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Optimize query for listing un-read messages

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Hi all,
 
I have a schema where I have lots of messages and some users who might have read some of them. When a message is read by a user I create an entry i a table message_property holding the property (is_read) for that user.
 
The schema is as follows:
 
drop table if exists message_property;
drop table if exists message;
drop table if exists person;
 
create table person(
    id serial primary key,
    username varchar not null unique
);
 
create table message(
    id serial primary key,
    subject varchar
);
 
create table message_property(
    message_id integer not null references message(id),
    person_id integer not null references person(id),
    is_read boolean not null default false,
    unique(message_id, person_id)
);
 
insert into person(username) values('user_' || generate_series(0, 999));
insert into message(subject) values('Subject ' || random() || generate_series(0, 999999));
insert into message_property(message_id, person_id, is_read) select id, 1, true from message order by id limit 999990;
insert into message_property(message_id, person_id, is_read) select id, 1, false from message order by id limit 5 offset 999990;
 
 
So, for person 1 there are 10 unread messages, out of a total 1mill. 5 of those unread does not have an entry in message_property and 5 have an entry and is_read set to FALSE.
 
I have the following query to list all un-read messages for person with id=1:
 
SELECT
    m.id                          AS message_id,
    prop.person_id,
    coalesce(prop.is_read, FALSE) AS is_read,
    m.subject
FROM message m
    LEFT OUTER JOIN message_property prop ON prop.message_id = m.id AND prop.person_id = 1
WHERE 1 = 1
      AND NOT EXISTS(SELECT
                         *
                     FROM message_property pr
                     WHERE pr.message_id = m.id AND pr.person_id = prop.person_id AND prop.is_read = TRUE)
    ;
 
The problem is that it's not quite efficient and performs badly, explain analyze shows:
                                                                                         QUERY PLAN
---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
 Merge Anti Join  (cost=1.27..148784.09 rows=5 width=40) (actual time=907.412..907.419 rows=10 loops=1)
   Merge Cond: (m.id = pr.message_id)
   Join Filter: (prop.is_read AND (pr.person_id = prop.person_id))
   Rows Removed by Join Filter: 5
   ->  Merge Left Join  (cost=0.85..90300.76 rows=1000000 width=40) (actual time=0.039..524.070 rows=1000000 loops=1)
         Merge Cond: (m.id = prop.message_id)
         ->  Index Scan using message_pkey on message m  (cost=0.42..34317.43 rows=1000000 width=35) (actual time=0.014..112.840 rows=1000000 loops=1)
         ->  Index Scan using message_property_message_id_person_id_key on message_property prop  (cost=0.42..40983.40 rows=999995 width=9) (actual time=0.019..129.035 rows=999995 loops=1)
               Index Cond: (person_id = 1)
   ->  Index Only Scan using message_property_message_id_person_id_key on message_property pr  (cost=0.42..40983.40 rows=999995 width=8) (actual time=0.023..138.327 rows=999995 loops=1)
         Index Cond: (person_id = 1)
         Heap Fetches: 999995
 Total runtime: 907.480 ms
(13 rows)
 
 
Does anyone have suggestions on how to optimize the query or schema? It's important that any message not having an entry in message_property for a user is considered un-read.
 
Thanks!
 
--
Andreas Jospeh Krogh
CTO / Partner - Visena AS
Mobile: +47 909 56 963
andreas@xxxxxxxxxx
www.visena.com

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