PgParty
ActiveRecord migrations and model helpers for creating and managing PostgreSQL 10+ partitions!
Features
- Migration methods for partition specific database operations
- Model methods for querying partitioned data, creating adhoc partitions, and retreiving partition metadata
Limitations
- Partition tables are not represented correctly in
db/schema.rb
— please use the:sql
schema format
Compatibility
This gem is tested against:
- Rails: 7.0, 7.1, 7.2, 8.0
- Ruby: 3.2, latest (currently 3.3 at the time of this commit)
- PostgreSQL: 13, 14, 15, 16, 17
Future Work
I plan to separate out the model functionality into a new gem and port the migration functionality into pg_ha_migrations (some of which has already been done). I will continue to maintain this gem (bugfixes / support for new versions of Rails) until that work is complete.
I originally planned to add a feature for automatic partition creation, but I think that functionality would be better served by pg_partman.
Installation
Add this line to your application's Gemfile:
gem 'pg_party'
And then execute:
$ bundle
Or install it yourself as:
$ gem install pg_party
Note that the gemspec does not require pg
, as some model methods may work for other databases.
Migration methods will be unavailable unless pg
is installed.
Configuration
These values can be accessed and set via PgParty.config
and PgParty.configure
.
caching
- Whether to cache currently attached partitions and anonymous model classes
- Default:
true
caching_ttl
- Length of time (in seconds) that cache entries are considered valid
- Default:
-1
(never expire cache entries)
schema_exclude_partitions
- Whether to exclude child partitions in
rake db:structure:dump
- Default:
true
- Whether to exclude child partitions in
create_template_tables
- Whether to create template tables by default. Use the
template:
option when creating partitioned tables to override this default. - Default:
true
- Whether to create template tables by default. Use the
create_with_primary_key
- Whether to add primary key constraints to partitioned (parent) tables by default.
- This behavior is disabled by default as this configuration usually requires composite primary keys to be specified and ActiveRecord does not natively support composite primary keys. There are workarounds such as the composite_primary_keys gem.
- This is not supported for Postgres 10 (requires Postgres 11+)
- Primary key constraints must include all partition keys, for example:
primary_key: [:id, :created_at], partition_key: :created_at
- Partition keys cannot use expressions
- Can be overridden via the
create_with_primary_key:
option when creating partitioned tables - Default:
false
include_subpartitions_in_partition_list
- Whether to include nested subpartitions in the result of
YourModelClass.partiton_list
mby default. You can always pass theinclude_subpartitions:
option to override this. - Default:
false
(for backward compatibility)
- Whether to include nested subpartitions in the result of
Note that caching is done in-memory for each process of an application. Attaching / detaching partitions will clear the cache, but only for the process that initiated the request. For multi-process web servers, it is recommended to use a TTL or disable caching entirely.
Example
# in a Rails initializer
PgParty.configure do |c|
c.caching_ttl = 60
c.schema_exclude_partitions = false
c.include_subpartitions_in_partition_list = true
# Postgres 11+ users starting fresh may consider the below options to rely on Postgres' native features instead of
# this gem's template tables feature.
c.create_template_tables = false
c.create_with_primary_key = true
end
Usage
Migrations
Methods
These methods are available in migrations as well as ActiveRecord::Base#connection
objects.
create_range_partition
- Create partitioned table using the range partitioning method
- Required args:
table_name
,partitition_key:
create_list_partition
- Create partitioned table using the list partitioning method
- Required args:
table_name
,partition_key:
create_hash_partition
(Postgres 11+)- Create partitioned table using the hash partitioning method
- Required args:
table_name
,partition_key:
create_range_partition_of
- Create partition in range partitioned table with partition key between range of values
- Required args:
table_name
,start_range:
,end_range:
- Create a subpartition by specifying a
partition_type:
of:range
,:list
, or:hash
and apartition_key:
create_list_partition_of
- Create partition in list partitioned table with partition key in list of values
- Required args:
table_name
,values:
- Create a subpartition by specifying a
partition_type:
of:range
,:list
, or:hash
and apartition_key:
create_hash_partition_of
(Postgres 11+)- Create partition in hash partitioned table for partition keys with hashed values having a specific remainder
- Required args:
table_name
,modulus:
,remainder
- Create a subpartition by specifying a
partition_type:
of:range
,:list
, or:hash
and apartition_key:
- Note that all partitions in a hash partitioned table should have the same modulus. See Examples for more info.
