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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","App ID":"app-20260715131433-0082","Timestamp":1784106872542,"User":"airflow"} {"Event":"SparkListenerExecutorAdded","Timestamp":1784106876246,"Executor ID":"0","Executor Info":{"Host":"172.28.0.49","Total Cores":5,"Log Urls":{"stdout":"http://172.28.0.49:8081/logPage/?appId=app-20260715131433-0082&executorId=0&logType=stdout","stderr":"http://172.28.0.49:8081/logPage/?appId=app-20260715131433-0082&executorId=0&logType=stderr"},"Attributes":{},"Resources":{},"Resource Profile Id":0,"Registration Time":1784106876246}} {"Event":"SparkListenerBlockManagerAdded","Block Manager ID":{"Executor ID":"0","Host":"172.28.0.49","Port":39865},"Maximum Memory":455501414,"Timestamp":1784106876325,"Maximum Onheap Memory":455501414,"Maximum Offheap Memory":0} {"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 (37)\n+- Execute InsertIntoHadoopFsRelationCommand (36)\n +- WriteFiles (35)\n +- Sort (34)\n +- Exchange (33)\n +- Project (32)\n +- Project (31)\n +- BroadcastHashJoin LeftOuter BuildRight (30)\n :- Project (20)\n : +- BroadcastHashJoin LeftOuter 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#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(6) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(7) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(8) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(9) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(10) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(11) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(12) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(13) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(14) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(15) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(16) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(17) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(18) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(19) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(20) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(21) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_lesson_views.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(22) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(23) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(24) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(25) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(26) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(27) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(28) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(29) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(30) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(31) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(32) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(33) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(34) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(35) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(36) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(37) 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_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Sort","simpleString":"Sort [user_id#37 ASC NULLS FIRST], true, 0","children":[{"nodeName":"Exchange","simpleString":"Exchange rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L 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(23)\n : +- BroadcastHashJoin LeftOuter 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 (70)\n +- WriteFiles (69)\n +- Sort (68)\n +- Exchange (67)\n +- Project (66)\n +- Project (65)\n +- BroadcastHashJoin LeftOuter BuildRight (64)\n :- Project (55)\n : +- BroadcastHashJoin LeftOuter BuildRight (54)\n : :- Project (48)\n : : +- BroadcastHashJoin Inner BuildRight (47)\n : : :- Project (44)\n : : : +- BroadcastHashJoin Inner BuildRight (43)\n : : : :- Filter (2)\n : : : : +- Scan csv (1)\n : : : +- BroadcastExchange (42)\n : : : +- Filter (41)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (46)\n : : +- Filter (45)\n : : +- Scan csv (9)\n : +- BroadcastExchange (53)\n : +- HashAggregate (52)\n : +- Exchange (51)\n : +- HashAggregate (50)\n : +- Filter (49)\n : +- Scan csv (15)\n +- BroadcastExchange (63)\n +- HashAggregate (62)\n +- Exchange (61)\n +- HashAggregate (60)\n +- HashAggregate (59)\n +- Exchange (58)\n +- HashAggregate (57)\n +- Filter (56)\n +- Scan csv (24)\n\n\n(1) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#26, name#27]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(9) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(15) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(17) HashAggregate [codegen id : 3]\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(18) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#9, count#207L]\nArguments: 2\n\n(20) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(21) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=251]\n\n(22) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(23) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(24) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/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#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(26) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(27) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=258]\n\n(28) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: 3\n\n(29) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(30) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(31) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=270]\n\n(32) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(33) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=272]\n\n(34) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(35) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(36) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(37) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=276]\n\n(38) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(39) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(40) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(41) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(42) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(43) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(44) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(45) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(46) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(47) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(48) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(49) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(50) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(51) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(52) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(53) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(54) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(55) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(56) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(57) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(58) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(59) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(60) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(61) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(62) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(63) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(64) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(65) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(66) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(67) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(68) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(69) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(70) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(71) 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_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Sort","simpleString":"Sort [user_id#37 ASC NULLS FIRST], true, 0","children":[{"nodeName":"Exchange","simpleString":"Exchange rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=276]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37, course_id#38], [user_id#0, course_id#2], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#9], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#18], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37], [user_id#26], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#37) AND isnotnull(course_id#38))","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#37,course_id#38] Batched: false, DataFilters: [isnotnull(user_id#37), isnotnull(course_id#38)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#37), isnotnull(course_id#38)]"},"metrics":[{"name":"number of output rows","accumulatorId":37,"metricType":"sum"},{"name":"number of files read","accumulatorId":38,"metricType":"sum"},{"name":"metadata time","accumulatorId":39,"metricType":"timing"},{"name":"size of files read","accumulatorId":40,"metricType":"size"}]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":36,"metricType":"sum"}]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen (1)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(user_id#26)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#26,name#27] Batched: false, DataFilters: [isnotnull(user_id#26)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_user.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_user.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id)]","DataFilters":"[isnotnull(user_id#26)]"},"metrics":[{"name":"number of output rows","accumulatorId":47,"metricType":"sum"},{"name":"number of files read","accumulatorId":48,"metricType":"sum"},{"name":"metadata time","accumulatorId":49,"metricType":"timing"},{"name":"size of files read","accumulatorId":50,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":218,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":217,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":216,"metricType":"timing"},{"name":"time to build","accumulatorId":215,"metricType":"timing"},{"name":"time to collect","accumulatorId":214,"metricType":"timing"},{"name":"number of output rows","accumulatorId":213,"metricType":"sum"},{"name":"data size","accumulatorId":212,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":211,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 1","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]","children":[{"nodeName":"WholeStageCodegen (2)","simpleString":"WholeStageCodegen (2)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#18)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#18,title#19] Batched: false, DataFilters: [isnotnull(course_id#18)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_course.