(39) BroadcastQueryStage\nOutput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: 6\n\n(40) BroadcastHashJoin [codegen id : 8]\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(41) Project [codegen id : 8]\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(42) HashAggregate [codegen id : 8]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(43) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=849]\n\n(44) ShuffleQueryStage\nOutput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: 7\n\n(45) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(46) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(47) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(48) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(49) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(50) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(51) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(52) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(53) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(54) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(55) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(56) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(57) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(58) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(59) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(60) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(61) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(62) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(63) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(64) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(65) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(66) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(67) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(68) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(69) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(70) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(71) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(72) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(73) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(74) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(75) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(76) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(77) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(78) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(79) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(80) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(81) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(82) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=false","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[max(lessons_viewed#55L)])","children":[{"nodeName":"ShuffleQueryStage","simpleString":"ShuffleQueryStage 7","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=849]","children":[{"nodeName":"WholeStageCodegen (8)","simpleString":"WholeStageCodegen (8)","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[partial_max(lessons_viewed#55L)])","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L, course_id#35L], [user_id#0L, course_id#2L], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#27L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#18L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L], [user_id#8L], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#34L) AND isnotnull(course_id#35L))","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#34L,course_id#35L] Batched: false, DataFilters: [isnotnull(user_id#34L), isnotnull(course_id#35L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#34L), isnotnull(course_id#35L)]"},"metrics":[{"name":"number of output rows","accumulatorId":882,"metricType":"sum"},{"name":"number of files read","accumulatorId":883,"metricType":"sum"},{"name":"metadata time","accumulatorId":884,"metricType":"timing"},{"name":"size of files read","accumulatorId":885,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":881,"metricType":"sum"}]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen (1)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(user_id#8L)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#8L,name#9] Batched: false, DataFilters: [isnotnull(user_id#8L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_user.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_user.