create_default_partition_of
(Postgres 11+)- Create a default partition for values not falling in the range or list constraints of any other partitions
- Required args:
table_name
attach_range_partition
- Attach existing table to range partitioned table with partition key between range of values
- Required args:
parent_table_name
,child_table_name
,start_range:
,end_range:
attach_list_partition
- Attach existing table to list partitioned table with partition key in list of values
- Required args:
parent_table_name
,child_table_name
,values:
attach_hash_partition
(Postgres 11+)- Attach existing table to hash partitioned table with partition key hashed values having a specific remainder
- Required args:
parent_table_name
,child_table_name
,modulus:
,remainder
attach_default_partition
(Postgres 11+)- Attach existing table as the default partition
- Required args:
parent_table_name
,child_table_name
detach_partition
- Detach partition from both range and list partitioned tables
- Required args:
parent_table_name
,child_table_name
create_table_like
- Clone any existing table
- Required args:
table_name
,new_table_name
partitions_for_table_name
- List all attached partitions for a given table
- Required args:
table_name
,include_subpartitions:
(true or false)
parent_for_table_name
- Fetch the parent table for a partition
- Required args:
table_name
- Pass optional
traverse: true
to return the top-level table in the hierarchy (for subpartitions) - Returns
nil
if the table is not a partition / has no parent
table_partitioned?
- Returns true if the table is partitioned (false for non-partitioned tables and partitions themselves)
- Required args:
table_name
add_index_on_all_partitions
- Recursively add an index to all partitions and subpartitions of
table_name
using Postgres's ADD INDEX CONCURRENTLY algorithm which adds the index in a non-blocking manner. - Required args:
table_name
,column_name
(alladd_index
arguments are supported) - Use the
in_threads:
option to add indexes in parallel threads when there are many partitions. A value of 2 to 4 may be reasonable for tables with many large partitions and hosts with 4+ CPUs/cores. - Use
disable_ddl_transaction!
in your migration to disable transactions when using this command within_threads:
oralgorithm: :concurrently
.
- Recursively add an index to all partitions and subpartitions of
Examples
Create range partitioned table on created_at::date
with two partitions:
class CreateSomeRangeRecord < ActiveRecord::Migration[5.1]
def up
# proc is used for partition keys containing expressions
create_range_partition :some_range_records, partition_key: ->{ "(created_at::date)" } do |t|
t.text :some_value
t.
end
# optional name argument is used to specify child table name
create_range_partition_of \
:some_range_records,
name: :some_range_records_a,
start_range: "2019-06-07",
end_range: "2019-06-08"
# optional name argument is used to specify child table name
create_range_partition_of \
:some_range_records,
name: :some_range_records_b,
start_range: "2019-06-08",
end_range: "2019-06-09"
end
end
Create list partitioned table on id
with two partitions:
class CreateSomeListRecord < ActiveRecord::Migration[5.1]
def up
# symbol is used for partition keys referring to individual columns
create_list_partition :some_list_records, partition_key: :id do |t|
t.text :some_value
t.