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_course.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#18)]"},"metrics":[{"name":"number of output rows","accumulatorId":57,"metricType":"sum"},{"name":"number of files 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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":3205,"Shuffle Write Time":21665852,"Shuffle Records Written":55},"Input Metrics":{"Bytes Read":1808,"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":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},{"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":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}],"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":1784106879117,"Completion Time":1784106881771,"Accumulables":[{"ID":179,"Name":"number of output rows","Value":"58","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":312,"Name":"data size","Value":"1760","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":331,"Name":"shuffle bytes written","Value":"3205","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":332,"Name":"shuffle records written","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":333,"Name":"shuffle write time","Value":"21665852","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":334,"Name":"duration","Value":"1365","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":335,"Name":"number of output rows","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":336,"Name":"peak memory","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":338,"Name":"time in aggregation build","Value":"1191","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":341,"Name":"number of output rows","Value":"58","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":447,"Name":"internal.metrics.executorDeserializeTime","Value":764,"Internal":true,"Count Failed Values":true},{"ID":448,"Name":"internal.metrics.executorDeserializeCpuTime","Value":164730942,"Internal":true,"Count Failed Values":true},{"ID":449,"Name":"internal.metrics.executorRunTime","Value":1830,"Internal":true,"Count Failed Values":true},{"ID":450,"Name":"internal.metrics.executorCpuTime","Value":570319800,"Internal":true,"Count Failed Values":true},{"ID":451,"Name":"internal.metrics.resultSize","Value":2815,"Internal":true,"Count Failed Values":true},{"ID":452,"Name":"internal.metrics.jvmGCTime","Value":37,"Internal":true,"Count Failed Values":true},{"ID":456,"Name":"internal.metrics.peakExecutionMemory","Value":262144,"Internal":true,"Count Failed Values":true},{"ID":475,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":3205,"Internal":true,"Count Failed Values":true},{"ID":476,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":55,"Internal":true,"Count Failed Values":true},{"ID":477,"Name":"internal.metrics.shuffle.write.writeTime","Value":21665852,"Internal":true,"Count Failed Values":true},{"ID":478,"Name":"internal.metrics.input.bytesRead","Value":1808,"Internal":true,"Count Failed Values":true},{"ID":479,"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":1784106881774,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[216,9],[215,21],[214,3575],[213,20],[212,1048736]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[223,9],[222,22],[221,3572],[220,5],[219,1048616]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (75)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (42)\n +- WriteFiles (41)\n +- Sort (40)\n +- Exchange (39)\n +- Project (38)\n +- Project (37)\n +- BroadcastHashJoin LeftOuter BuildRight (36)\n :- Project (25)\n : +- BroadcastHashJoin LeftOuter 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 (74)\n +- WriteFiles (73)\n +- Sort (72)\n +- Exchange (71)\n +- Project (70)\n +- Project (69)\n +- BroadcastHashJoin LeftOuter BuildRight (68)\n :- Project (59)\n : +- BroadcastHashJoin LeftOuter BuildRight (58)\n : :- Project (52)\n : : +- BroadcastHashJoin Inner BuildRight (51)\n : : :- Project (48)\n : : : +- BroadcastHashJoin Inner BuildRight (47)\n : : : :- Filter (44)\n : : : : +- Scan csv (43)\n : : : +- BroadcastExchange (46)\n : : : +- Filter (45)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (50)\n : : +- Filter (49)\n : : +- Scan csv (9)\n : +- BroadcastExchange (57)\n : +- HashAggregate (56)\n : +- Exchange (55)\n : +- HashAggregate (54)\n : +- Filter (53)\n : +- Scan csv (15)\n +- BroadcastExchange (67)\n +- HashAggregate (66)\n +- Exchange (65)\n +- HashAggregate (64)\n +- HashAggregate (63)\n +- Exchange (62)\n +- HashAggregate (61)\n +- Filter (60)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#26, name#27]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(9) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(15) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(17) HashAggregate [codegen id : 3]\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(18) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#9, count#207L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#9, count#207L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#9, lessons_in_course#50L]\nArguments: 4\n\n(24) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(25) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(26) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/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#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(29) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=258]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: 3\n\n(31) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(32) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(33) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=270]\n\n(34) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(35) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=344]\n\n(36) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(37) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(38) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(39) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=407]\n\n(40) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(41) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(42) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(43) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(44) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(45) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(46) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(47) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(48) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(49) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(50) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(51) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(52) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(53) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(54) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(55) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(56) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(57) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(58) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(59) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(60) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(61) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(62) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(63) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(64) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(65) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(66) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(67) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(68) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(69) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(70) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(71) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(72) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(73) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(74) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(75) 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_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Sort","simpleString":"Sort [user_id#37 ASC NULLS FIRST], true, 0","children":[{"nodeName":"Exchange","simpleString":"Exchange rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=407]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, user_name#182, course_id#38, 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rows","accumulatorId":272,"metricType":"sum"},{"name":"number of sort fallback tasks","accumulatorId":277,"metricType":"sum"},{"name":"avg hash probes per key","accumulatorId":276,"metricType":"average"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":541,"metricType":"timing"},{"name":"time to build","accumulatorId":540,"metricType":"timing"},{"name":"time to collect","accumulatorId":539,"metricType":"timing"},{"name":"number of output rows","accumulatorId":538,"metricType":"sum"},{"name":"data size","accumulatorId":537,"metricType":"size"}]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":513,"metricType":"sum"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"shuffle records written","accumulatorId":511,"metricType":"sum"},{"name":"local merged chunks fetched","accumulatorId":505,"metricType":"sum"},{"name":"shuffle write time","accumulatorId":512,"metricType":"nsTiming"},{"name":"remote merged bytes read","accumulatorId":506,"metricType":"size"},{"name":"local merged blocks fetched","accumulatorId":503,"metricType":"sum"},{"name":"corrupt merged block chunks","accumulatorId":500,"metricType":"sum"},{"name":"remote merged reqs duration","accumulatorId":509,"metricType":"timing"},{"name":"remote merged blocks fetched","accumulatorId":502,"metricType":"sum"},{"name":"records read","accumulatorId":499,"metricType":"sum"},{"name":"local bytes read","accumulatorId":497,"metricType":"size"},{"name":"fetch wait time","accumulatorId":498,"metricType":"timing"},{"name":"remote bytes read","accumulatorId":495,"metricType":"size"},{"name":"merged fetch fallback count","accumulatorId":501,"metricType":"sum"},{"name":"local blocks read","accumulatorId":494,"metricType":"sum"},{"name":"remote merged chunks fetched","accumulatorId":504,"metricType":"sum"},{"name":"remote blocks read","accumulatorId":493,"metricType":"sum"},{"name":"data size","accumulatorId":491,"metricType":"size"},{"name":"local merged bytes read","accumulatorId":507,"metricType":"size"},{"name":"number of partitions","accumulatorId":492,"metricType":"sum"},{"name":"remote reqs duration","accumulatorId":508,"metricType":"timing"},{"name":"remote bytes read to disk","accumulatorId":496,"metricType":"size"},{"name":"shuffle bytes written","accumulatorId":510,"metricType":"size"}]}],"metadata":{},"metrics":[{"name":"sort