Postgresql – Speed up Postgres Query that has index but still slow

performancepostgresqlquery-performanceslow-log

Have roughly 50 million rows in a table called 'messages'. The problem is even with indexes particular queries run very slow. My background is more Mysql so I'm more of a newb on Postgres (9.5). Any suggestion or help to solve an issue with slow queries on this table would be greatly appreciated.

The table is structured as so:

mydatabase=# \d+ messages


 id              | integer                     | not null default nextval('messages_id_seq'::regclass) | plain    |              | 
 conversation_id | integer                     |                                                       | plain    |              | 
 user_id         | integer                     |                                                       | plain    |              | 
 content         | text                        |                                                       | extended |              | 
 attached_photos | text                        |                                                       | extended |              | 
 attached_video  | text                        |                                                       | extended |              | 
 status          | character varying(255)      |                                                       | extended |              | 
 created_at      | timestamp without time zone | not null                                              | plain    |              | 
 updated_at      | timestamp without time zone | not null                                              | plain    |              | 
 attached_audio  | text                        |                                                       | extended |              | 
 sticker_url     | character varying(255)      |                                                       | extended |              | 
 link_preview    | text                        |                                                       | extended |              | 
 flash_duration  | integer                     |                                                       | plain    |              | 
 seen_by_users   | text                        |                                                       | extended |              | 

Query that runs slow:

