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CREATE INDEX ON words_moves(length(letters), score) WHERE action = 'play'

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Good evening,

in PostgreSQL 11 I have a table holding player moves (could be: 'play', 'swap', 'skip', ...) in a word game:

# \d words_moves;
                                      Table "public.words_moves"
 Column  |           Type           | Collation | Nullable |                 Default                  
---------+--------------------------+-----------+----------+------------------------------------------
 mid     | bigint                   |           | not null | nextval('words_moves_mid_seq'::regclass)
 action  | text                     |           | not null |
 gid     | integer                  |           | not null |
 uid     | integer                  |           | not null |
 played  | timestamp with time zone |           | not null |
 tiles   | jsonb                    |           |          |
 score   | integer                  |           |          |
 letters | text                     |           |          |
 hand    | text                     |           |          |
 puzzle  | boolean                  |           | not null | false
Indexes:
    "words_moves_pkey" PRIMARY KEY, btree (mid)
    "words_moves_gid_played_idx" btree (gid, played DESC)
    "words_moves_uid_action_played_idx" btree (uid, action, played)
    "words_moves_uid_idx" btree (uid)
Check constraints:
    "words_moves_score_check" CHECK (score >= 0)
Foreign-key constraints:
    "words_moves_gid_fkey" FOREIGN KEY (gid) REFERENCES words_games(gid) ON DELETE CASCADE
    "words_moves_uid_fkey" FOREIGN KEY (uid) REFERENCES words_users(uid) ON DELETE CASCADE
Referenced by:
    TABLE "words_scores" CONSTRAINT "words_scores_mid_fkey" FOREIGN KEY (mid) REFERENCES words_moves(mid) ON DELETE CASCADE

When I search for "interesting moves" with score higher than 90 or all 7 tiles played, then the query takes a bit longer:

EXPLAIN ANALYZE 
SELECT 
TO_CHAR(played, 'Mon YYYY'), 
COUNT(NULLIF(puzzle, FALSE)) OVER (PARTITION BY TO_CHAR(played, 'Mon YYYY')),
puzzle, 
mid, 
 MD5(mid || 'cookie'), 
 gid, 
score
FROM words_moves 
 WHERE action = ""  
AND LENGTH(hand) = 7 
AND (LENGTH(letters) = 7 OR score > 90) 
AND played > CURRENT_TIMESTAMP - interval '1 year' 
AND played < CURRENT_TIMESTAMP - interval '3 day'  
 ORDER BY played DESC;
                                                                                                                   QUERY PLAN                                                                                                                  
------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 Sort  (cost=168533.19..168533.30 rows=44 width=97) (actual time=2126.433..2126.541 rows=1036 loops=1)
   Sort Key: played DESC
   Sort Method: quicksort  Memory: 194kB
   ->  WindowAgg  (cost=168530.56..168531.99 rows=44 width=97) (actual time=2122.991..2125.593 rows=1036 loops=1)
         ->  Sort  (cost=168530.56..168530.67 rows=44 width=57) (actual time=2122.934..2123.049 rows=1036 loops=1)
               Sort Key: (to_char(played, 'Mon YYYY'::text))
               Sort Method: quicksort  Memory: 129kB
               ->  Gather  (cost=1000.00..168529.36 rows=44 width=57) (actual time=287.461..2121.445 rows=1036 loops=1)
                     Workers Planned: 2
                     Workers Launched: 2
                     ->  Parallel Seq Scan on words_moves  (cost=0.00..167524.96 rows=18 width=57) (actual time=207.234..2115.686 rows=345 loops=3)
                           Filter: ((action = "" AND (length(hand) = 7) AND ((length(letters) = 7) OR (score > 90)) AND (played > (CURRENT_TIMESTAMP - '1 year'::interval)) AND (played < (CURRENT_TIMESTAMP - '3 days'::interval)))
                           Rows Removed by Filter: 1088073
 Planning Time: 0.383 ms
 Execution Time: 2126.922 ms
(15 rows)

Here the link: https://explain.depesz.com/s/s3HF

So I add an index with -

CREATE INDEX ON words_moves(length(letters), score, action); 

That is because I have several such queries looking for interesting 'play' moves with high score or all 7 tiles played.