time","accumulatorId":488,"metricType":"timing"},{"name":"peak memory","accumulatorId":489,"metricType":"size"},{"name":"spill size","accumulatorId":490,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"task commit time","accumulatorId":486,"metricType":"timing"},{"name":"number of written files","accumulatorId":482,"metricType":"sum"},{"name":"job commit time","accumulatorId":487,"metricType":"timing"},{"name":"number of output rows","accumulatorId":484,"metricType":"sum"},{"name":"number of dynamic part","accumulatorId":485,"metricType":"sum"},{"name":"written output","accumulatorId":483,"metricType":"size"}]}],"metadata":{},"metrics":[]}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[534,1],[536,1],[535,324]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (77)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (44)\n +- WriteFiles (43)\n +- Sort (42)\n +- Exchange (41)\n +- Project (40)\n +- Project (39)\n +- BroadcastHashJoin LeftOuter BuildRight (38)\n :- Project (25)\n : +- BroadcastHashJoin LeftOuter 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=1024.2 KiB, rowCount=20)\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 (76)\n +- WriteFiles (75)\n +- Sort (74)\n +- Exchange (73)\n +- Project (72)\n +- Project (71)\n +- BroadcastHashJoin LeftOuter BuildRight (70)\n :- Project (61)\n : +- BroadcastHashJoin LeftOuter BuildRight (60)\n : :- Project (54)\n : : +- BroadcastHashJoin Inner BuildRight (53)\n : : :- Project (50)\n : : : +- BroadcastHashJoin Inner BuildRight (49)\n : : : :- Filter (46)\n : : : : +- Scan csv (45)\n : : : +- BroadcastExchange (48)\n : : : +- Filter (47)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (52)\n : : +- Filter (51)\n : : +- Scan csv (9)\n : +- BroadcastExchange (59)\n : +- HashAggregate (58)\n : +- Exchange (57)\n : +- HashAggregate (56)\n : +- Filter (55)\n : +- Scan csv (15)\n +- BroadcastExchange (69)\n +- HashAggregate (68)\n +- Exchange (67)\n +- HashAggregate (66)\n +- HashAggregate (65)\n +- Exchange (64)\n +- HashAggregate (63)\n +- Filter (62)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#26, name#27]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(9) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(15) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(17) HashAggregate [codegen id : 3]\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(18) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#9, count#207L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#9, count#207L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#9, lessons_in_course#50L]\nArguments: 4\n\n(24) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(25) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(26) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/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#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(29) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=258]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(34) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=512]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, count#210L]\nArguments: 5\n\n(36) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(37) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=524]\n\n(38) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(39) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(40) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(41) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=528]\n\n(42) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(43) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(44) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(45) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(46) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(47) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(48) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(49) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(50) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(51) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(52) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(53) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(54) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(55) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(56) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(57) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(58) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(59) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(60) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(61) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(62) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(63) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(64) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(65) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(66) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(67) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(68) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(69) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(70) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(71) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(72) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(73) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(74) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(75) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(76) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(77) AdaptiveSparkPlan\nOutput: []\nArguments: isFinalPlan=false\n\n","sparkPlanInfo":{"nodeName":"AdaptiveSparkPlan","simpleString":"AdaptiveSparkPlan 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Values":true},{"ID":695,"Name":"internal.metrics.shuffle.write.recordsWritten","Update":25,"Value":25,"Internal":true,"Count Failed Values":true},{"ID":696,"Name":"internal.metrics.shuffle.write.writeTime","Update":5795562,"Value":5795562,"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":52,"Executor Deserialize CPU Time":29082133,"Executor Run Time":175,"Executor CPU Time":138541313,"Peak Execution Memory":524288,"Result Size":5847,"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":3205,"Total Records Read":55,"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":1560,"Shuffle Write Time":5795562,"Shuffle Records Written":25},"Input Metrics":{"Bytes Read":0,"Records Read":0},"Output Metrics":{"Bytes Written":0,"Records Written":0},"Updated Blocks":[]}} {"Event":"SparkListenerStageCompleted","Stage Info":{"Stage ID":7,"Stage Attempt ID":0,"Stage Name":"parquet at NativeMethodAccessorImpl.java:0","Number of Tasks":1,"RDD Info":[{"RDD ID":21,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"35\",\"name\":\"Exchange\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[20],"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":19,"Name":"ShuffledRowRDD","Scope":"{\"id\":\"40\",\"name\":\"AQEShuffleRead\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[15],"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":20,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"36\",\"name\":\"WholeStageCodegen (6)\"}","Callsite":"parquet at NativeMethodAccessorImpl.java:0","Parent IDs":[19],"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":[6],"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":1784106881946,"Completion Time":1784106882207,"Accumulables":[{"ID":315,"Name":"local blocks read","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":318,"Name":"local bytes read","Value":"3205","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":319,"Name":"fetch wait time","Value":"0","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":320,"Name":"records read","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":593,"Name":"data size","Value":"800","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":612,"Name":"shuffle bytes written","Value":"1560","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":613,"Name":"shuffle records written","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":614,"Name":"shuffle write time","Value":"5795562","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":615,"Name":"duration","Value":"53","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":616,"Name":"number of output rows","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":617,"Name":"peak memory","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":619,"Name":"time in aggregation build","Value":"8","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":622,"Name":"number of output rows","Value":"55","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":623,"Name":"peak memory","Value":"262144","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":625,"Name":"time in aggregation build","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":666,"Name":"internal.metrics.executorDeserializeTime","Value":52,"Internal":true,"Count Failed Values":true},{"ID":667,"Name":"internal.metrics.executorDeserializeCpuTime","Value":29082133,"Internal":true,"Count Failed Values":true},{"ID":668,"Name":"internal.metrics.executorRunTime","Value":175,"Internal":true,"Count Failed Values":true},{"ID":669,"Name":"internal.metrics.executorCpuTime","Value":138541313,"Internal":true,"Count Failed Values":true},{"ID":670,"Name":"internal.metrics.resultSize","Value":5847,"Internal":true,"Count Failed Values":true},{"ID":675,"Name":"internal.metrics.peakExecutionMemory","Value":524288,"Internal":true,"Count Failed Values":true},{"ID":677,"Name":"internal.metrics.shuffle.read.remoteBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":678,"Name":"internal.metrics.shuffle.read.localBlocksFetched","Value":1,"Internal":true,"Count Failed Values":true},{"ID":679,"Name":"internal.metrics.shuffle.read.remoteBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":680,"Name":"internal.metrics.shuffle.read.remoteBytesReadToDisk","Value":0,"Internal":true,"Count Failed Values":true},{"ID":681,"Name":"internal.metrics.shuffle.read.localBytesRead","Value":3205,"Internal":true,"Count Failed Values":true},{"ID":682,"Name":"internal.metrics.shuffle.read.fetchWaitTime","Value":0,"Internal":true,"Count Failed Values":true},{"ID":683,"Name":"internal.metrics.shuffle.read.recordsRead","Value":55,"Internal":true,"Count Failed Values":true},{"ID":684,"Name":"internal.metrics.shuffle.push.read.corruptMergedBlockChunks","Value":0,"Internal":true,"Count Failed Values":true},{"ID":685,"Name":"internal.metrics.shuffle.push.read.mergedFetchFallbackCount","Value":0,"Internal":true,"Count Failed