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"tasks": 18, "failed_attempts": 0, "stages": 3, "max_task_ms": 430, "peak_execution_bytes": 25231328 } }, { "group": "shuffle-2", "variant": "shuffle", "repeat": 2, "warmup": false, "wall_ms": 584.003, "result": { "rows": 240000, "weighted_sum": 384001, "partition_rows": [ 5524, 6969, 6105, 6914, 5428, 197242, 5333, 6485 ] }, "metrics": { "shuffle_write_bytes": 1435410, "shuffle_read_bytes": 1435410, "remote_read_bytes": 0, "memory_spill_bytes": 0, "disk_spill_bytes": 0, "shuffle_write_records": 241000, "tasks": 18, "failed_attempts": 0, "stages": 3, "max_task_ms": 382, "peak_execution_bytes": 25231328 } }, { "group": "broadcast-2", "variant": "broadcast", "repeat": 2, "warmup": false, "wall_ms": 384.823, "result": { "rows": 240000, "weighted_sum": 384001, "partition_rows": [ 30000, 30000, 30000, 30000, 30000, 30000, 30000, 30000 ] }, "metrics": { "shuffle_write_bytes": 0, "shuffle_read_bytes": 0, "remote_read_bytes": 0, "memory_spill_bytes": 0, "disk_spill_bytes": 0, "shuffle_write_records": 0, "tasks": 10, "failed_attempts": 0, "stages": 2, "max_task_ms": 86, "peak_execution_bytes": 1056576 } }, { "group": "salted-2", "variant": "salted", "repeat": 2, "warmup": false, "wall_ms": 616.034, "result": { "rows": 240000, "weighted_sum": 384001, "partition_rows": [ 30098, 78149, 53803, 5770, 6048, 30027, 6026, 30079 ] }, "metrics": { "shuffle_write_bytes": 2227229, "shuffle_read_bytes": 2227229, "remote_read_bytes": 0, "memory_spill_bytes": 0, "disk_spill_bytes": 0, "shuffle_write_records": 248000, "tasks": 32, "failed_attempts": 0, "stages": 3, "max_task_ms": 183, "peak_execution_bytes": 18939872 } } ], "plans": { "shuffle": "*(5) Project [k#3L, i#2L, weight#9L]\n+- *(5) SortMergeJoin [k#3L], [k#8L], Inner\n :- *(2) Sort [k#3L ASC NULLS FIRST], false, 0\n : +- Exchange hashpartitioning(k#3L, 8), ENSURE_REQUIREMENTS, [plan_id=593]\n : +- *(1) Project [id#0L AS i#2L, CASE WHEN ((id#0L % 10) < 8) THEN 0 ELSE ((id#0L % 999) + 1) END AS k#3L]\n : +- *(1) Filter CASE WHEN ((id#0L % 10) < 8) THEN true ELSE isnotnull(((id#0L % 999) + 1)) END\n : +- *(1) Range (0, 240000, step=1, splits=8)\n +- *(4) Sort [k#8L ASC NULLS FIRST], false, 0\n +- Exchange hashpartitioning(k#8L, 8), ENSURE_REQUIREMENTS, [plan_id=599]\n +- *(3) Project [id#6L AS k#8L, ((id#6L % 7) + 1) AS weight#9L]\n +- *(3) Range (0, 1000, step=1, splits=2)\n", "broadcast": "*(2) Project [k#3L, i#2L, weight#9L]\n+- *(2) BroadcastHashJoin [k#3L], [k#8L], Inner, BuildRight, false\n :- *(2) Project [id#0L AS i#2L, CASE WHEN ((id#0L % 10) < 8) THEN 0 ELSE ((id#0L % 999) + 1) END AS k#3L]\n : +- *(2) Filter CASE WHEN ((id#0L % 10) < 8) THEN true ELSE isnotnull(((id#0L % 999) + 1)) END\n : +- *(2) Range (0, 240000, step=1, splits=8)\n +- BroadcastExchange HashedRelationBroadcastMode(List(input[0, bigint, false]),false), [plan_id=652]\n +- *(1) Project [id#6L AS k#8L, ((id#6L % 7) + 1) AS weight#9L]\n +- *(1) Range (0, 1000, step=1, splits=2)\n", "salted": "*(6) Project [k#3L, salt#81, i#2L, weight#9L]\n+- *(6) SortMergeJoin [k#3L, salt#81], [k#8L, salt#87], Inner\n :- *(2) Sort [k#3L ASC NULLS FIRST, salt#81 ASC NULLS FIRST], false, 0\n : +- Exchange hashpartitioning(k#3L, salt#81, 8), ENSURE_REQUIREMENTS, [plan_id=709]\n : +- *(1) Project [id#0L AS i#2L, CASE WHEN ((id#0L % 10) < 8) THEN 0 ELSE ((id#0L % 999) + 1) END AS k#3L, cast((id#0L % 8) as int) AS salt#81]\n : +- *(1) Filter (CASE WHEN ((id#0L % 10) < 8) THEN true ELSE isnotnull(((id#0L % 999) + 1)) END AND isnotnull(cast((id#0L % 8) as int)))\n : +- *(1) Range (0, 240000, step=1, splits=8)\n +- *(5) Sort [k#8L ASC NULLS FIRST, salt#87 ASC NULLS FIRST], false, 0\n +- Exchange hashpartitioning(k#8L, salt#87, 8), ENSURE_REQUIREMENTS, [plan_id=717]\n +- CartesianProduct\n :- *(3) Project [id#6L AS k#8L, ((id#6L % 7) + 1) AS weight#9L]\n : +- *(3) Range (0, 1000, step=1, splits=2)\n +- *(4) Project [cast(id#85L as int) AS salt#87]\n +- *(4) Range (0, 8, step=1, splits=8)\n" }, "observations": { 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