How to isolate complex queries in an object oriented fashion
Building complex queries in ruby can make your code quite difficult to read, manage and reuse. In this blog post I'll present a simple method to decorate active record objects to make your queries fun again!
The problem
Let's assume we are building a system to search talented football players. A player has the following fields:
ActiveRecord::Schema.define do create_table :players do |t| t.string :forename t.string :surname t.date :birth_date t.string :role t.string :nationality t.string :preferred_foot t.integer :shoots t.integer :goals t.integer :assists t.integer :passes t.integer :successful_passes t.string :team_name end end
And the corresponding active record model is the following:
class Player < ActiveRecord::Base scope :right_foot, -> { where(preferred_foot: 'right') } scope :left_foot, -> { where(preferred_foot: 'left') } end
Our application mostly deal with TalentHunters
, objects whose responsibility is to find good players based on a search criteria. For simplicity let's assume that a search criteria has just three components:
whether or not the player is part of a big team
whether or not the player has a good shoot accuracy
and whether or not the player is young.
Finally let's also assume that our talent hunter only specialise on right foot players. The simplest, fastest implementation we can think is an object that uses the search parameters to build the query using a list of conditional statements. Here is a possible implementation:
class TalentHunterWithNaiveQuery TOP_TEAMS = ['ac milan', 'real madrid', 'barcelona'] SHOOT_ACCURACY = 0.7 MAX_AGE = 25 def initialize(options) @playing_for_top_team = options.fetch(:playing_for_top_team, true) @with_young_age = options.fetch(:with_young_age, true) @with_great_accuracy = options.fetch(:with_great_accuracy, true) end def find_good_forward scope = Player scope = scope.right_foot if @playing_for_top_team scope = scope.where('team_name IN (?)', TOP_TEAMS) else scope = scope.where.not('team_name IN (?)', TOP_TEAMS) end if @with_great_accuracy scope = scope.where('goals / shoots > ?', SHOOT_ACCURACY) else scope = scope.where.not('goals / shoots > ?', SHOOT_ACCURACY) end if @with_young_age scope = scope.where('YEAR(?) - YEAR(birth_date) < ?', Date.today, MAX_AGE) else scope = scope.where.not('YEAR(?) - YEAR(birth_date) < ?', Date.today, MAX_AGE) end scope end end I don't think this is necessarily bad. We can refactor it using the Extract Method [note]Refactoring using Extract Method[/note] or we can possibly creates scopes in the Player
model to handle the different queries. Here I'd like to present an alternative which relies on a flavour of the Query Object design pattern [note]Query objects in Ruby[/note] [note]Query objects in Java[/note]. Refactoring The key idea is to isolate the queries in a separate object without polluting the active record model with scopes. This is because queries like young
, with great shoot accuracy
or playing for a top team
only makes sense when performing the task of talent hunting so it seems natural to keep them separate. I am a great fan of the decorator pattern [note]The decorator pattern[/note] to enrich objects functionality for a specific use case. For talent hunting we are looking for some sort of definition of InterestingPlayer
, that behaves like a Player
but have some extra scopes to make our querying life easier. Here is an attempt: class InterestingPlayer TOP_TEAMS = ['ac milan', 'real madrid', 'barcelona'] SHOOT_ACCURACY = 0.7 MAX_AGE = 25 attr_reader :scope def initialize(scope = Player) @scope = scope end def playing_for_big_team self.class.new @scope.where('team_name IN (?)', TOP_TEAMS) end def not_playing_for_big_team self.class.new @scope.where.not('team_name IN (?)', TOP_TEAMS) end def with_great_shoot_accuracy self.class.new @scope.where('goals / shoots > ?', SHOOT_ACCURACY) end def without_great_shoot_accuracy self.class.new @scope.where.not('goals / shoots > ?', SHOOT_ACCURACY) end def young self.class.new @scope.where('YEAR(?) - YEAR(birth_date) < ?', Date.today, MAX_AGE) end def old self.class.new @scope.where.not('YEAR(?) - YEAR(birth_date) < ?', Date.today, MAX_AGE) end def method_missing(method, *args, &block) result = @scope.send(method, *args, &block) is_a_relation?(result) ? self.class.new(result) : result end def respond_to?(method, include_private = false) super || @scope.respond_to?(method, include_private) end private def is_a_relation?(obj) obj.instance_of? relation_class_name end def relation_class_name "#{@scope.name}::ActiveRecord_Relation".constantize end end We can split the methods of this object in two sets. The first set of methods is enriching the Player
active record model with domain specific queries related to the task of talent hunting. When you call one of the domain specific queries an object of type InterestingPlayer
is built and returned immediately, like here: def playing_for_big_team self.class.new @scope.where('team_name IN (?)', TOP_TEAMS) end def not_playing_for_big_team self.class.new @scope.where.not('team_name IN (?)', TOP_TEAMS) end def with_great_shoot_accuracy self.class.new @scope.where('goals / shoots > ?', SHOOT_ACCURACY) end def without_great_shoot_accuracy self.class.new @scope.where.not('goals / shoots > ?', SHOOT_ACCURACY) end def young self.class.new @scope.where('YEAR(?) - YEAR(birth_date) < ?', Date.today, MAX_AGE) end def old self.class.new @scope.where.not('YEAR(?) - YEAR(birth_date) < ?', Date.today, MAX_AGE) end The second set of methods is slightly more complicated and it is the one dealing with the delegation. When InterestingPlayer
receives a method call that does not match with any of its public methods we delegate the call to the underlying scope. At this point couple of things could happen: The result is a relation again. In this case we just want to return another instance of `InterestingPlayer` to let the user compose his query further. The result is not a relation, and so the query object have finished his work and we just want to return the result. This is how this how it could be implemented: def method_missing(method, *args, &block) result = @scope.send(method, *args, &block) is_a_relation?(result) ? self.class.new(result) : result end def respond_to?(method, include_private = false) super || @scope.respond_to?(method, include_private) end private def is_a_relation?(obj) obj.instance_of? relation_class_name end def relation_class_name "#{@scope.name}::ActiveRecord_Relation".constantize end Finally, let's have a look at how a TalentHunter
use this query object: class TalentHunterWithQueryObject def initialize(options) @playing_for_top_team = options.fetch(:playing_for_top_team, true) @with_young_age = options.fetch(:with_young_age, true) @with_great_accuracy = options.fetch(:with_great_accuracy, true) end def find_good_forward search = InterestingPlayer.new search = search.right_foot search = @playing_for_top_team ? search.playing_for_big_team : search.not_playing_for_big_team search = @with_great_accuracy ? search.with_great_shoot_accuracy : search.without_great_shoot_accuracy search = @with_young_age ? search.young : search.old search end end I think this enabled two major results: We extracted the domain specific queries into the `InterestingPlayer` object, effectively enabling reuse without polluting the general purpose active record model. We made the `find_good_forward` method a bit easier to read because it now only uses domain terms instead of having to translated them into db queries. Conclusions We have seen how to decorate a simple active record model (Player
) to extract queries related to a specific task into a separate object (InterestingPlayer
). As a result we simplified the object responsible to build the query and arguably it is now easier to read and comprehend (TalentHunter
). Code and tests are available on Github. I'd love to hear your opinion on the comments, or just tweet me your opinion! References