Values":true},{"ID":686,"Name":"internal.metrics.shuffle.push.read.remoteMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":687,"Name":"internal.metrics.shuffle.push.read.localMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":688,"Name":"internal.metrics.shuffle.push.read.remoteMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":689,"Name":"internal.metrics.shuffle.push.read.localMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":690,"Name":"internal.metrics.shuffle.push.read.remoteMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":691,"Name":"internal.metrics.shuffle.push.read.localMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":692,"Name":"internal.metrics.shuffle.read.remoteReqsDuration","Value":0,"Internal":true,"Count Failed Values":true},{"ID":693,"Name":"internal.metrics.shuffle.push.read.remoteMergedReqsDuration","Value":0,"Internal":true,"Count Failed Values":true},{"ID":694,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":1560,"Internal":true,"Count Failed Values":true},{"ID":695,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":25,"Internal":true,"Count Failed Values":true},{"ID":696,"Name":"internal.metrics.shuffle.write.writeTime","Value":5795562,"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":1784106882211,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (79)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (46)\n +- WriteFiles (45)\n +- Sort (44)\n +- Exchange (43)\n +- Project (42)\n +- Project (41)\n +- BroadcastHashJoin LeftOuter BuildRight (40)\n :- Project (25)\n : +- BroadcastHashJoin LeftOuter 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=1024.2 KiB, rowCount=20)\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 (78)\n +- WriteFiles (77)\n +- Sort (76)\n +- Exchange (75)\n +- Project (74)\n +- Project (73)\n +- BroadcastHashJoin LeftOuter BuildRight (72)\n :- Project (63)\n : +- BroadcastHashJoin LeftOuter BuildRight (62)\n : :- Project (56)\n : : +- BroadcastHashJoin Inner BuildRight (55)\n : : :- Project (52)\n : : : +- BroadcastHashJoin Inner BuildRight (51)\n : : : :- Filter (48)\n : : : : +- Scan csv (47)\n : : : +- BroadcastExchange (50)\n : : : +- Filter (49)\n : : : +- Scan csv (3)\n : : +- BroadcastExchange (54)\n : : +- Filter (53)\n : : +- Scan csv (9)\n : +- BroadcastExchange (61)\n : +- HashAggregate (60)\n : +- Exchange (59)\n : +- HashAggregate (58)\n : +- Filter (57)\n : +- Scan csv (15)\n +- BroadcastExchange (71)\n +- HashAggregate (70)\n +- Exchange (69)\n +- HashAggregate (68)\n +- HashAggregate (67)\n +- Exchange (66)\n +- HashAggregate (65)\n +- Filter (64)\n +- Scan csv (26)\n\n\n(1) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#26, name#27]\nArguments: 0\n\n(7) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(8) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(9) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(14) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(15) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(17) HashAggregate [codegen id : 3]\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(18) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#9, count#207L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#9, count#207L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#9, lessons_in_course#50L]\nArguments: 4\n\n(24) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(25) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(26) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/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#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(29) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=258]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(34) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=512]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, count#210L]\nArguments: 5\n\n(36) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: coalesced\n\n(37) HashAggregate [codegen id : 7]\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(38) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=702]\n\n(39) BroadcastQueryStage\nOutput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: 6\n\n(40) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(41) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(42) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(43) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=713]\n\n(44) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(45) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(46) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(47) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(48) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(49) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(50) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(51) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(52) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(53) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(54) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(55) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(56) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(57) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(58) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(59) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(60) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(61) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(62) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(63) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(64) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(65) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(66) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(67) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(68) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(69) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(70) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(71) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(72) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(73) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(74) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(75) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(76) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(77) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(78) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_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_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Sort","simpleString":"Sort [user_id#37 ASC NULLS FIRST], true, 0","children":[{"nodeName":"Exchange","simpleString":"Exchange rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=713]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37, course_id#38], [user_id#0, course_id#2], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#9], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#18], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37], [user_id#26], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#37) AND isnotnull(course_id#38))","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#37,course_id#38] Batched: false, DataFilters: [isnotnull(user_id#37), isnotnull(course_id#38)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#37), isnotnull(course_id#38)]"},"metrics":[{"name":"number of output rows","accumulatorId":737,"metricType":"sum"},{"name":"number of files read","accumulatorId":738,"metricType":"sum"},{"name":"metadata time","accumulatorId":739,"metricType":"timing"},{"name":"size of files read","accumulatorId":740,"metricType":"size"}]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":736,"metricType":"sum"}]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen 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read","accumulatorId":50,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":218,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":217,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":216,"metricType":"timing"},{"name":"time to build","accumulatorId":215,"metricType":"timing"},{"name":"time to collect","accumulatorId":214,"metricType":"timing"},{"name":"number of output rows","accumulatorId":213,"metricType":"sum"},{"name":"data size","accumulatorId":212,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":735,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 1","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, 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of files read","accumulatorId":104,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":266,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"spill size","accumulatorId":262,"metricType":"size"},{"name":"time in aggregation build","accumulatorId":263,"metricType":"timing"},{"name":"peak memory","accumulatorId":261,"metricType":"size"},{"name":"number of output rows","accumulatorId":260,"metricType":"sum"},{"name":"number of sort fallback tasks","accumulatorId":265,"metricType":"sum"},{"name":"avg hash probes per key","accumulatorId":264,"metricType":"average"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":259,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"shuffle records written","accumulatorId":257,"metricType":"sum"},{"name":"local merged chunks fetched","accumulatorId":251,"metricType":"sum"},{"name":"shuffle write 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--add-opens=java.security.jgss/sun.security.krb5=ALL-UNNAMED -Djdk.reflect.useDirectMethodHandle=false"}} {"Event":"SparkListenerTaskStart","Stage ID":10,"Stage Attempt ID":0,"Task Info":{"Task ID":6,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784106882268,"Executor ID":"0","Host":"172.28.0.49","Locality":"NODE_LOCAL","Speculative":false,"Getting Result Time":0,"Finish Time":0,"Failed":false,"Killed":false,"Accumulables":[]}} {"Event":"SparkListenerTaskEnd","Stage ID":10,"Stage Attempt ID":0,"Task Type":"ResultTask","Task End Reason":{"Reason":"Success"},"Task Info":{"Task ID":6,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784106882268,"Executor ID":"0","Host":"172.28.0.49","Locality":"NODE_LOCAL","Speculative":false,"Getting Result Time":0,"Finish Time":1784106882332,"Failed":false,"Killed":false,"Accumulables":[{"ID":596,"Name":"local blocks read","Update":"1","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":599,"Name":"local bytes read","Update":"1560","Value":"1560","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":600,"Name":"fetch wait time","Update":"0","Value":"0","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":601,"Name":"records read","Update":"25","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":746,"Name":"duration","Update":"8","Value":"8","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":747,"Name":"number of output rows","Update":"25","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":748,"Name":"peak