Today, I want to cover short topic - indexing partitioned tables. Indexes are inseparable part of every RDBMS and allow us to get our data quicker, faster and more efficiently.
Just like with typical PostgreSQL tables, indexes can be applied to partitioned tables. Moreover, as with regular tables, this can be done non-concurrently (usually for new tables) or concurrently (for existing ones). Let’s take a look at both methods.
New table - new indexes
For a newly created partitioned table it is a piece of cake - everything looks exactly as for classical table. Let’s assume there is a partitioned table users
with couple created partitions. Partitioning type is not important here. I want to add B-tree index on email
column on users
table, what actually leads to apply index on every partition of this table.
CREATE INDEX idx_users_email ON users (email);
Its really quick! The index, once applied to the parent table, automatically propagates over the child tables. Additionally, any partitions added in the future will automatically receive all necessary indexes.
However, there is one downside to this convenient approach. It cannot be done concurrently, meaning for existing tables, especially those with large data sets, it's not usable. If tried, the table will be locked while the index is being applied and it may take… long.
Existing tables like concurrency
Luckily, for existing partitioned tables it is possible to apply concurrent solution which doesn’t lock table forever. There's a simple workaround to enable concurrency in this case.
One way
CREATE INDEX idx_users_email ON ONLY users (email);
CREATE INDEX CONCURRENTLY idx_users_email_1
ON users_1 (email);
ALTER INDEX idx_users_email
ATTACH PARTITION idx_users_email_1;
CREATE INDEX CONCURRENTLY idx_users_email_2
ON users_2 (email);
ALTER INDEX idx_users_email
ATTACH PARTITION idx_users_email_2;
// repeat for all partitions
SELECT * FROM pg_index WHERE pg_index.indisvalid = false;
In the first step, we create an index on the parent table using the ONLY option, which serves as a marker for indexing this table. However, this index is initially invalid and cannot be used effectively for querying the table.
To rectify this, we need to create indexes separately for each partition. This operation can be performed concurrently. Each index then needs to be attached to the index in the parent table.
If we are not 100% how many partitions belongs to the table, we can list them via psql:
\d+ users;
As a result psql client should print similar info to this:
Partition key: LIST (column)
Partitions: users_1 FOR VALUES IN ('value1'),
users_2 FOR VALUES IN ('value2'),
users_3 FOR VALUES IN ('value3')
...
Once all indexes from partitions are correctly assigned, the index for the partitioned table should be marked as valid. You can confirm this by running a final SELECT query on the pg_index table. This will return any invalid indexes present in the database.
…Or another
It is also possible to try a slightly different approach - firstly create indexes on partitions and then create main index on parent table:
CREATE INDEX CONCURRENTLY idx_users_email_1
ON users_1 (email);
CREATE INDEX CONCURRENTLY idx_users_email_2
ON users_2 (email);
// repeat for all partitions
CREATE INDEX idx_users_email ON users (email);
You can choose to skip the ONLY option, as indexes on corresponding fields in partitions should automatically be assigned to the main index. However, the first solution is safer (for instance, if you missed an index in any partition) and is recommended by the PostgreSQL documentation.
And that’s it! As you can see, indexing partitioned tables is not very complicated - especially, comparing to everything else, when it comes to partitioning. Whether it's a smooth process for new tables or a bit tricky for the old ones, the end goal is a well-optimized, finely-tuned table that can handle your queries efficiently. It's a simple but crucial step in PostgreSQL's performance playbook.
Articles in this series
- Table partitioning in Rails, part 1
- Table partitioning in Rails, part 2
- Table partitioning types
- Indexing partitioned table