== Parsed Logical Plan == WriteToDataSourceV2 org.apache.spark.sql.execution.streaming.sources.MicroBatchWrite@8118c7 +- Sort [total_bytes#858 DESC NULLS LAST], true +- Aggregate [window#859-T3000ms, hostname#140], [window#859-T3000ms AS window#847-T3000ms, hostname#140, sum(cast(bytes#175 as double)) AS total_bytes#858] +- Filter ((timestamp#1-T3000ms >= window#859-T3000ms.start) AND (timestamp#1-T3000ms < window#859-T3000ms.end)) +- Expand [ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(0 as bigint)) - cast(2 as bigint)) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion((((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(0 as bigint)) - cast(2 as bigint)) * 30000000) + 0) + 60000000), LongType, TimestampType)), logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, bytes#175), ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(1 as bigint)) - cast(2 as bigint)) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion((((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(1 as bigint)) - cast(2 as bigint)) * 30000000) + 0) + 60000000), LongType, TimestampType)), logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, bytes#175)], [window#859-T3000ms, logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, bytes#175] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, split(logs#5, ,, -1)[6] AS bytes#175] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, split(logs#5, ,, -1)[5] AS responsecode#166] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, split(logs#5, ,, -1)[4] AS url#158] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, split(logs#5, ,, -1)[3] AS method#151] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, split(logs#5, ,, -1)[2] AS time#145] +- Project [logs#5, timestamp#1-T3000ms, idx#136, split(logs#5, ,, -1)[1] AS hostname#140] +- Project [logs#5, timestamp#1-T3000ms, split(logs#5, ,, -1)[0] AS idx#136] +- EventTimeWatermark timestamp#1: timestamp, 3 seconds +- Project [logs#5, timestamp#1] +- Generate explode(split(value#0, , -1)), false, [logs#5] +- StreamingDataSourceV2Relation [value#0, timestamp#1], org.apache.spark.sql.execution.streaming.sources.TextSocketTable$$anon$1@6b3ca49a, TextSocketV2[host: stream-emulator.data-science-tools.svc.cluster.local, port: 5551], 108, 123 == Analyzed Logical Plan == WriteToDataSourceV2 org.apache.spark.sql.execution.streaming.sources.MicroBatchWrite@8118c7 +- Sort [total_bytes#858 DESC NULLS LAST], true +- Aggregate [window#859-T3000ms, hostname#140], [window#859-T3000ms AS window#847-T3000ms, hostname#140, sum(cast(bytes#175 as double)) AS total_bytes#858] +- Filter ((timestamp#1-T3000ms >= window#859-T3000ms.start) AND (timestamp#1-T3000ms < window#859-T3000ms.end)) +- Expand [ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(0 as bigint)) - cast(2 as bigint)) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion((((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(0 as bigint)) - cast(2 as bigint)) * 30000000) + 0) + 60000000), LongType, TimestampType)), logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, bytes#175), ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(1 as bigint)) - cast(2 as bigint)) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion((((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) + cast(1 as bigint)) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / cast(30000000 as double))) END + cast(1 as bigint)) - cast(2 as bigint)) * 30000000) + 0) + 60000000), LongType, TimestampType)), logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, bytes#175)], [window#859-T3000ms, logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, bytes#175] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, responsecode#166, split(logs#5, ,, -1)[6] AS bytes#175] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, url#158, split(logs#5, ,, -1)[5] AS responsecode#166] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, method#151, split(logs#5, ,, -1)[4] AS url#158] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, time#145, split(logs#5, ,, -1)[3] AS method#151] +- Project [logs#5, timestamp#1-T3000ms, idx#136, hostname#140, split(logs#5, ,, -1)[2] AS time#145] +- Project [logs#5, timestamp#1-T3000ms, idx#136, split(logs#5, ,, -1)[1] AS hostname#140] +- Project [logs#5, timestamp#1-T3000ms, split(logs#5, ,, -1)[0] AS idx#136] +- EventTimeWatermark timestamp#1: timestamp, 3 seconds +- Project [logs#5, timestamp#1] +- Generate explode(split(value#0, , -1)), false, [logs#5] +- StreamingDataSourceV2Relation [value#0, timestamp#1], org.apache.spark.sql.execution.streaming.sources.TextSocketTable$$anon$1@6b3ca49a, TextSocketV2[host: stream-emulator.data-science-tools.svc.cluster.local, port: 