memory","Update":"4456432","Value":"4456432","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":750,"Name":"time in aggregation build","Update":"1","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":751,"Name":"avg hash probes per key","Update":"10","Value":"10","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":756,"Name":"internal.metrics.executorDeserializeTime","Update":17,"Value":17,"Internal":true,"Count Failed Values":true},{"ID":757,"Name":"internal.metrics.executorDeserializeCpuTime","Update":11005152,"Value":11005152,"Internal":true,"Count Failed Values":true},{"ID":758,"Name":"internal.metrics.executorRunTime","Update":37,"Value":37,"Internal":true,"Count Failed Values":true},{"ID":759,"Name":"internal.metrics.executorCpuTime","Update":29769442,"Value":29769442,"Internal":true,"Count Failed Values":true},{"ID":760,"Name":"internal.metrics.resultSize","Update":7410,"Value":7410,"Internal":true,"Count Failed Values":true},{"ID":765,"Name":"internal.metrics.peakExecutionMemory","Update":4456432,"Value":4456432,"Internal":true,"Count Failed Values":true},{"ID":767,"Name":"internal.metrics.shuffle.read.remoteBlocksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":768,"Name":"internal.metrics.shuffle.read.localBlocksFetched","Update":1,"Value":1,"Internal":true,"Count Failed Values":true},{"ID":769,"Name":"internal.metrics.shuffle.read.remoteBytesRead","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":770,"Name":"internal.metrics.shuffle.read.remoteBytesReadToDisk","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":771,"Name":"internal.metrics.shuffle.read.localBytesRead","Update":1560,"Value":1560,"Internal":true,"Count Failed Values":true},{"ID":772,"Name":"internal.metrics.shuffle.read.fetchWaitTime","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":773,"Name":"internal.metrics.shuffle.read.recordsRead","Update":25,"Value":25,"Internal":true,"Count Failed Values":true},{"ID":774,"Name":"internal.metrics.shuffle.push.read.corruptMergedBlockChunks","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":775,"Name":"internal.metrics.shuffle.push.read.mergedFetchFallbackCount","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":776,"Name":"internal.metrics.shuffle.push.read.remoteMergedBlocksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":777,"Name":"internal.metrics.shuffle.push.read.localMergedBlocksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":778,"Name":"internal.metrics.shuffle.push.read.remoteMergedChunksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":779,"Name":"internal.metrics.shuffle.push.read.localMergedChunksFetched","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":780,"Name":"internal.metrics.shuffle.push.read.remoteMergedBytesRead","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":781,"Name":"internal.metrics.shuffle.push.read.localMergedBytesRead","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":782,"Name":"internal.metrics.shuffle.read.remoteReqsDuration","Update":0,"Value":0,"Internal":true,"Count Failed Values":true},{"ID":783,"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":17,"Executor Deserialize CPU Time":11005152,"Executor Run Time":37,"Executor CPU Time":29769442,"Peak Execution Memory":4456432,"Result Size":7410,"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":1560,"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":1784106882263,"Completion Time":1784106882333,"Accumulables":[{"ID":596,"Name":"local blocks read","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":599,"Name":"local bytes read","Value":"1560","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":600,"Name":"fetch wait time","Value":"0","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":601,"Name":"records read","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":746,"Name":"duration","Value":"8","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":747,"Name":"number of output rows","Value":"25","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":748,"Name":"peak memory","Value":"4456432","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":750,"Name":"time in aggregation build","Value":"1","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":751,"Name":"avg hash probes per key","Value":"10","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":756,"Name":"internal.metrics.executorDeserializeTime","Value":17,"Internal":true,"Count Failed Values":true},{"ID":757,"Name":"internal.metrics.executorDeserializeCpuTime","Value":11005152,"Internal":true,"Count Failed Values":true},{"ID":758,"Name":"internal.metrics.executorRunTime","Value":37,"Internal":true,"Count Failed Values":true},{"ID":759,"Name":"internal.metrics.executorCpuTime","Value":29769442,"Internal":true,"Count Failed Values":true},{"ID":760,"Name":"internal.metrics.resultSize","Value":7410,"Internal":true,"Count Failed Values":true},{"ID":765,"Name":"internal.metrics.peakExecutionMemory","Value":4456432,"Internal":true,"Count Failed Values":true},{"ID":767,"Name":"internal.metrics.shuffle.read.remoteBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":768,"Name":"internal.metrics.shuffle.read.localBlocksFetched","Value":1,"Internal":true,"Count Failed Values":true},{"ID":769,"Name":"internal.metrics.shuffle.read.remoteBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":770,"Name":"internal.metrics.shuffle.read.remoteBytesReadToDisk","Value":0,"Internal":true,"Count Failed Values":true},{"ID":771,"Name":"internal.metrics.shuffle.read.localBytesRead","Value":1560,"Internal":true,"Count Failed Values":true},{"ID":772,"Name":"internal.metrics.shuffle.read.fetchWaitTime","Value":0,"Internal":true,"Count Failed Values":true},{"ID":773,"Name":"internal.metrics.shuffle.read.recordsRead","Value":25,"Internal":true,"Count Failed Values":true},{"ID":774,"Name":"internal.metrics.shuffle.push.read.corruptMergedBlockChunks","Value":0,"Internal":true,"Count Failed Values":true},{"ID":775,"Name":"internal.metrics.shuffle.push.read.mergedFetchFallbackCount","Value":0,"Internal":true,"Count Failed Values":true},{"ID":776,"Name":"internal.metrics.shuffle.push.read.remoteMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":777,"Name":"internal.metrics.shuffle.push.read.localMergedBlocksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":778,"Name":"internal.metrics.shuffle.push.read.remoteMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":779,"Name":"internal.metrics.shuffle.push.read.localMergedChunksFetched","Value":0,"Internal":true,"Count Failed Values":true},{"ID":780,"Name":"internal.metrics.shuffle.push.read.remoteMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":781,"Name":"internal.metrics.shuffle.push.read.localMergedBytesRead","Value":0,"Internal":true,"Count Failed Values":true},{"ID":782,"Name":"internal.metrics.shuffle.read.remoteReqsDuration","Value":0,"Internal":true,"Count Failed Values":true},{"ID":783,"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":1784106882334,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerDriverAccumUpdates","executionId":0,"accumUpdates":[[745,2],[744,11],[743,103],[742,25],[741,1049600]]} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (80)\n+- == Current Plan ==\n Execute InsertIntoHadoopFsRelationCommand (47)\n +- WriteFiles (46)\n +- Sort (45)\n +- ShuffleQueryStage (44)\n +- Exchange (43)\n +- * Project (42)\n +- * Project (41)\n +- * BroadcastHashJoin LeftOuter BuildRight (40)\n :- * Project (25)\n : +- * BroadcastHashJoin LeftOuter 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=1024.2 KiB, rowCount=20)\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=1025.0 KiB, 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 (79)\n +- WriteFiles (78)\n +- Sort (77)\n +- Exchange (76)\n +- Project (75)\n +- Project (74)\n +- BroadcastHashJoin LeftOuter BuildRight (73)\n :- Project (64)\n : +- BroadcastHashJoin LeftOuter 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#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter [codegen id : 8]\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#26, name#27]\nArguments: 0\n\n(7) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(8) Project [codegen id : 8]\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(9) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(14) Project [codegen id : 8]\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(15) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(17) HashAggregate [codegen id : 3]\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(18) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#9, count#207L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#9, count#207L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#9, lessons_in_course#50L]\nArguments: 4\n\n(24) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(25) Project [codegen id : 8]\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(26) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/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#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(29) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=258]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(34) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=512]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, count#210L]\nArguments: 5\n\n(36) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: coalesced\n\n(37) HashAggregate [codegen id : 7]\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(38) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=702]\n\n(39) BroadcastQueryStage\nOutput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: 6\n\n(40) BroadcastHashJoin [codegen id : 8]\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(41) Project [codegen id : 8]\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(42) Project [codegen id : 8]\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(43) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=820]\n\n(44) ShuffleQueryStage\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: 