Faster JSON serializers for Ruby, built on top of the powerful oj
library.
ActiveModel::Serializer
has a nice DSL, but it allocates many objects
leading to memory bloat, time spent on GC, and lower performance.
Oj::Serializer
provides a similar API, with better performance.
Learn more about how this library achieves its performance.
- Intuitive declaration syntax, supporting mixins and inheritance
- Reduced memory allocation and improved performance
- Generate TypeScript interfaces automatically
- Support for
has_one
andhas_many
, compose withflat_one
- Useful development checks to avoid typos and mistakes
- Migrate easily from Active Model Serializers
Add this line to your application's Gemfile:
gem 'oj_serializers'
And then run:
$ bundle install
You can define a serializer by subclassing Oj::Serializer
, and specify which
attributes should be serialized.
class AlbumSerializer < Oj::Serializer
attributes :name, :genres
attribute :release do
album.release_date.strftime('%B %d, %Y')
end
has_many :songs, serializer: SongSerializer
end
Example Output
{
name: "Abraxas",
genres: [
"Pyschodelic Rock",
"Blues Rock",
"Jazz Fusion",
"Latin Rock",
],
release: "September 23, 1970",
songs: [
{
track: 1,
name: "Sing Winds, Crying Beasts",
composers: ["Michael Carabello"],
},
{
track: 2,
name: "Black Magic Woman / Gypsy Queen",
composers: ["Peter Green", "Gábor Szabó"],
},
{
track: 3,
name: "Oye como va",
composers: ["Tito Puente"],
},
{
track: 4,
name: "Incident at Neshabur",
composers: ["Alberto Gianquinto", "Carlos Santana"],
},
{
track: 5,
name: "Se acabó",
composers: ["José Areas"],
},
{
track: 6,
name: "Mother's Daughter",
composers: ["Gregg Rolie"],
},
{
track: 7,
name: "Samba pa ti",
composers: ["Santana"],
},
{
track: 8,
name: "Hope You're Feeling Better",
composers: ["Rolie"],
},
{
track: 9,
name: "El Nicoya",
composers: ["Areas"],
},
],
}
You can then use your new serializer to render an object or collection:
class AlbumsController < ApplicationController
def show
render json: AlbumSerializer.one(album)
end
def index
render json: { albums: AlbumSerializer.many(albums) }
end
end
Active Model Serializers style
require "oj_serializers/sugar" # In an initializer
class AlbumsController < ApplicationController
def show
render json: album, serializer: AlbumSerializer
end
def index
render json: albums, root: :albums, each_serializer: AlbumSerializer
end
end
Use one
to serialize objects, and many
to serialize enumerables:
render json: {
favorite_album: AlbumSerializer.one(album),
purchased_albums: AlbumSerializer.many(albums),
}
Serializers can be rendered arrays, hashes, or even inside ActiveModel::Serializer
by using a method in the serializer, making it very easy to combine with other
libraries and migrate incrementally.
render
is a shortcut for one
and many
:
render json: {
favorite_album: AlbumSerializer.render(album),
purchased_albums: AlbumSerializer.render(albums),
}
Specify which attributes should be rendered by calling a method in the object to serialize.
class PlayerSerializer < Oj::Serializer
attributes :first_name, :last_name, :full_name
end
You can serialize custom values by specifying that a method is an attribute
:
class PlayerSerializer < Oj::Serializer
attribute :name do
"#{player.first_name} #{player.last_name}"
end
# or
attribute
def name
"#{player.first_name} #{player.last_name}"
end
end
Note
In this example,
player
was inferred fromPlayerSerializer
.You can customize this by using
object_as
.
Use has_one
to serialize individual objects, and has_many
to serialize a collection.
You must specificy which serializer to use with the serializer
option.
class SongSerializer < Oj::Serializer
has_one :album, serializer: AlbumSerializer
has_many :composers, serializer: ComposerSerializer
end
Specify a different value for the association by providing a block:
class SongSerializer < Oj::Serializer
has_one :album, serializer: AlbumSerializer do
Album.find_by(song_ids: song.id)
end
end
In case you need to pass options, you can call the serializer manually:
class SongSerializer < Oj::Serializer
attribute :album do
AlbumSerializer.one(song.album, for_song: song)
end
end
You can pass as
when defining an attribute or association to serialize it
using a different key:
class SongSerializer < Oj::Serializer
has_one :album, as: :first_release, serializer: AlbumSerializer
attributes title: {as: :name}
# or as a shortcut
attributes title: :name
end
You can render attributes and associations conditionally by using :if
.
class PlayerSerializer < Oj::Serializer
attributes :first_name, :last_name, if: -> { player.display_name? }
has_one :album, serializer: AlbumSerializer, if: -> { player.album }
end
This is useful in cases where you don't want to null
values to be in the response.