end
# without name argument, child partition created as "some_list_records_<hash>"
create_list_partition_of \
:some_list_records,
values: 1..100
# without name argument, child partition created as "some_list_records_<hash>"
create_list_partition_of \
:some_list_records,
values: 101..200
# default partition support is available in Postgres 11 or higher
create_default_partition_of \
:some_list_records
end
end
Create hash partitioned table on account_id
with two partitions (Postgres 11+ required):
- A hash partition can be used to spread keys evenly(ish) across partitions
modulus:
should always equal the total number of partitions planned for the tableremainder:
is an integer which should be in the range of 0 to modulus-1
class CreateSomeHashRecord < ActiveRecord::Migration[5.1]
def up
# symbol is used for partition keys referring to individual columns
# create_with_primary_key: true, template: false on Postgres 11 will rely on PostgreSQL's native partition schema
# management vs this gem's template tables
# Note composite primary keys will require a workaround in ActiveRecord, such as through the use of the composite_primary_keys gem
create_hash_partition :some_hash_records, partition_key: :account_id, primary_key: [:id, :account_id],
create_with_primary_key: true, template: false do |t|
t.bigserial :id, null: false
t.bigint :account_id, null: false
t.text :some_value
t.
end
# without name argument, child partition created as "some_list_records_<hash>"
create_hash_partition_of \
:some_hash_records,
modulus: 2,
remainder: 0
# without name argument, child partition created as "some_list_records_<hash>"
create_hash_partition_of \
:some_hash_records,
modulus: 2,
remainder: 1
end
end
Advanced example with subpartitioning: Create list partitioned table on account_id
subpartitioned by range on created_at
with default partitions. This example is for a table with no primary key... perhaps for some analytics use case.
- Default partitions are only supported in Postgres 11+
class CreateSomeListSubpartitionedRecord < ActiveRecord::Migration[5.1]
def up
create_list_partition :some_list_subpartitioned_records, partition_key: :account_id, id: false,
template: false do |t|
t.bigint :account_id, null: false
t.text :some_value
t.created_at
end
create_default_partition_of \
:some_list_subpartitioned_records,
name: :some_list_subpartitioned_records_default,
partition_type: :range,
partition_key: :created_at
create_range_partition_of \
:some_list_subpartitioned_records_default,
name: :some_list_subpartitioned_records_default_2019,
start_range: '2019-01-01',
end_range: '2019-12-31T23:59:59'
create_default_partition_of \
:some_list_subpartitioned_records_default
create_list_partition_of \
:some_list_subpartitioned_records,
name: :some_list_subpartitioned_records_1,
values: 1..100,
partition_type: :range,
partition_key: :created_at
create_range_partition_of \
:some_list_subpartitioned_records_1,
name: :some_list_subpartitioned_records_1_2019,
start_range: '2019-01-01',
end_range: '2019-12-31T23:59:59'
create_default_partition_of
:some_list_subpartitioned_records_1
create_list_partition_of \
:some_list_subpartitioned_records,
name: :some_list_subpartitioned_records_2,
values: 101..200,
partition_type: :range,
partition_key: :created_at
create_range_partition_of \
:some_list_subpartitioned_records_2,
name: :some_list_subpartitioned_records_2_2019,
start_range: '2019-01-01',
end_range: '2019-12-31T23:59:59'
create_default_partition_of \
:some_list_subpartitioned_records_2
end
end
Template Tables
Unfortunately, PostgreSQL 10 doesn't support indexes on partitioned tables.
However, individual partitions can have indexes.
To avoid explicit index creation for every new partition, we've introduced the idea of template tables.
For every call to create_list_partition
and create_range_partition
, a clone <table_name>_template
is created.