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id)]","DataFilters":"[isnotnull(user_id#8L)]"},"metrics":[{"name":"number of output rows","accumulatorId":56,"metricType":"sum"},{"name":"number of files read","accumulatorId":57,"metricType":"sum"},{"name":"metadata time","accumulatorId":58,"metricType":"timing"},{"name":"size of files read","accumulatorId":59,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":236,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":235,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":234,"metricType":"timing"},{"name":"time to build","accumulatorId":233,"metricType":"timing"},{"name":"time to collect","accumulatorId":232,"metricType":"timing"},{"name":"number of output rows","accumulatorId":231,"metricType":"sum"},{"name":"data size","accumulatorId":230,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":880,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 1","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]","children":[{"nodeName":"WholeStageCodegen (2)","simpleString":"WholeStageCodegen (2)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#18L)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#18L,title#19] Batched: false, DataFilters: [isnotnull(course_id#18L)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_course.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/ch_core/core_dim_course.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#18L)]"},"metrics":[{"name":"number of output rows","accumulatorId":66,"metricType":"sum"},{"name":"number of files read","accumulatorId":67,"metricType":"sum"},{"name":"metadata time","accumulatorId":68,"metricType":"timing"},{"name":"size of files read","accumulatorId":69,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":243,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":242,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":241,"metricType":"timing"},{"name":"time to build","accumulatorId":240,"metricType":"timing"},{"name":"time to collect","accumulatorId":239,"metricType":"timing"},{"name":"number of output rows","accumulatorId":238,"metricType":"sum"},{"name":"data size","accumulatorId":237,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":879,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 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Size":0,"Disk Size":0}],"Parent IDs":[],"Details":"org.apache.spark.sql.DataFrameWriter.parquet(DataFrameWriter.scala:792)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:77)\njava.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\njava.base/java.lang.reflect.Method.invoke(Method.java:569)\npy4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\npy4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:374)\npy4j.Gateway.invoke(Gateway.java:282)\npy4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\npy4j.commands.CallCommand.execute(CallCommand.java:79)\npy4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182)\npy4j.ClientServerConnection.run(ClientServerConnection.java:106)\njava.base/java.lang.Thread.run(Thread.java:840)","Submission Time":1784192961546,"Accumulables":[],"Resource Profile Id":0,"Shuffle Push Enabled":false,"Shuffle Push Mergers Count":0},"Properties":{"spark.driver.port":"41585","spark.submit.pyFiles":"","spark.app.startTime":"1784192934946","spark.rdd.scope":"{\"id\":\"63\",\"name\":\"Exchange\"}","spark.hadoop.fs.s3a.endpoint":"http://minio:9000","spark.rdd.compress":"True","spark.hadoop.fs.s3a.impl":"org.apache.hadoop.fs.s3a.S3AFileSystem","spark.app.submitTime":"1784192934144","spark.eventLog.dir":"file:/opt/spark-events","spark.hadoop.fs.s3a.aws.credentials.provider":"org.apache.hadoop.fs.s3a.SimpleAWSCredentialsProvider","spark.sql.execution.id":"0","spark.sql.warehouse.dir":"file:/opt/airflow/spark-warehouse","spark.rdd.scope.noOverride":"true","spark.master":"spark://spark-master:7077","spark.hadoop.fs.s3a.secret.key":"*********(redacted)","spark.executor.id":"driver","spark.app.name":"dm_course_completion_rate_ch","spark.hadoop.fs.s3a.access.key":"*********(redacted)","spark.submit.deployMode":"client","spark.hadoop.fs.s3a.path.style.access":"true","spark.driver.host":"73850a3d530b","spark.app.id":"app-20260716130855-0088","spark.eventLog.compress":"true","spark.eventLog.enabled":"true","__fetch_continuous_blocks_in_batch_enabled":"true","spark.executor.extraJavaOptions":"-Djava.net.preferIPv6Addresses=false -XX:+IgnoreUnrecognizedVMOptions --add-opens=java.base/java.lang=ALL-UNNAMED --add-opens=java.base/java.lang.invoke=ALL-UNNAMED --add-opens=java.base/java.lang.reflect=ALL-UNNAMED --add-opens=java.base/java.io=ALL-UNNAMED --add-opens=java.base/java.net=ALL-UNNAMED --add-opens=java.base/java.nio=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.base/java.util.concurrent=ALL-UNNAMED --add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED --add-opens=java.base/jdk.internal.ref=ALL-UNNAMED --add-opens=java.base/sun.nio.ch=ALL-UNNAMED --add-opens=java.base/sun.nio.cs=ALL-UNNAMED --add-opens=java.base/sun.security.action=ALL-UNNAMED --add-opens=java.base/sun.util.calendar=ALL-UNNAMED --add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED -Djdk.reflect.useDirectMethodHandle=false","spark.sql.execution.root.id":"0","spark.hadoop.fs.s3a.connection.ssl.enabled":"false","spark.serializer.objectStreamReset":"100","spark.driver.extraJavaOptions":"-Djava.net.preferIPv6Addresses=false -XX:+IgnoreUnrecognizedVMOptions --add-opens=java.base/java.lang=ALL-UNNAMED --add-opens=java.base/java.lang.invoke=ALL-UNNAMED --add-opens=java.base/java.lang.reflect=ALL-UNNAMED --add-opens=java.base/java.io=ALL-UNNAMED --add-opens=java.base/java.net=ALL-UNNAMED --add-opens=java.base/java.nio=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.base/java.util.concurrent=ALL-UNNAMED --add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED --add-opens=java.base/jdk.internal.ref=ALL-UNNAMED --add-opens=java.base/sun.nio.ch=ALL-UNNAMED --add-opens=java.base/sun.nio.cs=ALL-UNNAMED --add-opens=java.base/sun.security.action=ALL-UNNAMED --add-opens=java.base/sun.util.calendar=ALL-UNNAMED --add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED -Djdk.reflect.useDirectMethodHandle=false"}} {"Event":"SparkListenerTaskStart","Stage ID":11,"Stage Attempt ID":0,"Task Info":{"Task ID":7,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784192961553,"Executor ID":"0","Host":"172.28.0.49","Locality":"PROCESS_LOCAL","Speculative":false,"Getting Result Time":0,"Finish Time":0,"Failed":false,"Killed":false,"Accumulables":[]}} {"Event":"SparkListenerTaskEnd","Stage ID":11,"Stage Attempt ID":0,"Task Type":"ShuffleMapTask","Task End Reason":{"Reason":"Success"},"Task Info":{"Task ID":7,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784192961553,"Executor ID":"0","Host":"172.28.0.49","Locality":"PROCESS_LOCAL","Speculative":false,"Getting Result Time":0,"Finish Time":1784192961793,"Failed":false,"Killed":false,"Accumulables":[{"ID":848,"Name":"data size","Update":"4488","Value":"4488","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":867,"Name":"shuffle bytes written","Update":"5425","Value":"5425","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":868,"Name":"shuffle records written","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":869,"Name":"shuffle write time","Update":"4090438","Value":"4090438","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":870,"Name":"duration","Update":"119","Value":"119","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":871,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":872,"Name":"peak memory","Update":"262144","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":874,"Name":"time in aggregation build","Update":"30","Value":"30","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":877,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":878,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":879,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":880,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":881,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":882,"Name":"number of output rows","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":886,"Name":"internal.metrics.executorDeserializeTime","Update":62,"Value":62,"Internal":true,"Count Failed Values":true},{"ID":887,"Name":"internal.metrics.executorDeserializeCpuTime","Update":48592380,"Value":48592380,"Internal":true,"Count Failed Values":true},{"ID":888,"Name":"internal.metrics.executorRunTime","Update":168,"Value":168,"Internal":true,"Count Failed Values":true},{"ID":889,"Name":"internal.metrics.executorCpuTime","Update":136232058,"Value":136232058,"Internal":true,"Count Failed Values":true},{"ID":890,"Name":"internal.metrics.resultSize","Update":11867,"Value":11867,"Internal":true,"Count Failed Values":true},{"ID":895,"Name":"internal.metrics.peakExecutionMemory","Update":4466944,"Value":4466944,"Internal":true,"Count Failed Values":true},{"ID":914,"Name":"internal.metrics.shuffle.write.bytesWritten","Update":5425,"Value":5425,"Internal":true,"Count Failed Values":true},{"ID":915,"Name":"internal.metrics.shuffle.write.recordsWritten","Update":45,"Value":45,"Internal":true,"Count Failed Values":true},{"ID":916,"Name":"internal.metrics.shuffle.write.writeTime","Update":4090438,"Value":4090438,"Internal":true,"Count Failed Values":true},{"ID":917,"Name":"internal.metrics.input.bytesRead","Update":1133,"Value":1133,"Internal":true,"Count Failed Values":true},{"ID":918,"Name":"internal.metrics.input.recordsRead","Update":45,"Value":45,"Internal":true,"Count Failed Values":true}]},"Task Executor