SELECT "messages"."conversation_id"
FROM "messages"
WHERE (conversation_id = ANY(VALUES (15934630),(15934629),(15388237),(15697209),(15603874),(14751993),(15890943),(15880199),(15879443),(15879306),(15876070),(15876042),(15875493),(15852879),(15854076),(15853094),(15853066),(15776120),(15822505),(15827053),(15825771),(15822703),(15815065),(15815064),(15814905),(15811289),(15810939),(15810612),(15805284),(15805228),(15805153),(15805134),(15805116),(15796019),(15778680),(15778072),(15777807),(12729195),(15776464),(15776346),(15742637),(15742453),(15742430),(15730704),(15730680),(15730657),(15730328),(15730269),(14329627),(15730067),(15696423),(15695231),(15694267),(15642766),(15642613),(15642185),(15639928),(15633679),(15639041),(15638589),(15637484),(15637159),(15637004),(15636666),(15636512),(15636105),(15635907),(15635904),(15635865),(15634535),(15634353),(15634051),(15633950),(15633729),(15633718),(15633717),(15633700),(15631640),(15631488),(15631381),(15626302),(15625106),(15624485),(15610936),(15607494),(15604215),(15584367),(15572160),(15570679),(15570676),(15570206),(12232522),(14667668),(13432845),(15483195),(15495098),(15495074),(15495021),(15493690),(14920768),(15493127),(15450633),(15489768),(15488477),(15369921),(15484085),(15484012),(15483592),(15483013),(15482860),(15480941),(14329487),(15480225),(15479749),(15479620),(15477145),(13125614),(15467384),(15466078),(15457849),(15457537),(15451960),(15451916),(15451514),(15451246),(15369933),(15415313),(15411874),(15409115),(15408841),(15408800),(15408759),(15407783),(15408436),(15408415),(15404173),(15403209),(15403005),(15400413),(15399503),(15397889),(15376730),(15359143),(15338970),(15338895),(15337117),(15337086),(15335616),(15334923),(15334919),(14378778),(15325036),(15324988),(15124191),(15128102),(15285947),(15285191),(15284414),(15273629),(15200349),(15259769),(15259551),(15258768),(15258713),(15258596),(15254160),(15253166),(15253050),(15252986),(15252967),(15252841),(15252812),(15251559),(15249675),(15240491),(15218039),(15216899),(15215945),(15200163),(15196650),(15181907),(15181842),(15179024),(15166390),(15128122),(15145083),(15128208),(15128013),(15067802),(15088189),(15088144),(15087957),(15085479),(15085366),(15084528),(15084405),(14954163),(15072062),(15059628),(15054129),(15048453),(15045099),(15044923),(15000883),(15000026),(14998606),(14997946),(14996351),(14996173),(14996027),(14991481),(14991227),(14984719),(14961598),(14958006),(14957439),(14926195),(14920672),(14955456),(14955116),(13125522),(14927203),(14926218),(14920835),(14920467),(14915928),(14915788),(14914655),(14913930),(14911082),(14910637),(14910605),(14899513),(14899428),(14833333),(14664544),(13503831),(14858618),(14842848),(14699540),(14836180),(14836022),(14835944),(14835701),(14835581),(14835443),(14544730),(14835196),(14835122),(14834435),(14834224),(14833501),(14826879),(14826763),(14824599),(14822811),(14822516),(14737945),(14703402),(14551870),(14732063),(14731876),(14392495),(14664755),(14664685),(14664180),(14664089),(13320381),(14586124),(14572448),(14547665),(13891755),(14549805),(14532398),(14544136),(14545391),(14545608),(14536433),(14383187),(14391606),(14502029),(14502023),(14501947),(14493390),(14493301),(14493133),(14493106),(14492417),(14491811),(14483838),(14478737),(14451326),(14422841),(14422735),(14382190),(14396364),(14385796),(14095371),(14340527),(14340348),(14340219),(14340112),(14339719),(14339637),(14339260),(14329885),(14338519),(14338422),(14337829),(14337815),(14330749),(14329975),(14329862),(14255005),(14290960),(14290061),(14289829),(14267843),(14260179),(14259717),(14259150),(14254891),(14254742),(14250150),(14246119),(14170540),(14169335),(14153092),(14127653),(14095396),(14095250),(14084943),(14084820),(14084632),(14002977),(13971264),(13924115),(13962418),(13946815),(13885515),(13938702),(13930166),(13924001),(12868949),(13857244),(13854344),(13851229),(13850583),(13850266),(13850242),(13848473),(13846377),(13846290),(13845519),(13844800),(13844515),(13841217),(13841116),(13818979),(13812047),(13745025),(13771881),(13730839),(13730753),(13755010),(13745357),(13616479),(11115494),(13771887),(13772141),(13767798),(13767481),(13766011),(12955679),(13764449),(13764193),(13763360),(13763129),(13762802),(13730658),(13754911),(13750076),(13747022),(13605081),(13731178),(13731053),(13730535),(13729175),(13679180),(13672842),(13619741),(13616778),(13596378),(13594848),(13573024),(13572587),(13503828),(13569622),(13566462),(13539530),(13538755),(13538744),(13538702),(13537867),(13463277),(13462487),(13462441),(13400950),(12150232),(15406219),(15405115),(15404609),(15404277),(15403952),(13400266),(13141154),(13395428),(13395348),(13394882),(13392328),(13059939),(13319958),(13319359),(13318057),(13316952),(13304692),(13302824),(13297772),(13296130),(12464767),(13243518),(13227681),(12729282),(13202620),(13169646),(13169606),(13168852),(13164923),(13164779),(13164490),(13161841),(13125504),(12949551),(12949307),(12948032),(12947962),(12947961),(12946338),(12916871),(12944652),(12941995),(12929827),(12928444),(12928163),(12927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AND "messages"."status" = $1;

Indexes on table:

messages   | index_messages_on_conversation_id             | conversation_id
messages   | index_messages_on_conversation_id_status      | status, conversation_id
messages   | index_messages_on_created_at                  | created_at
messages   | index_messages_on_seen_by_users               | seen_by_users
messages   | index_messages_on_user_id                     | user_id
messages   | index_messages_on_user_id_and_conversation_id | user_id, conversation_id
messages   | messages_pkey                                 | id

Output of running explain on slow query:

Nested Loop  (cost=12.09..1096.79 rows=1 width=4) (actual time=6562.604..6562.604 rows=0 loops=1)
   Buffers: shared hit=2377 read=697
   ->  HashAggregate  (cost=11.52..13.52 rows=200 width=4) (actual time=0.440..0.995 rows=768 loops=1)
         Group Key: "*VALUES*".column1
     ->  Values Scan on "*VALUES*"  (cost=0.00..9.60 rows=768 width=4) (actual time=0.004..0.177 rows=768 loops=1)
   ->  Index Only Scan using index_messages_on_conversation_id_status on messages  (cost=0.57..5.41 rows=1 width=4) (actual time=8.543..8.543 rows=0 loops=768)
         Index Cond: ((conversation_id = "*VALUES*".column1) AND (status = '1'::text))
         Heap Fetches: 0
         Buffers: shared hit=2377 read=697
 Planning time: 0.654 ms
 Execution time: 6562.663 ms

Index result.

