-
+
Data Definition
- Optionally, define a rule or trigger to redirect modifications
- of the master table to the appropriate partition.
+ Optionally, define a trigger or rule to redirect data inserted into
+ the master table to the appropriate partition.
Next we create one partition for each active month:
-CREATE TABLE measurement_y2004m02 ( ) INHERITS (measurement);
-CREATE TABLE measurement_y2004m03 ( ) INHERITS (measurement);
+CREATE TABLE measurement_y2006m02 ( ) INHERITS (measurement);
+CREATE TABLE measurement_y2006m03 ( ) INHERITS (measurement);
...
-CREATE TABLE measurement_y2005m11 ( ) INHERITS (measurement);
-CREATE TABLE measurement_y2005m12 ( ) INHERITS (measurement);
-CREATE TABLE measurement_y2006m01 ( ) INHERITS (measurement);
+CREATE TABLE measurement_y2007m11 ( ) INHERITS (measurement);
+CREATE TABLE measurement_y2007m12 ( ) INHERITS (measurement);
+CREATE TABLE measurement_y2008m01 ( ) INHERITS (measurement);
Each of the partitions are complete tables in their own right,
- but they inherit their definition from the
+ but they inherit their definitions from the
measurement> table.
table creation script becomes:
-CREATE TABLE measurement_y2004m02 (
- CHECK ( logdate >= DATE '2004-02-01' AND logdate < DATE '2004-03-01' )
+CREATE TABLE measurement_y2006m02 (
+ CHECK ( logdate >= DATE '2006-02-01' AND logdate < DATE '2006-03-01' )
) INHERITS (measurement);
-CREATE TABLE measurement_y2004m03 (
- CHECK ( logdate >= DATE '2004-03-01' AND logdate < DATE '2004-04-01' )
+CREATE TABLE measurement_y2006m03 (
+ CHECK ( logdate >= DATE '2006-03-01' AND logdate < DATE '2006-04-01' )
) INHERITS (measurement);
...
-CREATE TABLE measurement_y2005m11 (
- CHECK ( logdate >= DATE '2005-11-01' AND logdate < DATE '2005-12-01' )
+CREATE TABLE measurement_y2007m11 (
+ CHECK ( logdate >= DATE '2007-11-01' AND logdate < DATE '2007-12-01' )
) INHERITS (measurement);
-CREATE TABLE measurement_y2005m12 (
- CHECK ( logdate >= DATE '2005-12-01' AND logdate < DATE '2006-01-01' )
+CREATE TABLE measurement_y2007m12 (
+ CHECK ( logdate >= DATE '2007-12-01' AND logdate < DATE '2008-01-01' )
) INHERITS (measurement);
-CREATE TABLE measurement_y2006m01 (
- CHECK ( logdate >= DATE '2006-01-01' AND logdate < DATE '2006-02-01' )
+CREATE TABLE measurement_y2008m01 (
+ CHECK ( logdate >= DATE '2008-01-01' AND logdate < DATE '2008-02-01' )
) INHERITS (measurement);
We probably need indexes on the key columns too:
-CREATE INDEX measurement_y2004m02_logdate ON measurement_y2004m02 (logdate);
-CREATE INDEX measurement_y2004m03_logdate ON measurement_y2004m03 (logdate);
+CREATE INDEX measurement_y2006m02_logdate ON measurement_y2006m02 (logdate);
+CREATE INDEX measurement_y2006m03_logdate ON measurement_y2006m03 (logdate);
...
-CREATE INDEX measurement_y2005m11_logdate ON measurement_y2005m11 (logdate);
-CREATE INDEX measurement_y2005m12_logdate ON measurement_y2005m12 (logdate);
-CREATE INDEX measurement_y2006m01_logdate ON measurement_y2006m01 (logdate);
+CREATE INDEX measurement_y2007m11_logdate ON measurement_y2007m11 (logdate);
+CREATE INDEX measurement_y2007m12_logdate ON measurement_y2007m12 (logdate);
+CREATE INDEX measurement_y2008m01_logdate ON measurement_y2008m01 (logdate);
We choose not to add further indexes at this time.
+ We want our application to be able to say INSERT INTO
+ measurement ...> and have the data be redirected into the
+ appropriate partition table. We can arrange that by attaching
+ a suitable trigger function to the master table.