Metrics":{"JVMHeapMemory":0,"JVMOffHeapMemory":0,"OnHeapExecutionMemory":0,"OffHeapExecutionMemory":0,"OnHeapStorageMemory":0,"OffHeapStorageMemory":0,"OnHeapUnifiedMemory":0,"OffHeapUnifiedMemory":0,"DirectPoolMemory":0,"MappedPoolMemory":0,"ProcessTreeJVMVMemory":0,"ProcessTreeJVMRSSMemory":0,"ProcessTreePythonVMemory":0,"ProcessTreePythonRSSMemory":0,"ProcessTreeOtherVMemory":0,"ProcessTreeOtherRSSMemory":0,"MinorGCCount":0,"MinorGCTime":0,"MajorGCCount":0,"MajorGCTime":0,"TotalGCTime":0},"Task Metrics":{"Executor Deserialize Time":62,"Executor Deserialize CPU Time":48592380,"Executor Run Time":168,"Executor CPU Time":136232058,"Peak Execution Memory":4466944,"Result Size":11867,"JVM GC Time":0,"Result Serialization Time":0,"Memory Bytes Spilled":0,"Disk Bytes Spilled":0,"Shuffle Read Metrics":{"Remote Blocks Fetched":0,"Local Blocks Fetched":0,"Fetch Wait Time":0,"Remote Bytes Read":0,"Remote Bytes Read To Disk":0,"Local Bytes Read":0,"Total Records Read":0,"Remote Requests Duration":0,"Push Based Shuffle":{"Corrupt Merged Block Chunks":0,"Merged Fetch Fallback Count":0,"Merged Remote Blocks Fetched":0,"Merged Local Blocks Fetched":0,"Merged Remote Chunks Fetched":0,"Merged Local Chunks Fetched":0,"Merged Remote Bytes Read":0,"Merged Local Bytes Read":0,"Merged Remote Requests Duration":0}},"Shuffle Write Metrics":{"Shuffle Bytes Written":5425,"Shuffle Write Time":4090438,"Shuffle Records Written":45},"Input Metrics":{"Bytes Read":1133,"Records Read":45},"Output Metrics":{"Bytes Written":0,"Records Written":0},"Updated Blocks":[]}} {"Event":"SparkListenerStageCompleted","Stage Info":{"Stage ID":11,"Stage Attempt ID":0,"Stage Name":"parquet at NativeMethodAccessorImpl.java:0","Number of Tasks":1,"RDD Info":[{"RDD ID":28,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"63\",\"name\":\"Exchange\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[27],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":26,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"84\",\"name\":\"Scan csv \"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[25],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":25,"Name":"FileScanRDD","Scope":"{\"id\":\"84\",\"name\":\"Scan csv \"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0},{"RDD ID":27,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"64\",\"name\":\"WholeStageCodegen (8)\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[26],"Storage Level":{"Use Disk":false,"Use Memory":false,"Use Off Heap":false,"Deserialized":false,"Replication":1},"Barrier":false,"DeterministicLevel":"DETERMINATE","Number of Partitions":1,"Number of Cached Partitions":0,"Memory Size":0,"Disk Size":0}],"Parent IDs":[],"Details":"org.apache.spark.sql.DataFrameWriter.parquet(DataFrameWriter.scala:792)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke0(Native Method)\njava.base/jdk.internal.reflect.NativeMethodAccessorImpl.invoke(NativeMethodAccessorImpl.java:77)\njava.base/jdk.internal.reflect.DelegatingMethodAccessorImpl.invoke(DelegatingMethodAccessorImpl.java:43)\njava.base/java.lang.reflect.Method.invoke(Method.java:569)\npy4j.reflection.MethodInvoker.invoke(MethodInvoker.java:244)\npy4j.reflection.ReflectionEngine.invoke(ReflectionEngine.java:374)\npy4j.Gateway.invoke(Gateway.java:282)\npy4j.commands.AbstractCommand.invokeMethod(AbstractCommand.java:132)\npy4j.commands.CallCommand.execute(CallCommand.java:79)\npy4j.ClientServerConnection.waitForCommands(ClientServerConnection.java:182)\npy4j.ClientServerConnection.run(ClientServerConnection.java:106)\njava.base/java.lang.Thread.run(Thread.java:840)","Submission Time":1784192961546,"Completion Time":1784192961794,"Accumulables":[{"ID":848,"Name":"data size","Value":"4488","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":867,"Name":"shuffle bytes written","Value":"5425","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":868,"Name":"shuffle records written","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":869,"Name":"shuffle write time","Value":"4090438","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":870,"Name":"duration","Value":"119","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":871,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":872,"Name":"peak memory","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":874,"Name":"time in aggregation build","Value":"30","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":877,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":878,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":879,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":880,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":881,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":882,"Name":"number of output rows","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":886,"Name":"internal.metrics.executorDeserializeTime","Value":62,"Internal":true,"Count Failed Values":true},{"ID":887,"Name":"internal.metrics.executorDeserializeCpuTime","Value":48592380,"Internal":true,"Count