Keyset pagination
The keyset pagination library can be used in HAML-based views and the REST API within the GitLab project.
You can read about keyset pagination and how it compares to the offset based pagination on our pagination guidelines page.
API overview
Synopsis
Keyset pagination with ActiveRecord
in Rails controllers:
cursor = params[:cursor] # this is nil when the first page is requested
paginator = Project.order(:created_at).keyset_paginate(cursor: cursor, per_page: 20)
paginator.each do |project|
puts project.name # prints maximum 20 projects
end
Usage
This library adds a single method to ActiveRecord relations: #keyset_paginate
.
This is similar in spirit (but not in implementation) to Kaminari's paginate
method.
Keyset pagination works without any configuration for simple ActiveRecord queries:
- Order by one column.
- Order by two columns, where the last column is the primary key.
The library detects nullable and non-distinct columns and based on these, adds extra ordering using the primary key. This is necessary because keyset pagination expects distinct order by values:
Project.order(:created_at).keyset_paginate.records # ORDER BY created_at, id
Project.order(:name).keyset_paginate.records # ORDER BY name, id
Project.order(:created_at, id: :desc).keyset_paginate.records # ORDER BY created_at, id
Project.order(created_at: :asc, id: :desc).keyset_paginate.records # ORDER BY created_at, id DESC
The keyset_paginate
method returns a special paginator object which contains the loaded records and additional information for requesting various pages.
The method accepts the following keyword arguments:
-
cursor
- Encoded order by column values for requesting the next page (can benil
). -
per_page
- Number of records to load per page (default 20). -
keyset_order_options
- Extra options for building the keyset paginated database query, see an example forUNION
queries in the performance section (optional).
The paginator object has the following methods:
-
records
- Returns the records for the current page. -
has_next_page?
- Tells whether there is a next page. -
has_previous_page?
- Tells whether there is a previous page. -
cursor_for_next_page
- Encoded values asString
for requesting the next page (can benil
). -
cursor_for_previous_page
- Encoded values asString
for requesting the previous page (can benil
). -
cursor_for_first_page
- Encoded values asString
for requesting the first page. -
cursor_for_last_page
- Encoded values asString
for requesting the last page. - The paginator objects includes the
Enumerable
module and delegates the enumerable functionality to therecords
method/array.
Example for getting the first and the second page:
paginator = Project.order(:name).keyset_paginate
paginator.to_a # same as .records
cursor = paginator.cursor_for_next_page # encoded column attributes for the next page
paginator = Project.order(:name).keyset_paginate(cursor: cursor).records # loading the next page
Because keyset pagination does not support page numbers, we are restricted to go to the following pages:
- Next page
- Previous page
- Last page
- First page
paginate_with_strategies
Usage in REST API with For the REST API, the paginate_with_strategies
helper can be used on a relation in order to use either keyset pagination or offset pagination.
desc 'Get the things related to a project' do
detail 'This feature was introduced in GitLab 16.1'
success code: 200, model: ::API::Entities::Thing
failure [
{ code: 401, message: 'Unauthorized' },
{ code: 403, message: 'Forbidden' },
{ code: 404, message: 'Not Found' }
]
end
params do
use :pagination
requires :project_id, type: Integer, desc: 'The ID of the project'
optional :cursor, type: String, desc: 'Cursor for obtaining the next set of records'
optional :order_by, type: String, values: %w[id name], default: 'id',
desc: 'Attribute to sort by'
optional :sort, type: String, values: %w[asc desc], default: 'desc', desc: 'Order of sorting'
end
route_setting :authentication
get ':project_id/things' do
project = Project.find_by_id(params[:project_id])
not_found! if project.blank?
things = project.things
present paginate_with_strategies(things), with: ::API::Entities::Thing
end
In order for keyset pagination to be used, the following conditions must be met:
-
params[:pagination]
must return'keyset'
-
params[:order_by]
andparams[:sort]
must both appear in the object returned by thesupported_keyset_orderings
class method on the model. In the following example,Thing
supports keyset pagination when ordering by ID in either ascending or descending order.class Thing < ApplicationRecord def self.supported_keyset_orderings { id: [:asc, :desc] } end end
Usage in Rails with HAML views
Consider the following controller action, where we list the projects ordered by name:
def index
@projects = Project.order(:name).keyset_paginate(cursor: params[:cursor])
end
In the HAML file, we can render the records:
- if @projects.any?
- @projects.each do |project|
.project-container
= project.name
= keyset_paginate @projects
Performance
The performance of the keyset pagination depends on the database index configuration and the number of columns we use in the ORDER BY
clause.
In case we order by the primary key (id
), then the generated queries are efficient because
the primary key is covered by a database index.
When two or more columns are used in the ORDER BY
clause, it's advised to check the generated database query and make sure that the correct index configuration is used. More information can be found on the pagination guideline page.
NOTE: While the query performance of the first page might look good, the second page (where the cursor attributes are used in the query) might yield poor performance. It's advised to always verify the performance of both queries: first page and second page.