If data will be added only to the latest partition, we can
- set up a very simple rule to insert data. We must
- redefine this each month so that it always points to the
- current partition:
+ use a very simple trigger function:
-CREATE OR REPLACE RULE measurement_current_partition AS
-ON INSERT TO measurement
-DO INSTEAD
- INSERT INTO measurement_y2006m01 VALUES ( NEW.city_id,
- NEW.logdate,
- NEW.peaktemp,
- NEW.unitsales );
+CREATE OR REPLACE FUNCTION measurement_insert_trigger()
+RETURNS TRIGGER AS $$
+BEGIN
+ INSERT INTO measurement_y2008m01 VALUES (NEW.*);
+ RETURN NULL;
+END;
+$$
+LANGUAGE plpgsql;
+ After creating the function, we create a trigger which
+ calls the trigger function:
+
+CREATE TRIGGER insert_measurement_trigger
+ BEFORE INSERT ON measurement
+ FOR EACH ROW EXECUTE PROCEDURE measurement_insert_trigger();
+
+
+ We must redefine the trigger function each month so that it always
+ points to the current partition. The trigger definition does
+ not need to be updated, however.
+
+
We might want to insert data and have the server automatically
locate the partition into which the row should be added. We
- could do this with a more complex set of rules as shown below:
+ could do this with a more complex trigger function, for example:
-CREATE RULE measurement_insert_y2004m02 AS
-ON INSERT TO measurement WHERE
- ( logdate >= DATE '2004-02-01' AND logdate < DATE '2004-03-01' )
-DO INSTEAD
- INSERT INTO measurement_y2004m02 VALUES ( NEW.city_id,
- NEW.logdate,
- NEW.peaktemp,
- NEW.unitsales );
-...
-CREATE RULE measurement_insert_y2005m12 AS
-ON INSERT TO measurement WHERE
- ( logdate >= DATE '2005-12-01' AND logdate < DATE '2006-01-01' )
-DO INSTEAD
- INSERT INTO measurement_y2005m12 VALUES ( NEW.city_id,
- NEW.logdate,
- NEW.peaktemp,
- NEW.unitsales );
-CREATE RULE measurement_insert_y2006m01 AS
-ON INSERT TO measurement WHERE
- ( logdate >= DATE '2006-01-01' AND logdate < DATE '2006-02-01' )
-DO INSTEAD
- INSERT INTO measurement_y2006m01 VALUES ( NEW.city_id,
- NEW.logdate,
- NEW.peaktemp,
- NEW.unitsales );
-
+CREATE OR REPLACE FUNCTION measurement_insert_trigger()
+RETURNS TRIGGER AS $$
+BEGIN
+ IF ( logdate >= DATE '2006-02-01' AND logdate < DATE '2006-03-01' ) THEN
+ INSERT INTO measurement_y2006m02 VALUES (NEW.*);
+ ELSIF ( logdate >= DATE '2006-03-01' AND logdate < DATE '2006-04-01' ) THEN
+ INSERT INTO measurement_y2006m03 VALUES (NEW.*);
+ ...
+ ELSIF ( logdate >= DATE '2008-01-01' AND logdate < DATE '2008-02-01' ) THEN
+ INSERT INTO measurement_y2008m01 VALUES (NEW.*);
+ ELSE
+ RAISE EXCEPTION 'Date out of range. Fix the measurement_insert_trigger() function!';
+ END IF;
+ RETURN NULL;
+END;
+$$
+LANGUAGE plpgsql;
+
+
+ The trigger definition is the same as before.
+ Note that each IF test must exactly match the
+ CHECK constraint for its partition.
+
- Note that the WHERE clause in each rule
- exactly matches the CHECK
- constraint for its partition.
+ While this function is more complex than the single-month case,
+ it doesn't need to be updated as often, since branches can be
+ added in advance of being needed.
script that generates the required DDL automatically.
- Partitioning can also be arranged using a UNION ALL
- view:
-
-CREATE VIEW measurement AS
- SELECT * FROM measurement_y2004m02
-UNION ALL SELECT * FROM measurement_y2004m03
-...
-UNION ALL SELECT * FROM measurement_y2005m11
-UNION ALL SELECT * FROM measurement_y2005m12
-UNION ALL SELECT * FROM measurement_y2006m01;
-
-
- However, the need to
- recreate the view adds an extra step to adding and dropping
- individual partitions of the data set.