In most cases, the default alias for the object
will be convenient enough.
However, if you would like to specify it manually, use object_as
:
class DiscographySerializer < Oj::Serializer
object_as :artist
# Now we can use `artist` instead of `object` or `discography`.
attribute
def latest_albums
artist.albums.desc(:year)
end
end
The identifier
method allows you to only include an identifier if the record
or document has been persisted.
class AlbumSerializer < Oj::Serializer
identifier
# or if it's a different field
identifier :uuid
end
Additionally, identifier fields are always rendered first, even when sorting fields alphabetically.
When serialized data will be consumed from a client language that has different naming conventions, it can be convenient to transform keys accordingly.
For example, when rendering an API to be consumed from the browser via JavaScript, where properties are traditionally named using camel case.
Use transform_keys
to handle that conversion.
class BaseSerializer < Oj::Serializer
transform_keys :camelize
# shortcut for
transform_keys -> (key) { key.to_s.camelize(:lower) }
end
This has no performance impact, as keys will be transformed at load time.
By default attributes are rendered in the order they are defined.
If you would like to sort attributes alphabetically, you can specify it at a serializer level:
class BaseSerializer < Oj::Serializer
sort_attributes_by :name # or a Proc
end
This has no performance impact, as attributes will be sorted at load time.
In case you need to access path helpers in your serializers, you can use the following:
class BaseSerializer < Oj::Serializer
include Rails.application.routes.url_helpers
def default_url_options
Rails.application.routes.default_url_options
end
end
One slight variation that might make it easier to maintain in the long term is
to use a separate singleton service to provide the url helpers and options, and
make it available as urls
.
It's easy for the backend and the frontend to become out of sync. Traditionally, preventing bugs requires writing extensive integration tests.
TypeScript is a great tool to catch this kind of bugs and mistakes, as it can detect incorrect usages and missing fields, but writing types manually is cumbersome, and they can become stale over time, giving a false sense of confidence.
types_from_serializers
extends this library to allow embedding type information, as well as inferring types from the SQL schema when available, and uses this information to automatically generate TypeScript interfaces from your serializers.
As a result, it's posible to easily detect mismatches between the backend and the frontend, as well as make the fields more discoverable and provide great autocompletion in the frontend, without having to manually write the types.
There are three options to compose serializers: inheritance, mixins, and flat_one
.
Use flat_one
to include all attributes from a different serializer:
class AttachmentSerializer < BaseSerializer
identifier
class BlobSerializer < BaseSerializer
attributes :filename, :byte_size, :content_type, :created_at
end
flat_one :blob, serializer: BlobSerializer
end
Think of it as has_one
without a "root", all the attributes are added directly.
Example Output
{
id: 5,
filename: "image.jpg,
byte_size: 256074,
content_type: "image/jpeg",
created_at: "2022-08-04T17:25:12.637-07:00",
}
This is especially convenient when using types_from_serializers
,
as it enables automatic type inference for the included attributes.
Serializers are designed to be stateless so that an instanced can be reused, but sometimes it's convenient to store intermediate calculations.
Use memo
for memoization and storing temporary information.
class DownloadSerializer < Oj::Serializer
attributes :filename, :size
attribute
def progress
"#{ last_event&.progress || 0 }%"
end
private
def last_event
memo.fetch(:last_event) {
download.events.desc(:created_at).first
}
end
end
Very convenient when serializing Hash-like structures, this strategy uses the []
operator.
class PersonSerializer < Oj::Serializer
hash_attributes 'first_name', :last_name
end
PersonSerializer.one('first_name' => 'Mary', :middle_name => 'Jane', :last_name => 'Watson')
# {first_name: "Mary", last_name: "Watson"}
Reads data directly from attributes
in a Mongoid document.
By skipping type casting, coercion, and defaults, it achieves the best performance.
Although there are some downsides, depending on how consistent your schema is, and which kind of consumer the API has, it can be really powerful.
class AlbumSerializer < Oj::Serializer
mongo_attributes :id, :name
end
Usually rendering is so fast that turning caching on can be slower.
However, in cases of deeply nested structures, unpredictable query patterns, or methods that take a long time to run, caching can improve performance.