Example database query with tie-breaker (id
) column:
SELECT "issues".*
FROM "issues"
WHERE (("issues"."id" > 99
AND "issues"."created_at" = '2021-02-16 11:26:17.408466')
OR ("issues"."created_at" > '2021-02-16 11:26:17.408466')
OR ("issues"."created_at" IS NULL))
ORDER BY "issues"."created_at" DESC NULLS LAST, "issues"."id" DESC
LIMIT 20
OR
queries are difficult to optimize in PostgreSQL, we generally advise using UNION
queries instead. The keyset pagination library can generate efficient UNION
when multiple columns are present in the ORDER BY
clause. This is triggered when we specify the use_union_optimization: true
option in the options passed to Relation#keyset_paginate
.
Example:
# Triggers a simple query for the first page.
paginator1 = Project.order(:created_at, id: :desc).keyset_paginate(per_page: 2, keyset_order_options: { use_union_optimization: true })
cursor = paginator1.cursor_for_next_page
# Triggers UNION query for the second page
paginator2 = Project.order(:created_at, id: :desc).keyset_paginate(per_page: 2, cursor: cursor, keyset_order_options: { use_union_optimization: true })
puts paginator2.records.to_a # UNION query
Complex order configuration
Common ORDER BY
configurations are handled by the keyset_paginate
method automatically
so no manual configuration is needed. There are a few edge cases where order object
configuration is necessary:
-
NULLS LAST
ordering. - Function-based ordering.
- Ordering with a custom tie-breaker column, like
iid
.
These order objects can be defined in the model classes as standard ActiveRecord scopes, there is no special behavior that prevents using these scopes elsewhere (Kaminari, background jobs).
NULLS LAST
ordering
Consider the following scope:
scope = Issue.where(project_id: 10).order(Issue.arel_table[:relative_position].desc.nulls_last)
# SELECT "issues".* FROM "issues" WHERE "issues"."project_id" = 10 ORDER BY relative_position DESC NULLS LAST
scope.keyset_paginate # raises: Gitlab::Pagination::Keyset::UnsupportedScopeOrder: The order on the scope does not support keyset pagination
The keyset_paginate
method raises an error because the order value on the query is a custom SQL string and not an Arel
AST node. The keyset library cannot automatically infer configuration values from these kinds of queries.
To make keyset pagination work, we must configure custom order objects, to do so, we must collect information about the order columns:
-
relative_position
can have duplicated values because no unique index is present. -
relative_position
can have null values because we don't have a not null constraint on the column. For this, we must determine where we seeNULL
values, at the beginning of the result set, or the end (NULLS LAST
). - Keyset pagination requires distinct order columns, so we must add the primary key (
id
) to make the order distinct. - Jumping to the last page and paginating backwards actually reverses the
ORDER BY
clause. For this, we must provide the reversedORDER BY
clause.
Example:
order = Gitlab::Pagination::Keyset::Order.build([
# The attributes are documented in the `lib/gitlab/pagination/keyset/column_order_definition.rb` file
Gitlab::Pagination::Keyset::ColumnOrderDefinition.new(
attribute_name: 'relative_position',
column_expression: Issue.arel_table[:relative_position],
order_expression: Issue.arel_table[:relative_position].desc.nulls_last,
reversed_order_expression: Issue.arel_table[:relative_position].asc.nulls_first,
nullable: :nulls_last,
order_direction: :desc
),
Gitlab::Pagination::Keyset::ColumnOrderDefinition.new(
attribute_name: 'id',
order_expression: Issue.arel_table[:id].asc,
nullable: :not_nullable
)
])
scope = Issue.where(project_id: 10).order(order) # or reorder()
scope.keyset_paginate.records # works
Function-based ordering
In the following example, we multiply the id
by 10 and order by that value. Because the id
column is unique, we define only one column:
order = Gitlab::Pagination::Keyset::Order.build([
Gitlab::Pagination::Keyset::ColumnOrderDefinition.new(
attribute_name: 'id_times_ten',
order_expression: Arel.sql('id * 10').asc,
nullable: :not_nullable,
order_direction: :asc,
add_to_projections: true
)
])
paginator = Issue.where(project_id: 10).order(order).keyset_paginate(per_page: 5)
puts paginator.records.map(&:id_times_ten)
cursor = paginator.cursor_for_next_page
paginator = Issue.where(project_id: 10).order(order).keyset_paginate(cursor: cursor, per_page: 5)
puts paginator.records.map(&:id_times_ten)
The add_to_projections
flag tells the paginator to expose the column expression in the SELECT
clause. This is necessary because the keyset pagination needs to somehow extract the last value from the records to request the next page.
iid
based ordering
When ordering issues, the database ensures that we have distinct iid
values in a project.
Ordering by one column is enough to make the pagination work if the project_id
filter is present:
order = Gitlab::Pagination::Keyset::Order.build([
Gitlab::Pagination::Keyset::ColumnOrderDefinition.new(
attribute_name: 'iid',
order_expression: Issue.arel_table[:iid].asc,
nullable: :not_nullable
)
])
scope = Issue.where(project_id: 10).order(order)
scope.keyset_paginate.records # works