7\n\n(45) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(46) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(47) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(48) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(49) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(50) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(51) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(52) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(53) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(54) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(55) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(56) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(57) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(58) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(59) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(60) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(61) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(62) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(63) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(64) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(65) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(66) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(67) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(68) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(69) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(70) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(71) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(72) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(73) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(74) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(75) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(76) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(77) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(78) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(79) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(80) 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_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"Sort","simpleString":"Sort [user_id#37 ASC NULLS FIRST], true, 0","children":[{"nodeName":"ShuffleQueryStage","simpleString":"ShuffleQueryStage 7","children":[{"nodeName":"Exchange","simpleString":"Exchange rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=820]","children":[{"nodeName":"WholeStageCodegen (8)","simpleString":"WholeStageCodegen (8)","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37, course_id#38], [user_id#0, course_id#2], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#9], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#18], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37], [user_id#26], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#37) AND isnotnull(course_id#38))","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#37,course_id#38] Batched: false, DataFilters: [isnotnull(user_id#37), isnotnull(course_id#38)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#37), isnotnull(course_id#38)]"},"metrics":[{"name":"number of output rows","accumulatorId":828,"metricType":"sum"},{"name":"number of files read","accumulatorId":829,"metricType":"sum"},{"name":"metadata time","accumulatorId":830,"metricType":"timing"},{"name":"size of files read","accumulatorId":831,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":827,"metricType":"sum"}]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen (1)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(user_id#26)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#26,name#27] Batched: false, DataFilters: [isnotnull(user_id#26)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_user.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_user.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id)]","DataFilters":"[isnotnull(user_id#26)]"},"metrics":[{"name":"number of output rows","accumulatorId":47,"metricType":"sum"},{"name":"number of files read","accumulatorId":48,"metricType":"sum"},{"name":"metadata time","accumulatorId":49,"metricType":"timing"},{"name":"size of files read","accumulatorId":50,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":218,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":217,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":216,"metricType":"timing"},{"name":"time to build","accumulatorId":215,"metricType":"timing"},{"name":"time to collect","accumulatorId":214,"metricType":"timing"},{"name":"number of output rows","accumulatorId":213,"metricType":"sum"},{"name":"data size","accumulatorId":212,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":826,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 1","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]","children":[{"nodeName":"WholeStageCodegen (2)","simpleString":"WholeStageCodegen (2)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#18)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#18,title#19] Batched: false, DataFilters: [isnotnull(course_id#18)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_course.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_course.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#18)]"},"metrics":[{"name":"number of output rows","accumulatorId":57,"metricType":"sum"},{"name":"number of files read","accumulatorId":58,"metricType":"sum"},{"name":"metadata time","accumulatorId":59,"metricType":"timing"},{"name":"size of files read","accumulatorId":60,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":225,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":224,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":223,"metricType":"timing"},{"name":"time to build","accumulatorId":222,"metricType":"timing"},{"name":"time to collect","accumulatorId":221,"metricType":"timing"},{"name":"number of output rows","accumulatorId":220,"metricType":"sum"},{"name":"data size","accumulatorId":219,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":825,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 4","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]","children":[{"nodeName":"WholeStageCodegen (5)","simpleString":"WholeStageCodegen (5)","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[course_id#9], functions=[count(1)])","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"AQEShuffleRead","simpleString":"AQEShuffleRead coalesced","children":[{"nodeName":"ShuffleQueryStage","simpleString":"ShuffleQueryStage 2","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]","children":[{"nodeName":"WholeStageCodegen (3)","simpleString":"WholeStageCodegen (3)","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[course_id#9], functions=[partial_count(1)])","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#9)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#9] Batched: false, DataFilters: [isnotnull(course_id#9)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_lesson.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_lesson.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#9)]"},"metrics":[{"name":"number of output rows","accumulatorId":101,"metricType":"sum"},{"name":"number of files read","accumulatorId":102,"metricType":"sum"},{"name":"metadata time","accumulatorId":103,"metricType":"timing"},{"name":"size of files read","accumulatorId":104,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":266,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"spill size","accumulatorId":262,"metricType":"size"},{"name":"time in aggregation build","accumulatorId":263,"metricType":"timing"},{"name":"peak memory","accumulatorId":261,"metricType":"size"},{"name":"number of output rows","accumulatorId":260,"metricType":"sum"},{"name":"number of sort fallback 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-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":12,"Stage Attempt ID":0,"Task Info":{"Task ID":8,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784106882766,"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":12,"Stage Attempt ID":0,"Task Type":"ShuffleMapTask","Task End Reason":{"Reason":"Success"},"Task Info":{"Task ID":8,"Index":0,"Attempt":0,"Partition ID":0,"Launch Time":1784106882766,"Executor ID":"0","Host":"172.28.0.49","Locality":"PROCESS_LOCAL","Speculative":false,"Getting Result Time":0,"Finish Time":1784106882852,"Failed":false,"Killed":false,"Accumulables":[{"ID":800,"Name":"data size","Update":"4848","Value":"4848","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":819,"Name":"shuffle bytes written","Update":"4012","Value":"4012","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":820,"Name":"shuffle records written","Update":"45","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":821,"Name":"shuffle write time","Update":"1613840","Value":"1613840","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":822,"Name":"duration","Update":"31","Value":"192","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":823,"Name":"number of output rows","Update":"45","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":824,"Name":"number of output rows","Update":"45","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":825,"Name":"number of output rows","Update":"45","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":826,"Name":"number of output rows","Update":"45","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":827,"Name":"number of output rows","Update":"45","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":828,"Name":"number of output rows","Update":"45","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":867,"Name":"internal.metrics.executorDeserializeTime","Update":44,"Value":44,"Internal":true,"Count Failed Values":true},{"ID":868,"Name":"internal.metrics.executorDeserializeCpuTime","Update":33595545,"Value":33595545,"Internal":true,"Count Failed Values":true},{"ID":869,"Name":"internal.metrics.executorRunTime","Update":35,"Value":35,"Internal":true,"Count Failed Values":true},{"ID":870,"Name":"internal.metrics.executorCpuTime","Update":23146391,"Value":23146391,"Internal":true,"Count Failed Values":true},{"ID":871,"Name":"internal.metrics.resultSize","Update":2124,"Value":2124,"Internal":true,"Count Failed Values":true},{"ID":876,"Name":"internal.metrics.peakExecutionMemory","Update":3568,"Value":3568,"Internal":true,"Count Failed Values":true},{"ID":895,"Name":"internal.metrics.shuffle.write.bytesWritten","Update":4012,"Value":4012,"Internal":true,"Count Failed Values":true},{"ID":896,"Name":"internal.metrics.shuffle.write.recordsWritten","Update":45,"Value":45,"Internal":true,"Count Failed Values":true},{"ID":897,"Name":"internal.metrics.shuffle.write.writeTime","Update":1613840,"Value":1613840,"Internal":true,"Count Failed Values":true},{"ID":898,"Name":"internal.metrics.input.bytesRead","Update":1453,"Value":1453,"Internal":true,"Count Failed Values":true},{"ID":899,"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":44,"Executor Deserialize CPU Time":33595545,"Executor Run Time":35,"Executor CPU Time":23146391,"Peak Execution Memory":3568,"Result Size":2124,"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":4012,"Shuffle Write Time":1613840,"Shuffle Records Written":45},"Input Metrics":{"Bytes Read":1453,"Records Read":45},"Output Metrics":{"Bytes Written":0,"Records Written":0},"Updated Blocks":[]}} {"Event":"SparkListenerStageCompleted","Stage Info":{"Stage ID":12,"Stage Attempt ID":0,"Stage Name":"parquet at NativeMethodAccessorImpl.java:0","Number