Getting started for Ruby developers
Directed Edge makes integrating with our recommendations engine easy with Ruby. We provide bindings that handle all of the communication with our server transparently using normal Ruby objects.
Contents
Getting started
- Introduction to Recommendations is a good starting point if you're wondering how recommendations work or what they're useful for.
- API Concepts explains some of the basics of hour our API works and introduces the concepts of items, tags and links, also explained briefly below.
- Grab the Ruby bindings from GitHub and copy the file named Ruby/directed_edge.rb into your project. You'll need to make sure you have rubygems and the rest_client Gem installed. Alternatively, you can install our Gem directly with sudo gem install directed-edge.
Data modeling
Items and links
To model the data from your site, you'll need to figure out what your items are. Usually they're things like users, products and articles. We represent a relationship between items by links. So, if you have Bob Dylan's "Blonde on Blonde" that you want to say was bought by "John Doe", you create a link from "John Doe" to "Blonde on Blonde".
Identifiers
Usually we don't need to actually know the names of those items — they just need a unique identifier. Typically that's something like customer1 and product1. Most people just use the ID field from their own database. So if you have a MySQL table named products and Blonde on Blonde is at the row with ID 42 then you'd just use product42 as your identifier for that product.
Tags
Items also have tags, so John Doe would probably have a user tag and Blonde on Blonde would have a product tag. Tags don't weigh into the ranking at all — they're just used so that you can filter the sort of results you'd like to get. So if you want to show related products, you'd run a query looking for things with the tag product.
Querying for recommendations
We offer two primary sorts of recommendations, called related and recommended:
Related is for example if you have one product and you want to find similar products, or a user and want to find similar users. To find products related to Blonde on Blonde you'd send a related query for that item, looking for things tagged product.
Recommended is for doing personalized recommendations, e.g. Products Bob is likely to be interested in... To do a recommended query, you would send a request for the item that corresponds to Bob looking for things that are tagged product.
API Documentation
You can find full documentation for the bindings classes here.
Tutorial
- Ruby Bindings for E-Commerce Tutorial provides a detailed step-by-step walkthrough of how to get up and going with a store — it's based on the same code as below, but with lots of details.
Example
ExampleStore is an example of how you'd connect a store with customers, products and purchases to our recommendations engine, including exporting data and querying the web services.
#!/usr/bin/ruby
require 'rubygems'
require 'activerecord'
require 'directed_edge'
ActiveRecord::Base.establish_connection(:adapter => 'mysql',
:host => 'localhost',
:username => 'examplestore',
:password => 'password',
:database => 'examplestore')
class Customer < ActiveRecord::Base
end
class Product < ActiveRecord::Base
end
class Purchase < ActiveRecord::Base
end
class ExampleStore
def initialize
@database = DirectedEdge::Database.new('examplestore', 'password')
end
def export_from_mysql
exporter = DirectedEdge::Exporter.new('examplestore.xml')
Customer.find(:all).each do |customer|
item = DirectedEdge::Item.new(exporter.database, "customer#{customer.id}")
item.add_tag('customer')
purchases = Purchase.find(:all, :conditions => { :customer => customer.id })
purchases.each { |purchase| item.link_to("product#{purchase.product}") }
exporter.export(item)
end
Product.find(:all).each do |product|
item = DirectedEdge::Item.new(exporter.database, "product#{product.id}")
item.add_tag('product')
exporter.export(item)
end
exporter.finish
end
def import_to_directededge
@database.import('examplestore.xml')
end
def create_customer(id)
item = DirectedEdge::Item.new(@database, "customer#{id}")
item.add_tag('customer')
item.save
end
def create_product(id)
item = DirectedEdge::Item.new(@database, "product#{id}")
item.add_tag('product')
item.save
end
def add_purchase(customer_id, product_id)
item = DirectedEdge::Item.new(@database, "customer#{customer_id}")
item.link_to("product#{product_id}")
item.save
end
def related_products(product_id)
item = DirectedEdge::Item.new(@database, "product#{product_id}")
item.related(['product']).map { |product| product.sub('product', '').to_i }
end
def personalized_recommendations(customer_id)
item = DirectedEdge::Item.new(@database, "customer#{customer_id}")
item.recommended(['product']).map { |product| product.sub('product', '').to_i }
end
end
store = ExampleStore.new
store.export_from_mysql
store.import_to_directededge
store.create_customer(500)
store.create_product(2000)
store.add_purchase(500, 2000)
store.related_products(1).each do |product|
puts "Related products for product 1: #{product}"
end
store.personalized_recommendations(1).each do |product|
puts "Personalized recommendations for user 1: #{product}"
end
Further Reading
If you want to dig deeper into how the web services work — the REST API, XML Format and Web Services Examples articles explain what's going on behind the scenes when you use our bindings.