DATA DIR is s3://spark-k8s-data/TPCDS-TEST-100G Only WARN Creating temporary table catalog_sales using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/catalog_sales. Creating temporary table catalog_returns using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/catalog_returns. Creating temporary table inventory using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/inventory. Creating temporary table store_sales using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/store_sales. Creating temporary table store_returns using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/store_returns. Creating temporary table web_sales using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/web_sales. Creating temporary table web_returns using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/web_returns. Creating temporary table call_center using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/call_center. Creating temporary table catalog_page using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/catalog_page. Creating temporary table customer using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/customer. Creating temporary table customer_address using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/customer_address. Creating temporary table customer_demographics using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/customer_demographics. Creating temporary table date_dim using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/date_dim. Creating temporary table household_demographics using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/household_demographics. Creating temporary table income_band using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/income_band. Creating temporary table item using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/item. Creating temporary table promotion using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/promotion. Creating temporary table reason using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/reason. Creating temporary table ship_mode using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/ship_mode. Creating temporary table store using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/store. Creating temporary table time_dim using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/time_dim. Creating temporary table warehouse using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/warehouse. Creating temporary table web_page using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/web_page. Creating temporary table web_site using data stored in s3://spark-k8s-data/TPCDS-TEST-100G/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: 134.41738427099997s Running execution q70-v2.4 iteration: 1, StandardRun=true Execution time: 15.801184744s Running execution q82-v2.4 iteration: 1, StandardRun=true Execution time: 15.857692641s Running execution q64-v2.4 iteration: 2, StandardRun=true Execution time: 104.518805335s Running execution q70-v2.4 iteration: 2, StandardRun=true Execution time: 12.864225506s Running execution q82-v2.4 iteration: 2, StandardRun=true Execution time: 14.07616496s Running execution q64-v2.4 iteration: 3, StandardRun=true Execution time: 101.607339904s Running execution q70-v2.4 iteration: 3, StandardRun=true Execution time: 12.382473209s Running execution q82-v2.4 iteration: 3, StandardRun=true Execution time: 13.958785792s Running execution q64-v2.4 iteration: 4, StandardRun=true Execution time: 99.358603668s Running execution q70-v2.4 iteration: 4, StandardRun=true Execution time: 12.359787200000001s Running execution q82-v2.4 iteration: 4, StandardRun=true Execution time: 14.594002989s Running execution q64-v2.4 iteration: 5, StandardRun=true Execution time: 100.376672765s Running execution q70-v2.4 iteration: 5, StandardRun=true Execution time: 12.252913655s Running execution q82-v2.4 iteration: 5, StandardRun=true Execution time: 13.60602319s Running execution q64-v2.4 iteration: 6, StandardRun=true Execution time: 100.563731588s Running execution q70-v2.4 iteration: 6, StandardRun=true Execution time: 12.333611246s Running execution q82-v2.4 iteration: 6, StandardRun=true Execution time: 14.269983793s Running execution q64-v2.4 iteration: 7, StandardRun=true Execution time: 98.680044524s Running execution q70-v2.4 iteration: 7, StandardRun=true Execution time: 11.949326884s Running