Failed Values":true},{"ID":888,"Name":"internal.metrics.executorRunTime","Value":168,"Internal":true,"Count Failed Values":true},{"ID":889,"Name":"internal.metrics.executorCpuTime","Value":136232058,"Internal":true,"Count Failed Values":true},{"ID":890,"Name":"internal.metrics.resultSize","Value":11867,"Internal":true,"Count Failed Values":true},{"ID":895,"Name":"internal.metrics.peakExecutionMemory","Value":4466944,"Internal":true,"Count Failed Values":true},{"ID":914,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":5425,"Internal":true,"Count Failed Values":true},{"ID":915,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":45,"Internal":true,"Count Failed Values":true},{"ID":916,"Name":"internal.metrics.shuffle.write.writeTime","Value":4090438,"Internal":true,"Count Failed Values":true},{"ID":917,"Name":"internal.metrics.input.bytesRead","Value":1133,"Internal":true,"Count Failed Values":true},{"ID":918,"Name":"internal.metrics.input.recordsRead","Value":45,"Internal":true,"Count Failed Values":true}],"Resource Profile Id":0,"Shuffle Push Enabled":false,"Shuffle Push Mergers Count":0}} {"Event":"SparkListenerJobEnd","Job ID":7,"Completion Time":1784192961794,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (83)\n+- == Final Plan ==\n Execute InsertIntoHadoopFsRelationCommand (49)\n +- WriteFiles (48)\n +- * Project (47)\n +- * HashAggregate (46)\n +- AQEShuffleRead (45)\n +- ShuffleQueryStage (44), Statistics(sizeInBytes=4.4 KiB, rowCount=45)\n +- Exchange (43)\n +- * HashAggregate (42)\n +- * Project (41)\n +- * BroadcastHashJoin LeftOuter BuildRight (40)\n :- * Project (25)\n : +- * BroadcastHashJoin Inner BuildRight (24)\n : :- * Project (14)\n : : +- * BroadcastHashJoin Inner BuildRight (13)\n : : :- * Project (8)\n : : : +- * BroadcastHashJoin Inner BuildRight (7)\n : : : :- * Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastQueryStage (6), Statistics(sizeInBytes=1031.8 KiB, rowCount=22)\n : : : +- BroadcastExchange (5)\n : : : +- * Filter (4)\n : : : +- Scan csv (3)\n : : +- BroadcastQueryStage (12), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : : +- BroadcastExchange (11)\n : : +- * Filter (10)\n : : +- Scan csv (9)\n : +- BroadcastQueryStage (23), Statistics(sizeInBytes=1024.0 KiB, rowCount=5)\n : +- BroadcastExchange (22)\n : +- * HashAggregate (21)\n : +- AQEShuffleRead (20)\n : +- ShuffleQueryStage (19), Statistics(sizeInBytes=120.0 B, rowCount=5)\n : +- Exchange (18)\n : +- * HashAggregate (17)\n : +- * Filter (16)\n : +- Scan csv (15)\n +- BroadcastQueryStage (39), Statistics(sizeInBytes=2.0 MiB, rowCount=25)\n +- BroadcastExchange (38)\n +- * HashAggregate (37)\n +- AQEShuffleRead (36)\n +- ShuffleQueryStage (35), Statistics(sizeInBytes=800.0 B, rowCount=25)\n +- Exchange (34)\n +- * HashAggregate (33)\n +- * HashAggregate (32)\n +- AQEShuffleRead (31)\n +- ShuffleQueryStage (30), Statistics(sizeInBytes=1760.0 B, rowCount=55)\n +- Exchange (29)\n +- * HashAggregate (28)\n +- * Filter (27)\n +- Scan csv (26)\n+- == Initial Plan ==\n Execute InsertIntoHadoopFsRelationCommand (82)\n +- WriteFiles (81)\n +- Project (80)\n +- HashAggregate (79)\n +- Exchange (78)\n +- HashAggregate (77)\n +- Project (76)\n +- BroadcastHashJoin LeftOuter BuildRight (75)\n :- Project (66)\n : +- BroadcastHashJoin Inner BuildRight (65)\n : :- Project (59)\n : : +- BroadcastHashJoin Inner BuildRight (58)\n : : :- Project (55)\n : : : +- BroadcastHashJoin Inner BuildRight (54)\n : : : :- Filter (51)\n : : : : +- Scan csv (50)\n : : : +- BroadcastExchange (53)\n : : : +- Filter (52)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (57)\n : : +- Filter (56)\n : : +- Scan csv (9)\n : +- BroadcastExchange (64)\n : +- HashAggregate (63)\n : +- Exchange (62)\n : +- HashAggregate (61)\n : +- Filter (60)\n : +- Scan csv (15)\n +- BroadcastExchange (74)\n +- HashAggregate (73)\n +- Exchange (72)\n +- HashAggregate (71)\n +- HashAggregate (70)\n +- Exchange (69)\n +- HashAggregate (68)\n +- Filter (67)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter [codegen id : 8]\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(3) Scan csv \nOutput [2]: [user_id#8L, name#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(5) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=220]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#8L, name#9]\nArguments: 0\n\n(7) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(8) Project [codegen id : 8]\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(9) Scan csv \nOutput [2]: [course_id#18L, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=232]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18L, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(14) Project [codegen