Indexes, constraints, etc. created on the template table will propagate to new partitions in calls to create_list_partition_of
and create_range_partition_of
:
- Subpartitions will correctly clone from template tables if a template table exists for the top-level ancestor
- When using Postgres 11 or higher, you may wish to disable template tables and use the native features instead, see Configuration\ but this may result in you using composite primary keys, which is not natively supported by ActiveRecord.
class CreateSomeListRecord < ActiveRecord::Migration[5.1]
def up
# template table creation is enabled by default - use "template: false" or the config option to opt-out
create_list_partition :some_list_records, partition_key: :id do |t|
t.integer :some_foreign_id
t.text :some_value
t.
end
# create index on the template table
add_index :some_list_records_template, :some_foreign_id
# create partition with an index on "some_foreign_id"
create_list_partition_of \
:some_list_records,
values: 1..100
# create partition with an index on "some_foreign_id"
create_list_partition_of \
:some_list_records,
values: 101..200
end
end
Attaching Existing Tables as Partitions
Attach an existing table to a range partitioned table:
class AttachRangePartition < ActiveRecord::Migration[5.1]
def up
attach_range_partition \
:some_range_records,
:some_existing_table,
start_range: "2019-06-09",
end_range: "2019-06-10"
end
end
Attach an existing table to a list partitioned table:
class AttachListPartition < ActiveRecord::Migration[5.1]
def up
attach_list_partition \
:some_list_records,
:some_existing_table,
values: 200..300
end
end
Attach an existing table to a hash partitioned table:
class AttachHashPartition < ActiveRecord::Migration[5.1]
def up
attach_hash_partition \
:some_hash_records,
:some_existing_table,
modulus: 2,
remainder: 1
end
end
Detach a partition from any partitioned table:
class DetachPartition < ActiveRecord::Migration[5.1]
def up
detach_partition :parent_table, :child_table
end
end
Safely cascading add_index
commands
Postgres 11+ will automatically cascade CREATE INDEX operations to partitions and subpartitions, however CREATE INDEX CONCURRENTLY is not supported, meaning table locks will be taken on each table while the new index is built. Postgres 10 provides no way to cascade index creation natively.
- The
add_index_on_all_partitions
method solves for these limitations by recursively creating the specified index on all partitions and subpartitions. Index names on individual partitions will include a hash suffix to avoid conflicts. - On Postgres 11+, the created indices are correctly attached to an index on the parent table
- On Postgres 10, if you are using Template Tables, you will want to add the index to the template table separately.
- This command can also be used on subpartitions to cascade targeted indices starting at one level of the table hierarchy
class AddSomeValueIndexToSomeListRecord < ActiveRecord::Migration[5.1]
# add_index_on_all_partitions with in_threads option may not be used within a transaction
# (also, algorithm: :concurrently cannot be used within a transaction)
disable_ddl_transaction!
def up
add_index :some_records_template, :some_value # Only if using Postgres 10 with template tables
# Pass the `in_threads:` option to create indices in parallel across multiple Postgres connections
add_index_on_all_partitions :some_records, :some_value, algorithm: :concurrently, in_threads: 4
end
end
For more examples, take a look at the Combustion schema definition and integration specs:
- https://github.com/rkrage/pg_party/blob/master/spec/dummy/db/schema.rb
- https://github.com/rkrage/pg_party/blob/master/spec/integration/migration_spec.rb
Models
Methods
Class methods available to all ActiveRecord models:
partitioned?