 Schema | Name | Type | Owner | Table | Size | Description
--------+------------------------------------------+-------+‌​-------+----------+-‌​--------+-----------‌​--
 public | index_messages_on_conversation_id_status | index | jsh | messages | 6636 MB | 
(1 row)

Best Answer

Emulating your setup

I think your index is badly maintained. That's about all I can come up with. I tried and emulated everything with 50 M rows.

CREATE TABLE messages
AS
  SELECT
    x::int AS conversation_id,
    ((x::int%26)+97)::"char" AS status
  FROM generate_series(1,50e6) AS gs(x);

CREATE INDEX ON messages (conversation_id , status);

ANALYZE messages;

From there, the only modification I made was to change your placeholder to 'a'.. IE,

AND "messages"."status" = $1;

to this,

AND "messages"."status" = 'a';

You can see the query plan here, the very same.

    QUERY PLAN                                                                         
-----------------------------------------------------------------------------------------------------------------------------------------------------------
 Nested Loop  (cost=14.05..1734.48 rows=955000 width=4) (actual time=0.755..6.384 rows=31 loops=1)
   ->  HashAggregate  (cost=13.49..15.49 rows=200 width=4) (actual time=0.689..1.007 rows=899 loops=1)
         Group Key: "*VALUES*".column1
         ->  Values Scan on "*VALUES*"  (cost=0.00..11.24 rows=899 width=4) (actual time=0.002..0.282 rows=899 loops=1)
   ->  Index Only Scan using messages_conversation_id_status_idx on messages  (cost=0.56..8.58 rows=1 width=4) (actual time=0.006..0.006 rows=0 loops=899)
         Index Cond: ((conversation_id = "*VALUES*".column1) AND (status = 'a'::"char"))
         Heap Fetches: 31
 Planning time: 1.197 ms
 Execution time: 6.463 ms
(9 rows)

My assumption is that you either

  1. have lots of dead rows, or a badly maintained index.
  2. have a taxed out CPU, or taxed out ram.

For reference, my whole index is 1071 MB which fits into memory. If you can't fit it into memory you may be slightly slower but even if you have to page the index you can not account for that kind of slow down unless you have major IO bottlenecks -- it's only 1 GB.

Solution

Try VACUUM FULL messages.

Alternative plan

As I suggested in the comments too rewriting to an IN statement provides a slightly faster plan. If that saves you here, I think it's more luck though. I think you've got other problems.