id : 8]\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(15) Scan csv \nOutput [2]: [lesson_id#26L, course_id#27L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(17) HashAggregate [codegen id : 3]\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(18) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=245]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#27L, count#220L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#27L, count#220L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=404]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: 4\n\n(24) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(25) Project [codegen id : 8]\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(26) Scan csv \nOutput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(27) Filter [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(29) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=263]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(34) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=527]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: 5\n\n(36) AQEShuffleRead\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: coalesced\n\n(37) HashAggregate [codegen id : 7]\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(38) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=726]\n\n(39) BroadcastQueryStage\nOutput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: 6\n\n(40) BroadcastHashJoin [codegen id : 8]\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(41) Project [codegen id : 8]\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(42) HashAggregate [codegen id : 8]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(43) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=849]\n\n(44) ShuffleQueryStage\nOutput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: 7\n\n(45) AQEShuffleRead\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: coalesced\n\n(46) HashAggregate [codegen id : 9]\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(47) Project [codegen id : 9]\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(48) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(49) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(50) Scan csv \nOutput [2]: [user_id#34L, course_id#35L]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/ch_core/core_fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(51) Filter\nInput [2]: [user_id#34L, course_id#35L]\nCondition : (isnotnull(user_id#34L) AND isnotnull(course_id#35L))\n\n(52) Filter\nInput [2]: [user_id#8L, name#9]\nCondition : isnotnull(user_id#8L)\n\n(53) BroadcastExchange\nInput [2]: [user_id#8L, name#9]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=130]\n\n(54) BroadcastHashJoin\nLeft keys [1]: [user_id#34L]\nRight keys [1]: [user_id#8L]\nJoin type: Inner\nJoin condition: None\n\n(55) Project\nOutput [3]: [user_id#34L, course_id#35L, name#9]\nInput [4]: [user_id#34L, course_id#35L, user_id#8L, name#9]\n\n(56) Filter\nInput [2]: [course_id#18L, title#19]\nCondition : isnotnull(course_id#18L)\n\n(57) BroadcastExchange\nInput [2]: [course_id#18L, title#19]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=134]\n\n(58) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#18L]\nJoin type: Inner\nJoin condition: None\n\n(59) Project\nOutput [4]: [user_id#34L, course_id#35L, name#9, title#19]\nInput [5]: [user_id#34L, course_id#35L, name#9, course_id#18L, title#19]\n\n(60) Filter\nInput [2]: [lesson_id#26L, course_id#27L]\nCondition : isnotnull(course_id#27L)\n\n(61) HashAggregate\nInput [2]: [lesson_id#26L, course_id#27L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [partial_count(lesson_id#26L)]\nAggregate Attributes [1]: [count#219L]\nResults [2]: [course_id#27L, count#220L]\n\n(62) Exchange\nInput [2]: [course_id#27L, count#220L]\nArguments: hashpartitioning(course_id#27L, 200), ENSURE_REQUIREMENTS, [plan_id=137]\n\n(63) HashAggregate\nInput [2]: [course_id#27L, count#220L]\nKeys [1]: [course_id#27L]\nFunctions [1]: [count(lesson_id#26L)]\nAggregate Attributes [1]: [count(lesson_id#26L)#44L]\nResults [2]: [course_id#27L, count(lesson_id#26L)#44L AS lesson_in_course#45L]\n\n(64) BroadcastExchange\nInput [2]: [course_id#27L, lesson_in_course#45L]\nArguments: HashedRelationBroadcastMode(List(input[0, bigint, true]),false), [plan_id=140]\n\n(65) BroadcastHashJoin\nLeft keys [1]: [course_id#35L]\nRight keys [1]: [course_id#27L]\nJoin type: Inner\nJoin condition: None\n\n(66) Project\nOutput [5]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, course_id#27L, lesson_in_course#45L]\n\n(67) Filter\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nCondition : (isnotnull(user_id#0L) AND isnotnull(course_id#2L))\n\n(68) HashAggregate\nInput [3]: [user_id#0L, lesson_id#1L, course_id#2L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(69) Exchange\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, lesson_id#1L, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(70) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0L, course_id#2L, lesson_id#1L]\n\n(71) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, lesson_id#1L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [partial_count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [user_id#0L, course_id#2L, count#223L]\n\n(72) Exchange\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nArguments: hashpartitioning(user_id#0L, course_id#2L, 200), ENSURE_REQUIREMENTS, [plan_id=147]\n\n(73) HashAggregate\nInput [3]: [user_id#0L, course_id#2L, count#223L]\nKeys [2]: [user_id#0L, course_id#2L]\nFunctions [1]: [count(distinct lesson_id#1L)]\nAggregate Attributes [1]: [count(lesson_id#1L)#56L]\nResults [3]: [course_id#2L, user_id#0L, count(lesson_id#1L)#56L AS lessons_viewed#55L]\n\n(74) BroadcastExchange\nInput [3]: [course_id#2L, user_id#0L, lessons_viewed#55L]\nArguments: HashedRelationBroadcastMode(List(input[1, bigint, true], input[0, bigint, true]),false), [plan_id=150]\n\n(75) BroadcastHashJoin\nLeft keys [2]: [user_id#34L, course_id#35L]\nRight keys [2]: [user_id#0L, course_id#2L]\nJoin type: LeftOuter\nJoin condition: None\n\n(76) Project\nOutput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nInput [8]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, course_id#2L, user_id#0L, lessons_viewed#55L]\n\n(77) HashAggregate\nInput [6]: [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [partial_max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max#217L]\nResults [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\n\n(78) Exchange\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nArguments: hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=155]\n\n(79) HashAggregate\nInput [6]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, max#218L]\nKeys [5]: [user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L]\nFunctions [1]: [max(lessons_viewed#55L)]\nAggregate Attributes [1]: [max(lessons_viewed#55L)#186L]\nResults [6]: [user_id#34L, name#9 AS user_name#194, course_id#35L, title#19 AS course_title#195, lesson_in_course#45L, coalesce(max(lessons_viewed#55L)#186L, 0) AS lessons_viewed#187L]\n\n(80) Project\nOutput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]\nInput [6]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L]\n\n(81) WriteFiles\nInput [7]: [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, completion_rate#202]\n\n(82) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]\n\n(83) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=true\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan isFinalPlan=true","children":[{"nodeName":"Execute InsertIntoHadoopFsRelationCommand","simpleString":"Execute InsertIntoHadoopFsRelationCommand s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_ch/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lesson_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"WholeStageCodegen (9)","simpleString":"WholeStageCodegen (9)","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, user_name#194, course_id#35L, course_title#195, lesson_in_course#45L, lessons_viewed#187L, CASE WHEN NOT (lesson_in_course#45L = 0) THEN cast(round(((cast(lessons_viewed#187L as double) * 1.0) / cast(lesson_in_course#45L as double)), 2) as decimal(3,2)) ELSE 0.00 END AS completion_rate#202]","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[max(lessons_viewed#55L)])","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"AQEShuffleRead","simpleString":"AQEShuffleRead coalesced","children":[{"nodeName":"ShuffleQueryStage","simpleString":"ShuffleQueryStage 7","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L, 200), ENSURE_REQUIREMENTS, [plan_id=849]","children":[{"nodeName":"WholeStageCodegen (8)","simpleString":"WholeStageCodegen (8)","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[user_id#34L, name#9, course_id#35L, title#19, lesson_in_course#45L], functions=[partial_max(lessons_viewed#55L)])","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L, lessons_viewed#55L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#34L, course_id#35L], [user_id#0L, course_id#2L], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19, lesson_in_course#45L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#27L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, name#9, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#35L], [course_id#18L], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#34L, course_id#35L, 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