DATA DIR is s3a://spark-k8s-data/TPCDS-TEST-1T Only WARN Creating temporary table catalog_sales using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/catalog_sales. Creating temporary table catalog_returns using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/catalog_returns. Creating temporary table inventory using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/inventory. Creating temporary table store_sales using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/store_sales. Creating temporary table store_returns using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/store_returns. Creating temporary table web_sales using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/web_sales. Creating temporary table web_returns using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/web_returns. Creating temporary table call_center using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/call_center. Creating temporary table catalog_page using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/catalog_page. Creating temporary table customer using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/customer. Creating temporary table customer_address using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/customer_address. Creating temporary table customer_demographics using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/customer_demographics. Creating temporary table date_dim using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/date_dim. Creating temporary table household_demographics using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/household_demographics. Creating temporary table income_band using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/income_band. Creating temporary table item using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/item. Creating temporary table promotion using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/promotion. Creating temporary table reason using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/reason. Creating temporary table ship_mode using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/ship_mode. Creating temporary table store using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/store. Creating temporary table time_dim using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/time_dim. Creating temporary table warehouse using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/warehouse. Creating temporary table web_page using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/web_page. Creating temporary table web_site using data stored in s3a://spark-k8s-data/TPCDS-TEST-1T/web_site. Running only queries: q70-v2.4,q82-v2.4,q64-v2.4 Couldn't read table cross_sales and its not defined as a Benchmark.Table. Table store_sales exists. Table date_dim exists. Table store exists. Table item exists. Table inventory exists. Running execution q64-v2.4 iteration: 1, StandardRun=true Execution time: 944.893673598s Running execution q70-v2.4 iteration: 1, StandardRun=true Execution time: 93.557184901s Running execution q82-v2.4 iteration: 1, StandardRun=true Execution time: 97.949179908s Running execution q64-v2.4 iteration: 2, StandardRun=true Execution time: 899.0672243360001s Running execution q70-v2.4 iteration: 2, StandardRun=true Execution time: 90.308463656s Running execution q82-v2.4 iteration: 2, StandardRun=true Execution time: 96.557169887s Running execution q64-v2.4 iteration: 3, StandardRun=true Execution time: 911.089057906s Running execution q70-v2.4 iteration: 3, StandardRun=true Execution time: 86.712594759s Running execution q82-v2.4 iteration: 3, StandardRun=true Execution time: 95.976090526s Running execution q64-v2.4 iteration: 4, StandardRun=true Execution time: 900.450984198s Running execution q70-v2.4 iteration: 4, StandardRun=true Execution time: 87.04411012199999s Running execution q82-v2.4 iteration: 4, StandardRun=true Execution time: 96.358013764s Running execution q64-v2.4 iteration: 5, StandardRun=true Execution time: 909.6475707679999s Running execution q70-v2.4 iteration: 5, StandardRun=true Execution time: 84.84614722699999s Running execution q82-v2.4 iteration: 5, StandardRun=true Execution time: 96.766566581s Running execution q64-v2.4 iteration: 6, StandardRun=true Execution time: 916.769203416s Running execution q70-v2.4 iteration: 6, StandardRun=true Execution time: 87.20649554s Running execution q82-v2.4 iteration: 6, StandardRun=true Execution time: 95.844374262s Running execution q64-v2.4 iteration: 7, StandardRun=true