út 8. 9. 2020 v 15:33 odesílatel aditya desai <admad...@gmail.com> napsal:
> Hi,
> We have an application where one of the APIs calling queries(attached) is
> spiking the CPU to 100% during load testing.
> However, queries are making use of indexes(Bitmap Index and Bitmap Heap
> scan though). When run separately on DB queries hardly take less than 200
> ms. Is CPU spiking due to Bitmap Heap Scan?
> These queries are being called thousands of times. Application team says
> they have handled connection pooling from the Application side. So there is
> no connection pooling here from DB side. Current db instance size is
> "db.m4.4xlarge"
> 64 GB RAM 16 vCPU".
> The Application dev team has primary keys and foreign keys on tables so
> they are unable to partition the tables as well due to limitations of
> postgres partitioning. Columns in WHERE clauses are not constant in all
> queries to decide partition keys.
>
>
if you have a lot of connection/disconnection per sec (more than ten or
twenty), then connection pooling can be a significant win.
One symptom of this issue can be high cpu.
Regards
Pavel
> 1. Does DB need more CPU considering this kind of load?
> 2. Can the query be tuned further? It is already using indexes(Bitmap
> though).
> 3. Will connection pooling resolve the CPU Spike issues?
>
> Also pasting Query and plans below.
>
> ----------------------exampleCount 1. Without
> internalexamplecode-----------------------
>
> lmp_examples=> explain analyze with exampleCount as ( select
> examplestatuscode from example j where 1=1 and j.countrycode = 'AD' and
> j.facilitycode in ('ABCD') and j.internalexamplecode in
> ('005','006','007','005') and ((j.examplestartdatetime between '2020-05-18
> 00:00:00' and '2020-08-19 00:00:00' ) or j.examplestartdatetime IS NULL )
> group by j.examplestatuscode)
> lmp_examples-> select js.examplestatuscode,COALESCE(count(*),0) stat_count
> from exampleCount jc right outer join examplestatus js on
> jc.examplestatuscode=js.examplestatuscode group by js.examplestatuscode ;
>
>
> QUERY PLAN
>
>
>
> ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
> HashAggregate (cost=79353.80..79353.89 rows=9 width=12) (actual
> time=88.847..88.850 rows=9 loops=1)
> Group Key: js.examplestatuscode
> CTE examplecount
> -> HashAggregate (cost=79352.42..79352.46 rows=4 width=4) (actual
> time=88.803..88.805 rows=5 loops=1)
> Group Key: j.examplestatuscode
> -> Bitmap Heap Scan on example j (cost=1547.81..79251.08
> rows=40538 width=4) (actual time=18.424..69.658 rows=62851 loops=1)
> Recheck Cond: ((((countrycode)::text = 'AD'::text) AND
> ((facilitycode)::text = 'ABCD'::text) AND ((internalexamplecode)::text =
> ANY ('{005,006,007,005}'::text[])) AND (examplestartdatetime >= '2020-05-18
> 00:00:00'::timestamp without time zone) AND (examplestartdatetime <=
> '2020-08-19 00:00:00'::timestamp without time zone)) OR
> (examplestartdatetime IS NULL))
> Filter: (((countrycode)::text = 'AD'::text) AND
> ((facilitycode)::text = 'ABCD'::text) AND ((internalexamplecode)::text =
> ANY ('{005,006,007,005}'::text[])))
> Rows Removed by Filter: 3
> Heap Blocks: exact=18307
> -> BitmapOr (cost=1547.81..1547.81 rows=40538 width=0)
> (actual time=15.707..15.707 rows=0 loops=1)
> -> Bitmap Index Scan on example_list9_idx
> (cost=0.00..1523.10 rows=40538 width=0) (actual time=15.702..15.702
> rows=62851 loops=1)
> Index Cond: (((countrycode)::text =
> 'AD'::text) AND ((facilitycode)::text = 'ABCD'::text) AND
> ((internalexamplecode)::text = ANY ('{005,006,007,005}'::text[])) AND
> (examplestartdatetime >= '2020-05-18 00:00:00'::timestamp without time
> zone) AND (examplestartdatetime <= '2020-08-19 00:00:00'::timestamp without
> time zone))
> -> Bitmap Index Scan on example_list10_idx
> (cost=0.00..4.44 rows=1 width=0) (actual time=0.004..0.004 rows=3 loops=1)
> Index Cond: (examplestartdatetime IS NULL)
> -> Hash Left Join (cost=0.13..1.29 rows=9 width=4) (actual
> time=88.831..88.840 rows=9 loops=1)
> Hash Cond: ((js.examplestatuscode)::text =
> (jc.examplestatuscode)::text)
> -> Seq Scan on examplestatus js (cost=0.00..1.09 rows=9
> width=4) (actual time=0.004..0.007 rows=9 loops=1)
> -> Hash (cost=0.08..0.08 rows=4 width=16) (actual
> time=88.817..88.817 rows=5 loops=1)
> Buckets: 1024 Batches: 1 Memory Usage: 9kB
> -> CTE Scan on examplecount jc (cost=0.00..0.08 rows=4
> width=16) (actual time=88.807..88.812 rows=5 loops=1)
> Planning Time: 0.979 ms
> Execution Time: 89.036 ms
> (23 rows)
>
>
> ----------------exampleCount 2. With
> internalexamplecode---------------------------------
>
>
> lmp_examples=> explain analyze with exampleCount as ( select