execution q82-v2.4 iteration: 7, StandardRun=true Execution time: 13.647800997000001s Running execution q64-v2.4 iteration: 8, StandardRun=true Execution time: 98.42694894499999s Running execution q70-v2.4 iteration: 8, StandardRun=true Execution time: 11.606459880000001s Running execution q82-v2.4 iteration: 8, StandardRun=true Execution time: 14.25179275s Running execution q64-v2.4 iteration: 9, StandardRun=true Execution time: 98.887863393s Running execution q70-v2.4 iteration: 9, StandardRun=true Execution time: 11.559535511s Running execution q82-v2.4 iteration: 9, StandardRun=true Execution time: 13.567386088s Running execution q64-v2.4 iteration: 10, StandardRun=true Execution time: 97.661056675s Running execution q70-v2.4 iteration: 10, StandardRun=true Execution time: 11.974366704s Running execution q82-v2.4 iteration: 10, StandardRun=true Execution time: 14.18169322s Results written to table: 'sqlPerformance' at s3://spark-k8s-data/BENCHMARK-RESULT/timestamp=1578353545596 Reading result at s3://spark-k8s-data/BENCHMARK-RESULT/timestamp=1578353545596 +--------------------+---------+--------------------+------+-------------+ | configuration|iteration| results| tags| timestamp| +--------------------+---------+--------------------+------+-------------+ |[20, [application...| 1|[[0.016848, [], 1...|[true]|1578353545596| |[20, [application...| 2|[[0.001438, [], 1...|[true]|1578353545596| |[20, [application...| 3|[[0.001587, [], 1...|[true]|1578353545596| |[20, [application...| 4|[[0.00143, [], 99...|[true]|1578353545596| |[20, [application...| 5|[[0.001284, [], 1...|[true]|1578353545596| |[20, [application...| 6|[[0.001313, [], 1...|[true]|1578353545596| |[20, [application...| 7|[[0.001605, [], 9...|[true]|1578353545596| |[20, [application...| 8|[[0.001506, [], 9...|[true]|1578353545596| |[20, [application...| 9|[[0.00143, [], 98...|[true]|1578353545596| |[20, [application...| 10|[[0.001598, [], 9...|[true]|1578353545596| +--------------------+---------+--------------------+------+-------------+ +---------+---------+------------------+ |iteration|queryName| executionSeconds| +---------+---------+------------------+ | 1| q64-v2.4|134.41738427099997| | 1| q70-v2.4| 15.801184744| | 1| q82-v2.4| 15.857692641| | 2| q64-v2.4| 104.518805335| | 2| q70-v2.4| 12.864225506| | 2| q82-v2.4| 14.07616496| | 3| q64-v2.4| 101.607339904| | 3| q70-v2.4| 12.382473209| | 3| q82-v2.4| 13.958785792| | 4| q64-v2.4| 99.358603668| | 4| q70-v2.4|12.359787200000001| | 4| q82-v2.4| 14.594002989| | 5| q64-v2.4| 100.376672765| | 5| q70-v2.4| 12.252913655| | 5| q82-v2.4| 13.60602319| | 6| q64-v2.4| 100.563731588| | 6| q70-v2.4| 12.333611246| | 6| q82-v2.4| 14.269983793| | 7| q64-v2.4| 98.680044524| | 7| q70-v2.4| 11.949326884| +---------+---------+------------------+ only showing top 20 rows Final results at s3://spark-k8s-data/BENCHMARK-RESULT/timestamp=1578353545596 +---------+--------------------+-----------------+-----------------+ |queryName|medianRuntimeSeconds|minRuntimeSeconds|maxRuntimeSeconds| +---------+--------------------+-----------------+-----------------+ | q64-v2.4| 99.5| 97| 134| | q70-v2.4| 12.0| 11| 15| | q82-v2.4| 14.0| 13| 15| +---------+--------------------+-----------------+-----------------+ Scheduling mode = FIFO Spark Context default degree of parallelism = 20 Aggregated Spark stage metrics: numStages => 461 sum(numTasks) => 52370 elapsedTime => 1442643 (24 min) sum(stageDuration) => 4060181 (1.1 h) sum(executorRunTime) => 24135239 (6.7 h) sum(executorCpuTime) => 16979404 (4.7 h) sum(executorDeserializeTime) => 344135 (5.7 min) sum(executorDeserializeCpuTime) => 225721 (3.8 min) sum(resultSerializationTime) => 3816 (4 s) sum(jvmGCTime) => 724406 (12 min) sum(shuffleFetchWaitTime) => 35144 (35 s) sum(shuffleWriteTime) => 1393286 (23 min) max(resultSize) => 12785553 (12.0 MB) sum(numUpdatedBlockStatuses) => 0 sum(diskBytesSpilled) => 0 (0 Bytes) sum(memoryBytesSpilled) => 0 (0 Bytes) max(peakExecutionMemory) => 65327862400 sum(recordsRead) => 16405732587 sum(bytesRead) => 103109841888 (96.0 GB) sum(recordsWritten) => 13 sum(bytesWritten) => 1905077 (1860.0 KB) sum(shuffleTotalBytesRead) => 198886171353 (185.0 GB) sum(shuffleTotalBlocksFetched) => 5088112 sum(shuffleLocalBlocksFetched) => 599751 sum(shuffleRemoteBlocksFetched) => 4488361 sum(shuffleBytesWritten) => 194656638382 (181.0 GB) sum(shuffleRecordsWritten) => 6884638102