To enable caching, use cached
, which calls cache_key
in the object:
class CachedUserSerializer < UserSerializer
cached
end
You can also provide a lambda to cached_with_key
to define a custom key:
class CachedUserSerializer < UserSerializer
cached_with_key ->(user) {
"#{ user.id }/#{ user.current_sign_in_at }"
}
end
It will leverage fetch_multi
when serializing a collection with many
or
has_many
, to minimize the amount of round trips needed to read and write all
items to cache.
This works specially well if your cache store also supports write_multi
.
In some corner cases it might be faster to serialize using a Oj::StringWriter
,
which you can access by using one_as_json
and many_as_json
.
Alternatively, you can toggle this mode at a serializer level by using
default_format :json
, or configure it globally from your base serializer:
class BaseSerializer < Oj::Serializer
default_format :json
end
This will change the default shortcuts (render
, one
, one_if
, and many
),
so that the serializer writes directly to JSON instead of returning a Hash.
Even when using this mode, you can still use rendered values inside arrays,
hashes, and other serializers, thanks to the raw_json
extensions.
Example Output
{
"name": "Abraxas",
"genres": [
"Pyschodelic Rock",
"Blues Rock",
"Jazz Fusion",
"Latin Rock"
],
"release": "September 23, 1970",
"songs": [
{
"track": 1,
"name": "Sing Winds, Crying Beasts",
"composers": [
"Michael Carabello"
]
},
{
"track": 2,
"name": "Black Magic Woman / Gypsy Queen",
"composers": [
"Peter Green",
"Gábor Szabó"
]
},
{
"track": 3,
"name": "Oye como va",
"composers": [
"Tito Puente"
]
},
{
"track": 4,
"name": "Incident at Neshabur",
"composers": [
"Alberto Gianquinto",
"Carlos Santana"
]
},
{
"track": 5,
"name": "Se acabó",
"composers": [
"José Areas"
]
},
{
"track": 6,
"name": "Mother's Daughter",
"composers": [
"Gregg Rolie"
]
},
{
"track": 7,
"name": "Samba pa ti",
"composers": [
"Santana"
]
},
{
"track": 8,
"name": "Hope You're Feeling Better",
"composers": [
"Rolie"
]
},
{
"track": 9,
"name": "El Nicoya",
"composers": [
"Areas"
]
}
]
}
Unlike ActiveModel::Serializer
, which builds a Hash that then gets encoded to
JSON, this implementation can use Oj::StringWriter
to write JSON directly,
greatly reducing the overhead of allocating and garbage collecting the hashes.
It also allocates a single instance per serializer class, which makes it easy to use, while keeping memory usage under control.
The internal design is simple and extensible, and because the library is written in Ruby, creating new serialization strategies requires very little code. Please open a Discussion if you need help 😃
ActiveModel::Serializer
instantiates one serializer object per item to be serialized.
Other libraries such as blueprinter
jsonapi-serializer
evaluate serializers in the context of a class
instead of an instance
of a class.
The downside is that you can't use instance methods or local memoization, and any
mixins must be applied to the class itself.
panko-serializer
also uses Oj::StringWriter
, but it has the big downside of having to own the entire render tree. Putting a serializer inside a Hash or an Active Model Serializer and serializing that to JSON doesn't work, making a gradual migration harder to achieve. Also, it's optimized for Active Record but I needed good Mongoid support.
Oj::Serializer
combines some of these ideas, by using instances, but reusing them to avoid object allocations. Serializing 10,000 items instantiates a single serializer. Unlike panko-serializer
, it doesn't suffer from double encoding problems so it's easier to use.
Follow this discussion to find out more about the raw_json
extensions that made this high level of interoperability possible.
As a result, migrating from active_model_serializers
is relatively
straightforward because instance methods, inheritance, and mixins work as usual.
This library includes some benchmarks to compare performance with similar libraries.
See this pull request for a quick comparison, or check the CI to see the latest results.
Please refer to the migration guide for a full discussion of the compatibility
modes available to make it easier to migrate from active_model_serializers
and
similar libraries.
Even though most of the examples above use a single-line style to be succint, I highly recommend writing one attribute per line, sorting them alphabetically (most editors can do it for you), and always using a trailing comma.
class AlbumSerializer < Oj::Serializer
attributes(
:genres,
:name,
:release_date,
)
end
It will make things clearer, minimize the amount of git conflicts, and keep the history a lot cleaner and more meaningful when using git blame
.
This library wouldn't be possible without the wonderful and performant oj
library. Thanks Peter! 😃
Also, thanks to the libraries that inspired this one:
active_model_serializers
: For the DSLpanko-serializer
: For validating that usingOj::StringWriter
was indeed fast
The gem is available as open source under the terms of the MIT License.