This helps a bit:

                                                                                  QUERY PLAN                                                                                  
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 Sort  (cost=126487.34..126487.45 rows=44 width=97) (actual time=219.649..219.744 rows=1036 loops=1)
   Sort Key: played DESC
   Sort Method: quicksort  Memory: 194kB
   ->  WindowAgg  (cost=126484.71..126486.14 rows=44 width=97) (actual time=216.180..218.680 rows=1036 loops=1)
         ->  Sort  (cost=126484.71..126484.82 rows=44 width=57) (actual time=216.125..216.226 rows=1036 loops=1)
               Sort Key: (to_char(played, 'Mon YYYY'::text))
               Sort Method: quicksort  Memory: 129kB
               ->  Bitmap Heap Scan on words_moves  (cost=83892.69..126483.50 rows=44 width=57) (actual time=209.447..214.879 rows=1036 loops=1)
                     Recheck Cond: (((length(letters) = 7) AND (action = "" OR ((score > 90) AND (action = "">                     Filter: ((length(hand) = 7) AND (played > (CURRENT_TIMESTAMP - '1 year'::interval)) AND (played < (CURRENT_TIMESTAMP - '3 days'::interval)))
                     Rows Removed by Filter: 468
                     Heap Blocks: exact=1495
                     ->  BitmapOr  (cost=83892.69..83892.69 rows=15280 width=0) (actual time=209.083..209.083 rows=0 loops=1)
                           ->  Bitmap Index Scan on words_moves_length_score_action_idx  (cost=0.00..419.69 rows=14838 width=0) (actual time=2.040..2.040 rows=912 loops=1)
                                 Index Cond: ((length(letters) = 7) AND (action = "">                           ->  Bitmap Index Scan on words_moves_length_score_action_idx  (cost=0.00..83472.98 rows=442 width=0) (actual time=207.038..207.038 rows=608 loops=1)
                                 Index Cond: ((score > 90) AND (action = ""> Planning Time: 1.102 ms
 Execution Time: 220.676 ms
(19 rows)

Here the resulting link: https://explain.depesz.com/s/Pwbt

Then I drop that index and create another one:

CREATE INDEX ON words_moves(length(letters), score) WHERE action = "">

And it seems to have a better performance on the query:

                                                                              QUERY PLAN                                                                                
-------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 Sort  (cost=97687.61..97687.72 rows=44 width=97) (actual time=175.832..175.927 rows=1036 loops=1)
   Sort Key: played DESC
   Sort Method: quicksort  Memory: 194kB
   ->  WindowAgg  (cost=97684.98..97686.41 rows=44 width=97) (actual time=172.443..174.937 rows=1036 loops=1)
         ->  Sort  (cost=97684.98..97685.09 rows=44 width=57) (actual time=172.390..172.490 rows=1036 loops=1)
               Sort Key: (to_char(played, 'Mon YYYY'::text))
               Sort Method: quicksort  Memory: 129kB
               ->  Bitmap Heap Scan on words_moves  (cost=55092.96..97683.78 rows=44 width=57) (actual time=165.420..171.164 rows=1036 loops=1)
                     Recheck Cond: (((length(letters) = 7) AND (action = "" OR ((score > 90) AND (action = "">                     Filter: ((length(hand) = 7) AND (played > (CURRENT_TIMESTAMP - '1 year'::interval)) AND (played < (CURRENT_TIMESTAMP - '3 days'::interval)))
                     Rows Removed by Filter: 468
                     Heap Blocks: exact=1495
                     ->  BitmapOr  (cost=55092.96..55092.96 rows=15280 width=0) (actual time=165.036..165.036 rows=0 loops=1)
                           ->  Bitmap Index Scan on words_moves_length_score_idx  (cost=0.00..275.71 rows=14838 width=0) (actual time=0.620..0.620 rows=912 loops=1)
                                 Index Cond: (length(letters) = 7)
                           ->  Bitmap Index Scan on words_moves_length_score_idx  (cost=0.00..54817.23 rows=442 width=0) (actual time=164.413..164.413 rows=608 loops=1)
                                 Index Cond: (score > 90)
 Planning Time: 0.948 ms
 Execution Time: 177.604 ms
(19 rows)

Here the resulting link: https://explain.depesz.com/s/pmCw

I still wonder, what am I missing, what could be improved there?

Does anybody please have a hint?

Thanks
Alex


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