of Tasks":1,"RDD Info":[{"RDD ID":31,"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":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},{"RDD ID":25,"Name":"FileScanRDD","Scope":"{\"id\":\"92\",\"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":26,"Name":"MapPartitionsRDD","Scope":"{\"id\":\"92\",\"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}],"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":1784106882754,"Completion Time":1784106882853,"Accumulables":[{"ID":800,"Name":"data size","Value":"4848","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":819,"Name":"shuffle bytes written","Value":"4012","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":820,"Name":"shuffle records written","Value":"45","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":821,"Name":"shuffle write time","Value":"1613840","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":822,"Name":"duration","Value":"192","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":823,"Name":"number of output rows","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":824,"Name":"number of output rows","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":825,"Name":"number of output rows","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":826,"Name":"number of output rows","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":827,"Name":"number of output rows","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":828,"Name":"number of output rows","Value":"90","Internal":true,"Count Failed Values":true,"Metadata":"sql"},{"ID":867,"Name":"internal.metrics.executorDeserializeTime","Value":44,"Internal":true,"Count Failed Values":true},{"ID":868,"Name":"internal.metrics.executorDeserializeCpuTime","Value":33595545,"Internal":true,"Count Failed Values":true},{"ID":869,"Name":"internal.metrics.executorRunTime","Value":35,"Internal":true,"Count Failed Values":true},{"ID":870,"Name":"internal.metrics.executorCpuTime","Value":23146391,"Internal":true,"Count Failed Values":true},{"ID":871,"Name":"internal.metrics.resultSize","Value":2124,"Internal":true,"Count Failed Values":true},{"ID":876,"Name":"internal.metrics.peakExecutionMemory","Value":3568,"Internal":true,"Count Failed Values":true},{"ID":895,"Name":"internal.metrics.shuffle.write.bytesWritten","Value":4012,"Internal":true,"Count Failed Values":true},{"ID":896,"Name":"internal.metrics.shuffle.write.recordsWritten","Value":45,"Internal":true,"Count Failed Values":true},{"ID":897,"Name":"internal.metrics.shuffle.write.writeTime","Value":1613840,"Internal":true,"Count Failed Values":true},{"ID":898,"Name":"internal.metrics.input.bytesRead","Value":1453,"Internal":true,"Count Failed Values":true},{"ID":899,"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":8,"Completion Time":1784106882854,"Job Result":{"Result":"JobSucceeded"}} {"Event":"org.apache.spark.sql.execution.ui.SparkListenerSQLAdaptiveExecutionUpdate","executionId":0,"physicalPlanDescription":"== Physical Plan ==\nAdaptiveSparkPlan (81)\n+- == Final Plan ==\n Execute InsertIntoHadoopFsRelationCommand (48)\n +- WriteFiles (47)\n +- * Sort (46)\n +- AQEShuffleRead (45)\n +- ShuffleQueryStage (44), Statistics(sizeInBytes=4.7 KiB, rowCount=45)\n +- Exchange (43)\n +- * Project (42)\n +- * Project (41)\n +- * BroadcastHashJoin LeftOuter BuildRight (40)\n :- * Project (25)\n : +- * BroadcastHashJoin LeftOuter 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=1024.2 KiB, rowCount=20)\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=1025.0 KiB, 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 (80)\n +- WriteFiles (79)\n +- Sort (78)\n +- Exchange (77)\n +- Project (76)\n +- Project (75)\n +- BroadcastHashJoin LeftOuter BuildRight (74)\n :- Project (65)\n : +- BroadcastHashJoin LeftOuter 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#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(2) Filter [codegen id : 8]\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(3) Scan csv \nOutput [2]: [user_id#26, name#27]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_user.csv]\nPushedFilters: [IsNotNull(user_id)]\nReadSchema: struct\n\n(4) Filter [codegen id : 1]\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(5) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]\n\n(6) BroadcastQueryStage\nOutput [2]: [user_id#26, name#27]\nArguments: 0\n\n(7) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(8) Project [codegen id : 8]\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(9) Scan csv \nOutput [2]: [course_id#18, title#19]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_course.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(10) Filter [codegen id : 2]\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(11) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]\n\n(12) BroadcastQueryStage\nOutput [2]: [course_id#18, title#19]\nArguments: 1\n\n(13) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(14) Project [codegen id : 8]\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(15) Scan csv \nOutput [1]: [course_id#9]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/dim_lesson.csv]\nPushedFilters: [IsNotNull(course_id)]\nReadSchema: struct\n\n(16) Filter [codegen id : 3]\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(17) HashAggregate [codegen id : 3]\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(18) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]\n\n(19) ShuffleQueryStage\nOutput [2]: [course_id#9, count#207L]\nArguments: 2\n\n(20) AQEShuffleRead\nInput [2]: [course_id#9, count#207L]\nArguments: coalesced\n\n(21) HashAggregate [codegen id : 5]\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(22) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]\n\n(23) BroadcastQueryStage\nOutput [2]: [course_id#9, lessons_in_course#50L]\nArguments: 4\n\n(24) BroadcastHashJoin [codegen id : 8]\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(25) Project [codegen id : 8]\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(26) Scan csv \nOutput [3]: [user_id#0, lesson_id#1, course_id#2]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/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#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(28) HashAggregate [codegen id : 4]\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(29) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=258]\n\n(30) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: 3\n\n(31) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: coalesced\n\n(32) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(33) HashAggregate [codegen id : 6]\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(34) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=512]\n\n(35) ShuffleQueryStage\nOutput [3]: [user_id#0, course_id#2, count#210L]\nArguments: 5\n\n(36) AQEShuffleRead\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: coalesced\n\n(37) HashAggregate [codegen id : 7]\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(38) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=702]\n\n(39) BroadcastQueryStage\nOutput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: 6\n\n(40) BroadcastHashJoin [codegen id : 8]\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(41) Project [codegen id : 8]\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(42) Project [codegen id : 8]\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(43) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=820]\n\n(44) ShuffleQueryStage\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: 7\n\n(45) AQEShuffleRead\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: coalesced\n\n(46) Sort [codegen id : 9]\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(47) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(48) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(49) Scan csv \nOutput [2]: [user_id#37, course_id#38]\nBatched: false\nLocation: InMemoryFileIndex [s3a://apavlovets-bucket/core/fact_enrollments.csv]\nPushedFilters: [IsNotNull(user_id), IsNotNull(course_id)]\nReadSchema: struct\n\n(50) Filter\nInput [2]: [user_id#37, course_id#38]\nCondition : (isnotnull(user_id#37) AND isnotnull(course_id#38))\n\n(51) Filter\nInput [2]: [user_id#26, name#27]\nCondition : isnotnull(user_id#26)\n\n(52) BroadcastExchange\nInput [2]: [user_id#26, name#27]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=126]\n\n(53) BroadcastHashJoin\nLeft keys [1]: [user_id#37]\nRight keys [1]: [user_id#26]\nJoin type: Inner\nJoin condition: None\n\n(54) Project\nOutput [3]: [user_id#37, course_id#38, name#27]\nInput [4]: [user_id#37, course_id#38, user_id#26, name#27]\n\n(55) Filter\nInput [2]: [course_id#18, title#19]\nCondition : isnotnull(course_id#18)\n\n(56) BroadcastExchange\nInput [2]: [course_id#18, title#19]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=130]\n\n(57) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#18]\nJoin type: Inner\nJoin condition: None\n\n(58) Project\nOutput [4]: [user_id#37, course_id#38, name#27, title#19]\nInput [5]: [user_id#37, course_id#38, name#27, course_id#18, title#19]\n\n(59) Filter\nInput [1]: [course_id#9]\nCondition : isnotnull(course_id#9)\n\n(60) HashAggregate\nInput [1]: [course_id#9]\nKeys [1]: [course_id#9]\nFunctions [1]: [partial_count(1)]\nAggregate Attributes [1]: [count#206L]\nResults [2]: [course_id#9, count#207L]\n\n(61) Exchange\nInput [2]: [course_id#9, count#207L]\nArguments: hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=133]\n\n(62) HashAggregate\nInput [2]: [course_id#9, count#207L]\nKeys [1]: [course_id#9]\nFunctions [1]: [count(1)]\nAggregate Attributes [1]: [count(1)#49L]\nResults [2]: [course_id#9, count(1)#49L AS lessons_in_course#50L]\n\n(63) BroadcastExchange\nInput [2]: [course_id#9, lessons_in_course#50L]\nArguments: HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=136]\n\n(64) BroadcastHashJoin\nLeft keys [1]: [course_id#38]\nRight keys [1]: [course_id#9]\nJoin type: LeftOuter\nJoin condition: None\n\n(65) Project\nOutput [5]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]\nInput [6]: [user_id#37, course_id#38, name#27, title#19, course_id#9, lessons_in_course#50L]\n\n(66) Filter\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nCondition : (isnotnull(user_id#0) AND isnotnull(course_id#2))\n\n(67) HashAggregate\nInput [3]: [user_id#0, lesson_id#1, course_id#2]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(68) Exchange\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nArguments: hashpartitioning(user_id#0, course_id#2, lesson_id#1, 200), ENSURE_REQUIREMENTS, [plan_id=139]\n\n(69) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [3]: [user_id#0, course_id#2, lesson_id#1]\nFunctions: []\nAggregate Attributes: []\nResults [3]: [user_id#0, course_id#2, lesson_id#1]\n\n(70) HashAggregate\nInput [3]: [user_id#0, course_id#2, lesson_id#1]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [partial_count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count#210L]\n\n(71) Exchange\nInput [3]: [user_id#0, course_id#2, count#210L]\nArguments: hashpartitioning(user_id#0, course_id#2, 200), ENSURE_REQUIREMENTS, [plan_id=143]\n\n(72) HashAggregate\nInput [3]: [user_id#0, course_id#2, count#210L]\nKeys [2]: [user_id#0, course_id#2]\nFunctions [1]: [count(distinct lesson_id#1)]\nAggregate Attributes [1]: [count(lesson_id#1)#61L]\nResults [3]: [user_id#0, course_id#2, count(lesson_id#1)#61L AS lessons_viewed#60L]\n\n(73) BroadcastExchange\nInput [3]: [user_id#0, course_id#2, lessons_viewed#60L]\nArguments: HashedRelationBroadcastMode(List((shiftleft(cast(input[0, int, true] as bigint), 32) | (cast(input[1, int, true] as bigint) & 4294967295))),false), [plan_id=146]\n\n(74) BroadcastHashJoin\nLeft keys [2]: [user_id#37, course_id#38]\nRight keys [2]: [user_id#0, course_id#2]\nJoin type: LeftOuter\nJoin condition: None\n\n(75) Project\nOutput [6]: [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]\nInput [8]: [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L, user_id#0, course_id#2, lessons_viewed#60L]\n\n(76) Project\nOutput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]\nInput [6]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L]\n\n(77) Exchange\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=151]\n\n(78) Sort\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\nArguments: [user_id#37 ASC NULLS FIRST], true, 0\n\n(79) WriteFiles\nInput [7]: [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, completion_rate#191]\n\n(80) Execute InsertIntoHadoopFsRelationCommand\nInput: []\nArguments: s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]\n\n(81) 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_gp/course_completion_rate.parquet, false, Parquet, [path=s3a://apavlovets-bucket/marts_gp/course_completion_rate.parquet], Overwrite, [user_id, user_name, course_id, course_title, lessons_in_course, lessons_viewed, completion_rate]","children":[{"nodeName":"WriteFiles","simpleString":"WriteFiles","children":[{"nodeName":"WholeStageCodegen (9)","simpleString":"WholeStageCodegen (9)","children":[{"nodeName":"Sort","simpleString":"Sort [user_id#37 ASC NULLS FIRST], true, 0","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"AQEShuffleRead","simpleString":"AQEShuffleRead coalesced","children":[{"nodeName":"ShuffleQueryStage","simpleString":"ShuffleQueryStage 7","children":[{"nodeName":"Exchange","simpleString":"Exchange rangepartitioning(user_id#37 ASC NULLS FIRST, 200), ENSURE_REQUIREMENTS, [plan_id=820]","children":[{"nodeName":"WholeStageCodegen (8)","simpleString":"WholeStageCodegen (8)","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, user_name#182, course_id#38, course_title#183, lessons_in_course#50L, lessons_viewed#184L, CASE WHEN NOT (lessons_in_course#50L = 0) THEN round(((cast(lessons_viewed#184L as double) * 1.0) / cast(lessons_in_course#50L as double)), 2) END AS completion_rate#191]","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, name#27 AS user_name#182, course_id#38, title#19 AS course_title#183, lessons_in_course#50L, coalesce(lessons_viewed#60L, 0) AS lessons_viewed#184L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37, course_id#38], [user_id#0, course_id#2], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19, lessons_in_course#50L]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#9], LeftOuter, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27, title#19]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [course_id#38], [course_id#18], Inner, BuildRight, false","children":[{"nodeName":"Project","simpleString":"Project [user_id#37, course_id#38, name#27]","children":[{"nodeName":"BroadcastHashJoin","simpleString":"BroadcastHashJoin [user_id#37], [user_id#26], Inner, BuildRight, false","children":[{"nodeName":"Filter","simpleString":"Filter (isnotnull(user_id#37) AND isnotnull(course_id#38))","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#37,course_id#38] Batched: false, DataFilters: [isnotnull(user_id#37), isnotnull(course_id#38)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id), IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/fact_enrollments.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id), IsNotNull(course_id)]","DataFilters":"[isnotnull(user_id#37), isnotnull(course_id#38)]"},"metrics":[{"name":"number of output rows","accumulatorId":828,"metricType":"sum"},{"name":"number of files read","accumulatorId":829,"metricType":"sum"},{"name":"metadata time","accumulatorId":830,"metricType":"timing"},{"name":"size of files read","accumulatorId":831,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":827,"metricType":"sum"}]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 0","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=215]","children":[{"nodeName":"WholeStageCodegen (1)","simpleString":"WholeStageCodegen (1)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(user_id#26)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [user_id#26,name#27] Batched: false, DataFilters: [isnotnull(user_id#26)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_user.csv], PartitionFilters: [], PushedFilters: [IsNotNull(user_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_user.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(user_id)]","DataFilters":"[isnotnull(user_id#26)]"},"metrics":[{"name":"number of output rows","accumulatorId":47,"metricType":"sum"},{"name":"number of files read","accumulatorId":48,"metricType":"sum"},{"name":"metadata time","accumulatorId":49,"metricType":"timing"},{"name":"size of files read","accumulatorId":50,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":218,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":217,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":216,"metricType":"timing"},{"name":"time to build","accumulatorId":215,"metricType":"timing"},{"name":"time to collect","accumulatorId":214,"metricType":"timing"},{"name":"number of output rows","accumulatorId":213,"metricType":"sum"},{"name":"data size","accumulatorId":212,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":826,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 1","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, false] as bigint)),false), [plan_id=227]","children":[{"nodeName":"WholeStageCodegen (2)","simpleString":"WholeStageCodegen (2)","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#18)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#18,title#19] Batched: false, DataFilters: [isnotnull(course_id#18)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_course.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_course.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#18)]"},"metrics":[{"name":"number of output rows","accumulatorId":57,"metricType":"sum"},{"name":"number of files read","accumulatorId":58,"metricType":"sum"},{"name":"metadata time","accumulatorId":59,"metricType":"timing"},{"name":"size of files read","accumulatorId":60,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":225,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":224,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"time to broadcast","accumulatorId":223,"metricType":"timing"},{"name":"time to build","accumulatorId":222,"metricType":"timing"},{"name":"time to collect","accumulatorId":221,"metricType":"timing"},{"name":"number of output rows","accumulatorId":220,"metricType":"sum"},{"name":"data size","accumulatorId":219,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":825,"metricType":"sum"}]}],"metadata":{},"metrics":[]},{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"BroadcastQueryStage","simpleString":"BroadcastQueryStage 4","children":[{"nodeName":"BroadcastExchange","simpleString":"BroadcastExchange HashedRelationBroadcastMode(List(cast(input[0, int, true] as bigint)),false), [plan_id=394]","children":[{"nodeName":"WholeStageCodegen (5)","simpleString":"WholeStageCodegen (5)","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[course_id#9], functions=[count(1)])","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"AQEShuffleRead","simpleString":"AQEShuffleRead coalesced","children":[{"nodeName":"ShuffleQueryStage","simpleString":"ShuffleQueryStage 2","children":[{"nodeName":"Exchange","simpleString":"Exchange hashpartitioning(course_id#9, 200), ENSURE_REQUIREMENTS, [plan_id=240]","children":[{"nodeName":"WholeStageCodegen (3)","simpleString":"WholeStageCodegen (3)","children":[{"nodeName":"HashAggregate","simpleString":"HashAggregate(keys=[course_id#9], functions=[partial_count(1)])","children":[{"nodeName":"Filter","simpleString":"Filter isnotnull(course_id#9)","children":[{"nodeName":"InputAdapter","simpleString":"InputAdapter","children":[{"nodeName":"Scan csv ","simpleString":"FileScan csv [course_id#9] Batched: false, DataFilters: [isnotnull(course_id#9)], Format: CSV, Location: InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_lesson.csv], PartitionFilters: [], PushedFilters: [IsNotNull(course_id)], ReadSchema: struct","children":[],"metadata":{"Location":"InMemoryFileIndex(1 paths)[s3a://apavlovets-bucket/core/dim_lesson.csv]","ReadSchema":"struct","Format":"CSV","Batched":"false","PartitionFilters":"[]","PushedFilters":"[IsNotNull(course_id)]","DataFilters":"[isnotnull(course_id#9)]"},"metrics":[{"name":"number of output rows","accumulatorId":101,"metricType":"sum"},{"name":"number of files read","accumulatorId":102,"metricType":"sum"},{"name":"metadata time","accumulatorId":103,"metricType":"timing"},{"name":"size of files read","accumulatorId":104,"metricType":"size"}]}],"metadata":{},"metrics":[]}],"metadata":{},"metrics":[{"name":"number of output rows","accumulatorId":266,"metricType":"sum"}]}],"metadata":{},"metrics":[{"name":"spill size","accumulatorId":262,"metricType":"size"},{"name":"time in aggregation build","accumulatorId":263,"metricType":"timing"},{"name":"peak memory","accumulatorId":261,"metricType":"size"},{"name":"number of output rows","accumulatorId":260,"metricType":"sum"},{"name":"number of sort fallback tasks","accumulatorId":265,"metricType":"sum"},{"name":"avg hash probes per key","accumulatorId":264,"metricType":"average"}]}],"metadata":{},"metrics":[{"name":"duration","accumulatorId":259,"metricType":"timing"}]}],"metadata":{},"metrics":[{"name":"shuffle records written","accumulatorId":257,"metricType":"sum"},{"name":"local merged chunks fetched","accumulatorId":251,"metricType":"sum"},{"name":"shuffle write 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