-
The simplest option for removing old data is simply to drop the partition
that is no longer necessary:
-DROP TABLE measurement_y2003m02;
+DROP TABLE measurement_y2006m02;
This can very quickly delete millions of records because it doesn't have
to individually delete every record.
the partitioned table but retain access to it as a table in its own
right:
-ALTER TABLE measurement_y2003m02 NO INHERIT measurement;
+ALTER TABLE measurement_y2006m02 NO INHERIT measurement;
This allows further operations to be performed on the data before
it is dropped. For example, this is often a useful time to back up
were created above:
-CREATE TABLE measurement_y2006m02 (
- CHECK ( logdate >= DATE '2006-02-01' AND logdate < DATE '2006-03-01' )
+CREATE TABLE measurement_y2008m02 (
+ CHECK ( logdate >= DATE '2008-02-01' AND logdate < DATE '2008-03-01' )
) INHERITS (measurement);
transformed prior to it appearing in the partitioned table:
-CREATE TABLE measurement_y2006m02
+CREATE TABLE measurement_y2008m02
(LIKE measurement INCLUDING DEFAULTS INCLUDING CONSTRAINTS);
-ALTER TABLE measurement_y2006m02 ADD CONSTRAINT y2006m02
- CHECK ( logdate >= DATE '2006-02-01' AND logdate < DATE '2006-03-01' );
-\copy measurement_y2006m02 from 'measurement_y2006m02'
+ALTER TABLE measurement_y2008m02 ADD CONSTRAINT y2008m02
+ CHECK ( logdate >= DATE '2008-02-01' AND logdate < DATE '2008-03-01' );
+\copy measurement_y2008m02 from 'measurement_y2008m02'
-- possibly some other data preparation work
-ALTER TABLE measurement_y2006m02 INHERIT measurement;
+ALTER TABLE measurement_y2008m02 INHERIT measurement;
SET constraint_exclusion = on;
-SELECT count(*) FROM measurement WHERE logdate >= DATE '2006-01-01';
+SELECT count(*) FROM measurement WHERE logdate >= DATE '2008-01-01';
Without constraint exclusion, the above query would scan each of
SET constraint_exclusion = off;
-EXPLAIN SELECT count(*) FROM measurement WHERE logdate >= DATE '2006-01-01';
+EXPLAIN SELECT count(*) FROM measurement WHERE logdate >= DATE '2008-01-01';
QUERY PLAN
-----------------------------------------------------------------------------------------------
Aggregate (cost=158.66..158.68 rows=1 width=0)
-> Append (cost=0.00..151.88 rows=2715 width=0)
-> Seq Scan on measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
- -> Seq Scan on measurement_y2004m02 measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
- -> Seq Scan on measurement_y2004m03 measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
+ Filter: (logdate >= '2008-01-01'::date)
+ -> Seq Scan on measurement_y2006m02 measurement (cost=0.00..30.38 rows=543 width=0)
+ Filter: (logdate >= '2008-01-01'::date)
+ -> Seq Scan on measurement_y2006m03 measurement (cost=0.00..30.38 rows=543 width=0)
+ Filter: (logdate >= '2008-01-01'::date)
...
- -> Seq Scan on measurement_y2005m12 measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
- -> Seq Scan on measurement_y2006m01 measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
+ -> Seq Scan on measurement_y2007m12 measurement (cost=0.00..30.38 rows=543 width=0)
+ Filter: (logdate >= '2008-01-01'::date)
+ -> Seq Scan on measurement_y2008m01 measurement (cost=0.00..30.38 rows=543 width=0)
+ Filter: (logdate >= '2008-01-01'::date)
Some or all of the partitions might use index scans instead of
SET constraint_exclusion = on;
-EXPLAIN SELECT count(*) FROM measurement WHERE logdate >= DATE '2006-01-01';
+EXPLAIN SELECT count(*) FROM measurement WHERE logdate >= DATE '2008-01-01';
QUERY PLAN
-----------------------------------------------------------------------------------------------
Aggregate (cost=63.47..63.48 rows=1 width=0)
-> Append (cost=0.00..60.75 rows=1086 width=0)
-> Seq Scan on measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
- -> Seq Scan on measurement_y2006m01 measurement (cost=0.00..30.38 rows=543 width=0)
- Filter: (logdate >= '2006-01-01'::date)
+ Filter: (logdate >= '2008-01-01'::date)
+ -> Seq Scan on measurement_y2008m01 measurement (cost=0.00..30.38 rows=543 width=0)
+ Filter: (logdate >= '2008-01-01'::date)
a large part of the partition or just a small part. An index will
be helpful in the latter case but not the former.
