Experiment Driven Development for Ruby
Vanity is an A/B testing framework for Rails that is datastore agnostic.
Add to your Gemfile:
gem "vanity"
(For support for older versions of Rails and Ruby 1.8, please see the 1.9.x branch.)
Choose a datastore that best fits your needs and preferences for storing experiment results. Choose one of: Redis, MongoDB or an SQL database. While Redis is usually faster, it may add additional complexity to your stack. Datastores should be configured using a
config/vanity.yml.
Add to your Gemfile:
gem "redis", ">= 3.2" gem "redis-namespace", ">= 1.1.0"
By default Vanity is configured to use Redis on localhost port 6379 with database 0.
A sample
config/vanity.ymlmight look like:
test: collecting: false production: adapter: redis url: redis://:@:/0
If you want to use your test environment with RSpec you will need to add an adapter to test:
test: adapter: redis collecting: false
To re-use an existing redis connection, you can call
Vanity.connect!explicitly, for example:
Vanity.connect!( adapter: :redis, redis: $redis )
Add to your Gemfile:
gem "mongo", "~> 2.0" # For Mongo 1.x support see Vanity versions 2.1 and below.
A sample
config/vanity.ymlmight look like:
development: adapter: mongodb database: analytics test: collecting: false production: adapter: mongodb database: analytics
Vanity supports multiple SQL stores (like MySQL, MariaDB, Postgres, Sqlite, etc.) using ActiveRecord, which is built into Rails. If you're using DataMapper, Sequel or another persistence framework, add to your Gemfile:
gem "active_record"
A sample
config/vanity.ymlmight look like:
development: adapter: active_record active_record_adapter: sqlite3 database: db/development.sqlite3 test: adapter: active_record active_record_adapter: default collecting: false production: adapter: active_record active_record_adapter: postgresqlhost:
username: password: port:
database:
If you're going to store data in the database, run the generator and migrations to create the database schema:
$ rails generate vanity $ rake db:migrate
If you're using a forking server (like Passenger or Unicorn), you should reconnect after a new worker is created:
# unicorn.rb after_fork do |server, worker| defined?(Vanity) && Vanity.reconnect! endan initializer
if defined?(PhusionPassenger) PhusionPassenger.on_event(:starting_worker_process) do |forked| # We're in smart spawning mode. if forked defined?(Vanity) && Vanity.reconnect! end end end
If you're using explicit options with
Vanity.connect!, you should call
disconnect!first, for example:
Vanity.disconnect! Vanity.connect!( adapter: 'redis', redis: $redis )
If you're using Rails, this is done automagically. Otherwise, some manual setup is required, for example on an app's booting:
$redis = Redis.new # or from elsewhere Vanity.configure do |config| # ... any config end Vanity.connect!( adapter: :redis, redis: $redis ) Vanity.load!
Turn Vanity on, and pass a reference to a method that identifies a user. For example:
class ApplicationController < ActionController::Base use_vanity :current_user end
For more information, please see the identity documentation.
Vanity pulls the identity from a "context" object that responds to
vanity_identity, so we need to define a
Vanity.context(this is how the ActionMailer integration works):
class AVanityContext def vanity_identity "123" end endVanity.context = AVanityContext.new() # Any object that responds to
#vanity_identity
If you're using plain ruby objects, you could also alias something in your identity model to respond similarly and then set that as the vanity context:
class User alias_method :vanity_identity, :id end
This experiment goes in the file
experiments/price_options.rb:
ab_test "Price options" do description "Mirror, mirror on the wall, who's the better price of all?" alternatives 19, 25, 29 metrics :signups end
If the experiment uses a metric as above ("signups"), there needs to be a corresponding ruby file for that metric,
experiments/metrics/signups.rb.
metric "Signup (Activation)" do description "Measures how many people signed up for our awesome service." end
In Rails' templates, this is straightforward:
Get started for only $ a month!
Outside of templates:
Vanity.ab_test(:invite_subject)
Conversions are created via the
Vanity.track!method. A user should already be added to an experiment, via
ab_testbefore this is called - otherwise, the conversion will be tracked, but the user will not be added to the experiment.
For example, in Rails:
class SignupController < ApplicationController def signup @account = Account.new(params[:account]) if @account.save Vanity.track!(:signups) redirect_to @acccount else render action: :offer end end end
Outside of an Rails controller, for example in a Rack handler:
identity_object = Identity.new(env['rack.session']) Vanity.track!(:click, { # can be any object that responds to `to_s` with a string # that contains the unique identifier or the string identifier itself :identity=>identity_object, :values=>[1] # optional })
vanity report --output vanity.html
To view metrics and experiment results with the dashboard in Rails 3 & Rails 4:
rails generate controller Vanity --helper=false
In
config/routes.rb, add:
get '/vanity' =>'vanity#index' get '/vanity/participant/:id' => 'vanity#participant' post '/vanity/complete' post '/vanity/chooses' post '/vanity/reset' post '/vanity/enable' post '/vanity/disable' post '/vanity/add_participant' get '/vanity/image'
The controller should look like:
class VanityController < ApplicationController include Vanity::Rails::Dashboard layout false # exclude this if you want to use your application layout end
If robots or spiders make up a significant portion of your sites traffic they can affect your conversion rate. Vanity can optionally add participants to the experiments using asynchronous javascript callbacks, which will keep many robots out. For those robots that do execute Javascript and are well-behaved (like Googlebot), Vanity filters out requests based on their user-agent string.
In Rails, add the following to
application.rb:
Vanity.configure do |config| config.use_js = trueOptionally configure the add_participant route that is added with Vanity::Rails::Dashboard,
make sure that this action does not require authentication
config.add_participant_route = '/vanity/add_participant'
end
Then add
to any page that calls an A/B test after callingab_test.
vanity_jsneeds to be included after your call to abtest so that it knows which version of the experiment the participant is a member of. The helper will render nothing if the there are no abtests running on the current page, so adding
vanity_jsto the bottom of your layouts is a good option. Keep in mind that if you set
use_jsand don't include
vanity_jsin your view no participants will be recorded.
Here's what's tested and known to work:
Ruby 2.3 Persistence: Redis (redis-rb >= 3.2.1), Mongo, ActiveRecord Rails: 4.1, 4.2, 5 Ruby 2.4 Persistence: Redis (redis-rb >= 3.2.1), Mongo, ActiveRecord Rails: 4.1, 4.2, 5 JRuby 9.1 Persistence: Redis (redis-rb >= 3.2.1), Mongo, ActiveRecord Rails: 4.1, 4.2
For view tests/specs or integration testing, it's handy to set the outcome of an experiment. This may be done using the
choosesmethod. For example:
Vanity.playground.experiment(:price_options).chooses(19)
See the docs on testing for more.
Documenation is written in the textile format in the docs directory, and is hosted on Github Pages. To update the docs commit changes to the master branch in this repository, then:
bundle exec rake docs # output HTML files into html/ git checkout gh-pages mv html/* . # Move generated html to the top of the repo git commit # Add, commit and push any changes!
Go ahead and target a pull request against the
gh-pagesbranch.
bundle, then run
appraisal installto prepare the test suite to run against multiple versions of Rails
appraisal rake test, of if you can,
rake test:all. (This project uses Travis CI where the test suite is run against multiple versions of ruby, rails and backends.)
Original code, copyright of Assaf Arkin, released under the MIT license.
Documentation available under the Creative Commons Attribution license.
For full list of credits and licenses: http://vanity.labnotes.org/credits.html.