- Check if a model is backed by either a list or range partitioned table
- No arguments
range_partition_by
- Configure a model backed by a range partitioned table
- Required arg:
key
(partition key column) or block returning partition key expression
list_partition_by
- Configure a model backed by a list partitioned table
- Required arg:
key
(partition key column) or block returning partition key expression
hash_partition_by
- Configure a model backed by a hash partitioned table
- Required arg:
key
(partition key column) or block returning partition key expression
Class methods available to both range and list partitioned models:
partitions
- Retrieve a list of currently attached partitions
- Optional
include_subpartitions:
argument to include all subpartitions in the returned list
in_partition
- Retrieve an ActiveRecord model scoped to an individual partition
- Required arg:
child_table_name
partition_key_eq
- Query for records where partition key matches a value
- Required arg:
value
Class methods available to range partitioned models:
create_partition
- Dynamically create new partition with partition key in range of values
- Required args:
start_range:
,end_range:
partition_key_in
- Query for records where partition key in range of values
- Required args:
start_range
,end_range
Class methods available to list partitioned models:
create_partition
- Dynamically create new partition with partition key in list of values
- Required arg:
values:
partition_key_in
- Query for records where partition key in list of values
- Required arg: list of
values
Class methods available to hash partitioned models:
create_partition
- Dynamically create new partition with hashed partition key divided by modulus equals remainder
- Required arg:
modulus:
,remainder:
partition_key_in
- Query for records where partition key in list of values (method operates the same as for list partitions above)
- Required arg: list of
values
Examples
Configure model backed by a range partitioned table to get access to the methods described above:
class SomeRangeRecord < ApplicationRecord
# block is used for partition keys containing expressions
range_partition_by { "(created_at::date)" }
end
Configure model backed by a list partitioned table to get access to the methods described above:
class SomeListRecord < ApplicationRecord
# symbol is used for partition keys referring to individual columns
list_partition_by :id
end
Configure model backed by a hash partitioned table to get access to the methods described above:
class SomeHashRecord < ApplicationRecord
# symbol is used for partition keys referring to individual columns
hash_partition_by :id
end
Dynamically create new partition from range partitioned model:
# additional options include: "name:" and "primary_key:"
SomeRangeRecord.create_partition(start_range: "2019-06-09", end_range: "2019-06-10")
Dynamically create new partition from list partitioned model:
# additional options include: "name:" and "primary_key:"
SomeListRecord.create_partition(values: 200..300)
Dynamically create new partition from hash partitioned model:
# additional options include: "name:" and "primary_key:"
SomeHashRecord.create_partition(modulus: 2, remainder: 1)
For range partitioned model, query for records where partition key in range of values:
SomeRangeRecord.partition_key_in("2019-06-08", "2019-06-10")
For list and hash partitioned models, query for records where partition key in list of values:
SomeListRecord.partition_key_in(1, 2, 3, 4)
For all partitioned models, query for records matching partition key:
SomeRangeRecord.partition_key_eq(Date.current)
SomeListRecord.partition_key_eq(100)
For all partitioned models, retrieve currently attached partitions:
SomeRangeRecord.partitions
SomeListRecord.partitions(include_subpartitions: true) # Include nested subpartitions
For both all partitioned models, retrieve ActiveRecord model scoped to individual partition:
SomeRangeRecord.in_partition(:some_range_records_partition_name)
SomeListRecord.in_partition(:some_list_records_partition_name)
To create range partitions by month for previous, current and next months it's possible to use this example. To automate creation of partitions, run Log.maintenance
every day with cron:
class Log < ApplicationRecord
range_partition_by { '(created_at::date)' }
def self.maintenance
partitions = [Date.today.prev_month, Date.today, Date.today.next_month]
partitions.each do |day|
name = Log.partition_name_for(day)
next if ActiveRecord::Base.connection.table_exists?(name)
Log.create_partition(
name: name,
start_range: day.beginning_of_month,
end_range: day.next_month.beginning_of_month
)
end
end
def self.partition_name_for(day)
"logs_y#{day.year}_m#{day.month}"
end
end
For more examples, take a look at the model integration specs:
Development
The development / test environment relies heavily on Docker.
Start the containers in the background:
$ docker-compose up -d
Install dependencies:
$ bin/de bundle
$ bin/de appraisal
Run the tests:
$ bin/de appraisal rake
Open a Pry console to play around with the sample Rails app:
$ bin/de console
Contributing
Bug reports and pull requests are welcome on GitHub at https://github.com/rkrage/pg_party. This project is intended to be a safe, welcoming space for collaboration, and contributors are expected to adhere to the Contributor Covenant code of conduct.
License
The gem is available as open source under the terms of the MIT License.
Code of Conduct
Everyone interacting in the PgParty project’s codebases, issue trackers, chat rooms and mailing lists is expected to follow the code of conduct.