5551], 108, 123 == Optimized Logical Plan == WriteToDataSourceV2 org.apache.spark.sql.execution.streaming.sources.MicroBatchWrite@8118c7 +- Sort [total_bytes#858 DESC NULLS LAST], true +- Aggregate [window#859-T3000ms, hostname#140], [window#859-T3000ms AS window#847-T3000ms, hostname#140, sum(cast(bytes#175 as double)) AS total_bytes#858] +- Project [window#859-T3000ms, hostname#140, bytes#175] +- Filter (((isnotnull(timestamp#1-T3000ms) AND isnotnull(window#859-T3000ms)) AND (timestamp#1-T3000ms >= window#859-T3000ms.start)) AND (timestamp#1-T3000ms < window#859-T3000ms.end)) +- Expand [ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 0) - 2) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 0) - 2) * 30000000) + 60000000), LongType, TimestampType)), timestamp#1-T3000ms, hostname#140, bytes#175), ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 1) - 2) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 1) - 2) * 30000000) + 60000000), LongType, TimestampType)), timestamp#1-T3000ms, hostname#140, bytes#175)], [window#859-T3000ms, timestamp#1-T3000ms, hostname#140, bytes#175] +- Project [timestamp#1-T3000ms, split(logs#5, ,, -1)[1] AS hostname#140, split(logs#5, ,, -1)[6] AS bytes#175] +- EventTimeWatermark timestamp#1: timestamp, 3 seconds +- Project [logs#5, timestamp#1] +- Generate explode(split(value#0, , -1)), [0], false, [logs#5] +- StreamingDataSourceV2Relation [value#0, timestamp#1], org.apache.spark.sql.execution.streaming.sources.TextSocketTable$$anon$1@6b3ca49a, TextSocketV2[host: stream-emulator.data-science-tools.svc.cluster.local, port: 5551], 108, 123 == Physical Plan == WriteToDataSourceV2 org.apache.spark.sql.execution.streaming.sources.MicroBatchWrite@8118c7 +- *(7) Sort [total_bytes#858 DESC NULLS LAST], true, 0 +- Exchange rangepartitioning(total_bytes#858 DESC NULLS LAST, 200), true, [id=#1878] +- *(6) HashAggregate(keys=[window#859-T3000ms, hostname#140], functions=[sum(cast(bytes#175 as double))], output=[window#847-T3000ms, hostname#140, total_bytes#858]) +- StateStoreSave [window#859-T3000ms, hostname#140], state info [ checkpoint = file:/tmp/temporary-fcb72abb-9143-4d38-a65d-25baf17e34c7/state, runId = 49431645-20e3-4737-9dcc-8f334da22f1d, opId = 0, ver = 8, numPartitions = 200], Complete, 1733343645147, 2 +- *(5) HashAggregate(keys=[window#859-T3000ms, hostname#140], functions=[merge_sum(cast(bytes#175 as double))], output=[window#859-T3000ms, hostname#140, sum#869]) +- StateStoreRestore [window#859-T3000ms, hostname#140], state info [ checkpoint = file:/tmp/temporary-fcb72abb-9143-4d38-a65d-25baf17e34c7/state, runId = 49431645-20e3-4737-9dcc-8f334da22f1d, opId = 0, ver = 8, numPartitions = 200], 2 +- *(4) HashAggregate(keys=[window#859-T3000ms, hostname#140], functions=[merge_sum(cast(bytes#175 as double))], output=[window#859-T3000ms, hostname#140, sum#869]) +- Exchange hashpartitioning(window#859-T3000ms, hostname#140, 200), true, [id=#1866] +- *(3) HashAggregate(keys=[window#859-T3000ms, hostname#140], functions=[partial_sum(cast(bytes#175 as double))], output=[window#859-T3000ms, hostname#140, sum#869]) +- *(3) Project [window#859-T3000ms, hostname#140, bytes#175] +- *(3) Filter (((isnotnull(timestamp#1-T3000ms) AND isnotnull(window#859-T3000ms)) AND (timestamp#1-T3000ms >= window#859-T3000ms.start)) AND (timestamp#1-T3000ms < window#859-T3000ms.end)) +- *(3) Expand [ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 0) - 2) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 0) - 2) * 30000000) + 60000000), LongType, TimestampType)), timestamp#1-T3000ms, hostname#140, bytes#175), ArrayBuffer(named_struct(start, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 1) - 2) * 30000000) + 0), LongType, TimestampType), end, precisetimestampconversion(((((CASE WHEN (cast(CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) as double) = (cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) THEN (CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) + 1) ELSE CEIL((cast((precisetimestampconversion(timestamp#1-T3000ms, TimestampType, LongType) - 0) as double) / 3.0E7)) END + 1) - 2) * 30000000) + 60000000), LongType, TimestampType)), timestamp#1-T3000ms, hostname#140, bytes#175)], [window#859-T3000ms, timestamp#1-T3000ms, hostname#140, bytes#175] +- *(3) Project [timestamp#1-T3000ms, split(logs#5, ,, -1)[1] AS hostname#140, split(logs#5, ,, -1)[6] AS bytes#175] +- EventTimeWatermark timestamp#1: timestamp, 3 seconds +- *(2) Project [logs#5, timestamp#1] +- Generate explode(split(value#0, , -1)), [timestamp#1], false, [logs#5] +- *(1) Project [value#0, timestamp#1] +- MicroBatchScan[value#0, timestamp#1] class org.apache.spark.sql.execution.streaming.sources.TextSocketTable$$anon$1