    QUERY PLAN                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 Index Only Scan using messages_conversation_id_status_idx on messages  (cost=0.56..4170.53 rows=36 width=4) (actual time=0.252..4.503 rows=31 loops=1)
   Index Cond: ((conversation_id = ANY ('{15934630,15934629,15388237,15697209,15603874,14751993,15890943,15880199,15879443,15879306,15876070,15876042,15875493,15852879,15854076,15853094,15853066,15776120,15822505,15827053,15825771,15822703,15815065,15815064,15814905,15811289,15810939,15810612,15805284,15805228,15805153,15805134,15805116,15796019,15778680,15778072,15777807,12729195,15776464,15776346,15742637,15742453,15742430,15730704,15730680,15730657,15730328,15730269,14329627,15730067,15696423,15695231,15694267,15642766,15642613,15642185,15639928,15633679,15639041,15638589,15637484,15637159,15637004,15636666,15636512,15636105,15635907,15635904,15635865,15634535,15634353,15634051,15633950,15633729,15633718,15633717,15633700,15631640,15631488,15631381,15626302,15625106,15624485,15610936,15607494,15604215,15584367,15572160,15570679,15570676,15570206,12232522,14667668,13432845,15483195,15495098,15495074,15495021,15493690,14920768,15493127,15450633,15489768,15488477,15369921,15484085,15484012,15483592,15483013,15482860,15480941,14329487,15480225,15479749,15479620,15477145,13125614,15467384,15466078,15457849,15457537,15451960,15451916,15451514,15451246,15369933,15415313,15411874,15409115,15408841,15408800,15408759,15407783,15408436,15408415,15404173,15403209,15403005,15400413,15399503,15397889,15376730,15359143,15338970,15338895,15337117,15337086,15335616,15334923,15334919,14378778,15325036,15324988,15124191,15128102,15285947,15285191,15284414,15273629,15200349,15259769,15259551,15258768,15258713,15258596,15254160,15253166,15253050,15252986,15252967,15252841,15252812,15251559,15249675,15240491,15218039,15216899,15215945,15200163,15196650,15181907,15181842,15179024,15166390,15128122,15145083,15128208,15128013,15067802,15088189,15088144,15087957,15085479,15085366,15084528,15084405,14954163,15072062,15059628,15054129,15048453,15045099,15044923,15000883,15000026,14998606,14997946,14996351,14996173,14996027,14991481,14991227,14984719,14961598,14958006,14957439,14926195,14920672,14955456,14955116,13125522,14927203,14926218,14920835,14920467,14915928,14915788,14914655,14913930,14911082,14910637,14910605,14899513,14899428,14833333,14664544,13503831,14858618,14842848,14699540,14836180,14836022,14835944,14835701,14835581,14835443,14544730,14835196,14835122,14834435,14834224,14833501,14826879,14826763,14824599,14822811,14822516,14737945,14703402,14551870,14732063,14731876,14392495,14664755,14664685,14664180,14664089,13320381,14586124,14572448,14547665,13891755,14549805,14532398,14544136,14545391,14545608,14536433,14383187,14391606,14502029,14502023,14501947,14493390,14493301,14493133,14493106,14492417,14491811,14483838,14478737,14451326,14422841,14422735,14382190,14396364,14385796,14095371,14340527,14340348,14340219,14340112,14339719,14339637,14339260,14329885,14338519,14338422,14337829,14337815,14330749,14329975,14329862,14255005,14290960,14290061,14289829,14267843,14260179,14259717,14259150,14254891,14254742,14250150,14246119,14170540,14169335,14153092,14127653,14095396,14095250,14084943,14084820,14084632,14002977,13971264,13924115,13962418,13946815,13885515,13938702,13930166,13924001,12868949,13857244,13854344,13851229,13850583,13850266,13850242,13848473,13846377,13846290,13845519,13844800,13844515,13841217,13841116,13818979,13812047,13745025,13771881,13730839,13730753,13755010,13745357,13616479,11115494,13771887,13772141,13767798,13767481,13766011,12955679,13764449,13764193,13763360,13763129,13762802,13730658,13754911,13750076,13747022,13605081,13731178,13731053,13730535,13729175,13679180,13672842,13619741,13616778,13596378,13594848,13573024,13572587,13503828,13569622,13566462,13539530,13538755,13538744,13538702,13537867,13463277,13462487,13462441,13400950,12150232,15406219,15405115,15404609,15404277,15403952,13400266,13141154,13395428,13395348,13394882,13392328,13059939,13319958,13319359,13318057,13316952,13304692,13302824,13297772,13296130,12464767,13243518,13227681,12729282,13202620,13169646,13169606,13168852,13164923,13164779,13164490,13161841,13125504,12949551,12949307,12948032,12947962,12947961,12946338,12916871,12944652,12941995,12929827,12928444,12928163,12927973,12925595,12923666,12913373,12883972,12883936,12880086,12855282,12878088,12875454,12869400,12857036,12854557,12850866,12848871,12847938,12836655,12812434,12811888,12811651,12811473,12808640,12808419,12805810,12804053,12803487,12803469,12803267,12803210,12803195,12803123,12800264,12800215,12790740,12790008,12770772,12768071,12737401,12730336,12728839,12728891,12728847,12727378,12727033,12706859,12534533,12073350,12667092,12667262,12667229,12593195,12581381,12565104,12138402,12547076,12546920,12446448,12367921,12536222,12534934,12536069,12464463,12518023,12512795,12442622,12511810,12207236,12501848,12501760,12500739,12500673,12497218,12483284,12380519,12466163,12466131,12464768,12464678,12464492,12462413,12446538,12446446,12371253,12073620,12413051,12375585,12373154,12373103,11806939,12371331,12369821,12368064,12366314,12366212,12366004,12345825,12304641,12304078,12302783,12301802,12300752,12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AND (status = 'a'::"char"))
   Heap Fetches: 31
 Planning time: 1.175 ms
 Execution time: 4.879 ms
(5 rows)