> examplestatuscode,count(1) stat_count from example j where 1=1 and
> j.countrycode = 'AD' and j.facilitycode in ('ABCD') and
> j.internalexamplecode in ('005','006','007','005') and
> ((j.examplestartdatetime between '2020-05-18 00:00:00' and '2020-08-19
> 00:00:00' ) or j.examplestartdatetime IS NULL ) group by
> j.examplestatuscode)
> lmp_examples-> select js.examplestatuscode,COALESCE(stat_count,0)
> stat_count from exampleCount jc right outer join examplestatus js on
> jc.examplestatuscode=js.examplestatuscode;
>
>
> QUERY PLAN
>
>
>
> ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
> Hash Left Join (cost=79453.94..79455.10 rows=9 width=12) (actual
> time=89.660..89.669 rows=9 loops=1)
> Hash Cond: ((js.examplestatuscode)::text = (jc.examplestatuscode)::text)
> CTE examplecount
> -> HashAggregate (cost=79453.77..79453.81 rows=4 width=12) (actual
> time=89.638..89.640 rows=5 loops=1)
> Group Key: j.examplestatuscode
> -> Bitmap Heap Scan on example j (cost=1547.81..79251.08
> rows=40538 width=4) (actual time=18.193..69.710 rows=62851 loops=1)
> Recheck Cond: ((((countrycode)::text = 'AD'::text) AND
> ((facilitycode)::text = 'ABCD'::text) AND ((internalexamplecode)::text =
> ANY ('{005,006,007,005}'::text[])) AND (examplestartdatetime >= '2020-05-18
> 00:00:00'::timestamp without time zone) AND (examplestartdatetime <=
> '2020-08-19 00:00:00'::timestamp without time zone)) OR
> (examplestartdatetime IS NULL))
> Filter: (((countrycode)::text = 'AD'::text) AND
> ((facilitycode)::text = 'ABCD'::text) AND ((internalexamplecode)::text =
> ANY ('{005,006,007,005}'::text[])))
> Rows Removed by Filter: 3
> Heap Blocks: exact=18307
> -> BitmapOr (cost=1547.81..1547.81 rows=40538 width=0)
> (actual time=15.483..15.483 rows=0 loops=1)
> -> Bitmap Index Scan on example_list9_idx
> (cost=0.00..1523.10 rows=40538 width=0) (actual time=15.477..15.478
> rows=62851 loops=1)
> Index Cond: (((countrycode)::text =
> 'AD'::text) AND ((facilitycode)::text = 'ABCD'::text) AND
> ((internalexamplecode)::text = ANY ('{005,006,007,005}'::text[])) AND
> (examplestartdatetime >= '2020-05-18 00:00:00'::timestamp without time
> zone) AND (examplestartdatetime <= '2020-08-19 00:00:00'::timestamp without
> time zone))
> -> Bitmap Index Scan on example_list10_idx
> (cost=0.00..4.44 rows=1 width=0) (actual time=0.004..0.004 rows=3 loops=1)
> Index Cond: (examplestartdatetime IS NULL)
> -> Seq Scan on examplestatus js (cost=0.00..1.09 rows=9 width=4)
> (actual time=0.003..0.005 rows=9 loops=1)
> -> Hash (cost=0.08..0.08 rows=4 width=24) (actual time=89.650..89.651
> rows=5 loops=1)
> Buckets: 1024 Batches: 1 Memory Usage: 9kB
> -> CTE Scan on examplecount jc (cost=0.00..0.08 rows=4
> width=24) (actual time=89.641..89.647 rows=5 loops=1)
> Planning Time: 0.470 ms
> Execution Time: 89.737 ms
>
> ------------------------exampleSelect-----------------------------------
>
>
> lmp_examples=> explain analyze select j.id from example j where 1=1 and
> j.countrycode = 'AD' and j.facilitycode in ('ABCD') and
> j.examplestatuscode in ('101') and j.internalexamplecode in
> ('005','006','007','005') and ((j.examplestartdatetime between '2020-05-18
> 00:00:00' and '2020-08-19 00:00:00') or j.examplestartdatetime IS NULL)
> ORDER BY createddate DESC limit 10;
>
> QUERY PLAN
>
>
> ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
> Limit (cost=71286.65..71286.68 rows=10 width=12) (actual
> time=47.351..47.359 rows=10 loops=1)
> -> Sort (cost=71286.65..71335.31 rows=19462 width=12) (actual
> time=47.349..47.352 rows=10 loops=1)
> Sort Key: createddate DESC
> Sort Method: top-N heapsort Memory: 25kB
> -> Bitmap Heap Scan on example j (cost=1176.77..70866.09
> rows=19462 width=12) (actual time=15.133..46.555 rows=2530 loops=1)
> Recheck Cond: (((countrycode)::text = 'AD'::text) AND
> ((facilitycode)::text = 'ABCD'::text) AND ((examplestatuscode)::text =
> '101'::text) AND ((internalexamplecode)::text = ANY
> ('{005,006,007,005}'::text[])))
> Filter: (((examplestartdatetime >= '2020-05-18
> 00:00:00'::timestamp without time zone) AND (examplestartdatetime <=
> '2020-08-19 00:00:00'::timestamp without time zone)) OR
> (examplestartdatetime IS NULL))
> Rows Removed by Filter: 38724
> Heap Blocks: exact=20923
> -> Bitmap Index Scan on example_list1_idx
> (cost=0.00..1171.90 rows=33211 width=0) (actual time=9.938..9.939
> rows=41254 loops=1)
> Index Cond: (((countrycode)::text = 'AD'::text) AND
> ((facilitycode)::text = 'ABCD'::text) AND ((examplestatuscode)::text =
> '101'::text) AND ((internalexamplecode)::text = ANY
> ('{005,006,007,005}'::text[])))
> Planning Time: 0.398 ms
> Execution Time: 47.416 ms
>
> Regards,
> Aditya.
>