Execution time: 917.479981239s Running execution q70-v2.4 iteration: 7, StandardRun=true Execution time: 88.87801054s Running execution q82-v2.4 iteration: 7, StandardRun=true Execution time: 93.229917176s Running execution q64-v2.4 iteration: 8, StandardRun=true Execution time: 914.4883199379999s Running execution q70-v2.4 iteration: 8, StandardRun=true Execution time: 90.747958825s Running execution q82-v2.4 iteration: 8, StandardRun=true Execution time: 99.081389507s Running execution q64-v2.4 iteration: 9, StandardRun=true Execution time: 932.765450663s Running execution q70-v2.4 iteration: 9, StandardRun=true Execution time: 88.744408963s Running execution q82-v2.4 iteration: 9, StandardRun=true Execution time: 98.76750766800001s Running execution q64-v2.4 iteration: 10, StandardRun=true Execution time: 929.4679505339999s Running execution q70-v2.4 iteration: 10, StandardRun=true Execution time: 89.265607072s Running execution q82-v2.4 iteration: 10, StandardRun=true Execution time: 98.759075431s Results written to table: 'sqlPerformance' at s3a://spark-k8s-data/BENCHMARK-RESULT/timestamp=1578509059861 Reading result at s3a://spark-k8s-data/BENCHMARK-RESULT/timestamp=1578509059861 +--------------------+---------+--------------------+------+-------------+ | configuration|iteration| results| tags| timestamp| +--------------------+---------+--------------------+------+-------------+ |[20, [application...| 1|[[0.011893, [], 9...|[true]|1578509059861| |[20, [application...| 2|[[0.001241, [], 8...|[true]|1578509059861| |[20, [application...| 3|[[0.001376, [], 9...|[true]|1578509059861| |[20, [application...| 4|[[0.001617, [], 9...|[true]|1578509059861| |[20, [application...| 5|[[0.00137, [], 90...|[true]|1578509059861| |[20, [application...| 6|[[0.001441, [], 9...|[true]|1578509059861| |[20, [application...| 7|[[0.001421, [], 9...|[true]|1578509059861| |[20, [application...| 8|[[0.001442, [], 9...|[true]|1578509059861| |[20, [application...| 9|[[0.001448, [], 9...|[true]|1578509059861| |[20, [application...| 10|[[0.001507, [], 9...|[true]|1578509059861| +--------------------+---------+--------------------+------+-------------+ +---------+---------+-----------------+ |iteration|queryName| executionSeconds| +---------+---------+-----------------+ | 1| q64-v2.4| 944.893673598| | 1| q70-v2.4| 93.557184901| | 1| q82-v2.4| 97.949179908| | 2| q64-v2.4|899.0672243360001| | 2| q70-v2.4| 90.308463656| | 2| q82-v2.4| 96.557169887| | 3| q64-v2.4| 911.089057906| | 3| q70-v2.4| 86.712594759| | 3| q82-v2.4| 95.976090526| | 4| q64-v2.4| 900.450984198| | 4| q70-v2.4|87.04411012199999| | 4| q82-v2.4| 96.358013764| | 5| q64-v2.4|909.6475707679999| | 5| q70-v2.4|84.84614722699999| | 5| q82-v2.4| 96.766566581| | 6| q64-v2.4| 916.769203416| | 6| q70-v2.4| 87.20649554| | 6| q82-v2.4| 95.844374262| | 7| q64-v2.4| 917.479981239| | 7| q70-v2.4| 88.87801054| +---------+---------+-----------------+ only showing top 20 rows Final results at s3a://spark-k8s-data/BENCHMARK-RESULT/timestamp=1578509059861 +---------+--------------------+-----------------+-----------------+ |queryName|medianRuntimeSeconds|minRuntimeSeconds|maxRuntimeSeconds| +---------+--------------------+-----------------+-----------------+ | q64-v2.4| 915.0| 899| 944| | q70-v2.4| 88.0| 84| 93| | q82-v2.4| 96.0| 93| 99| +---------+--------------------+-----------------+-----------------+ Scheduling mode = FIFO Spark Context default degree of parallelism = 20 Aggregated Spark stage metrics: numStages => 461 sum(numTasks) => 86860 elapsedTime => 11179917 (3.1 h) sum(stageDuration) => 30013674 (8.3 h) sum(executorRunTime) => 215178276 (59.8 h) sum(executorCpuTime) => 174322200 (48.4 h) sum(executorDeserializeTime) => 402932 (6.7 min) sum(executorDeserializeCpuTime) => 293902 (4.9 min) sum(resultSerializationTime) => 4371 (4 s) sum(jvmGCTime) => 4777682 (1.3 h) sum(shuffleFetchWaitTime) => 2858238 (48 min) sum(shuffleWriteTime) => 10641603 (3.0 h) max(resultSize) => 12785825 (12.0 MB) sum(numUpdatedBlockStatuses) => 0 sum(diskBytesSpilled) => 0 (0 Bytes) sum(memoryBytesSpilled) => 0 (0 Bytes) max(peakExecutionMemory) => 429496729600 sum(recordsRead) => 127932123167 sum(bytesRead) => 895577095967 (834.0 GB) sum(recordsWritten) => 13 sum(bytesWritten) => 1913133 (1868.0 KB) sum(shuffleTotalBytesRead) => 1927539405616 (1795.0 GB) sum(shuffleTotalBlocksFetched) => 9077546 sum(shuffleLocalBlocksFetched) => 1161946 sum(shuffleRemoteBlocksFetched) => 7915600 sum(shuffleBytesWritten) => 1903885565984 (1773.0 GB) sum(shuffleRecordsWritten) => 64737946302