+
+
+
+
+
Alternative Partitioning Methods
+
+ A different approach to redirecting inserts into the appropriate
+ partition table is to set up rules, instead of a trigger, on the
+ master table. For example:
+
+CREATE RULE measurement_insert_y2006m02 AS
+ON INSERT TO measurement WHERE
+ ( logdate >= DATE '2006-02-01' AND logdate < DATE '2006-03-01' )
+DO INSTEAD
+ INSERT INTO measurement_y2006m02 VALUES (NEW.*);
+...
+CREATE RULE measurement_insert_y2008m01 AS
+ON INSERT TO measurement WHERE
+ ( logdate >= DATE '2008-01-01' AND logdate < DATE '2008-02-01' )
+DO INSTEAD
+ INSERT INTO measurement_y2008m01 VALUES (NEW.*);
+
+
+ A rule has significantly more overhead than a trigger, but the overhead
+ is paid once per query rather than once per row, so this method might be
+ advantageous for bulk-insert situations. In most cases, however, the
+ trigger method will offer better performance.
+
+
+ Be aware that COPY> ignores rules. If you want to
+ use COPY> to insert data, you'll need to copy into the correct
+ partition table rather than into the master. COPY> does fire
+ triggers, so you can use it normally if you use the trigger approach.
+
+
+ Another disadvantage of the rule approach is that there is no simple
+ way to force an error if the set of rules doesn't cover the insertion
+ date; the data will silently go into the master table instead.
+
+
+ Partitioning can also be arranged using a UNION ALL
+ view, instead of table inheritance. For example,
+
+CREATE VIEW measurement AS
+ SELECT * FROM measurement_y2006m02
+UNION ALL SELECT * FROM measurement_y2006m03
+...
+UNION ALL SELECT * FROM measurement_y2007m11
+UNION ALL SELECT * FROM measurement_y2007m12
+UNION ALL SELECT * FROM measurement_y2008m01;
+
+
+ However, the need to recreate the view adds an extra step to adding and
+ dropping individual partitions of the data set. In practice this
+ method has little to recommend it compared to using inheritance.
+
+
- There is currently no way to verify that all of the
+ There is no automatic way to verify that all of the
CHECK constraints are mutually
- exclusive. Care is required by the database designer.
+ exclusive. It is safer to create code that generates
+ partitions and creates and/or modifies associated objects than
+ to write each by hand.
+
+
+
+
+ The schemes shown here assume that the partition key column(s)
+ of a row never change, or at least do not change enough to require
+ it to move to another partition. An UPDATE> that attempts
+ to do that will fail because of the CHECK> constraints.
+ If you need to handle such cases, you can put suitable update triggers
+ on the partition tables, but it makes management of the structure
+ much more complicated.
- There is currently no simple way to specify that rows must not be
- inserted into the master table. A CHECK (false)
- constraint on the master table would be inherited by all child
- tables, so that cannot be used for this purpose. One possibility is
- to set up an ON INSERT> trigger on the master table that
- always raises an error. (Alternatively, such a trigger could be
- used to redirect the data into the proper child table, instead of
- using a set of rules as suggested above.)
+ If you are using manual VACUUM or
+ ANALYZE commands, don't forget that
+ you need to run them on each partition individually. A command like
+ANALYZE measurement;
+
+ will only process the master table.
+
All constraints on all partitions of the master table are examined
during constraint exclusion, so large numbers of partitions are likely
- to increase query planning time considerably.
-
-
-
-
- Don't forget that you still need to run ANALYZE
- on each partition individually. A command like:
-ANALYZE measurement;
-
- will only process the master table.
+ to increase query planning time considerably. Partitioning using
+ these techniques will work well with up to perhaps a hundred partitions;
+ don't try to use many thousands of partitions.