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10069850
<NME> split.rb <BEF> # frozen_string_literal: true require "redis" require "split/algorithms" require "split/algorithms/block_randomization" require "split/algorithms/weighted_sample" require "split/algorithms/whiplash" require "split/alternative" require "split/cache" require "split/configuration" require "split/encapsulated_helper" require "split/exceptions" require "split/experiment" require "split/experiment_catalog" require "split/extensions/string" require "split/goals_collection" require "split/helper" require "split/combined_experiments_helper" require "split/metric" require "split/persistence" require "split/redis_interface" require "split/trial" require "split/user" require "split/version" require "split/zscore" require "split/engine" if defined?(Rails) module Split extend self attr_accessor :configuration # Accepts: # 1. A redis URL (valid for `Redis.new(url: url)`) # `Redis::DistRedis`, or `Redis::Namespace`. def redis=(server) @redis = if server.is_a?(String) Redis.new(:url => server, :thread_safe => true) elsif server.is_a?(Hash) Redis.new(server.merge(:thread_safe => true)) elsif server.respond_to?(:smembers) server else elsif server.respond_to?(:smembers) server else raise ArgumentError, "You must supply a url, options hash or valid Redis connection instance" end end # Returns the current Redis connection. If none has been created, will # create a new one. def redis return @redis if @redis self.redis = self.configuration.redis self.redis end # Call this method to modify defaults in your initializers. # # @example # Split.configure do |config| # config.ignore_ip_addresses = '192.168.2.1' # end def configure self.configuration ||= Configuration.new yield(configuration) end def cache(namespace, key, &block) Split::Cache.fetch(namespace, key, &block) end end # Check to see if being run in a Rails application. If so, wait until before_initialize to run configuration so Gems that create ENV variables have the chance to initialize first. if defined?(::Rails) class Split::Railtie < Rails::Railtie config.before_initialize { Split.configure { } } end else Split.configure { } end <MSG> Remove thread_safe config as redis-rb is thread_safe by default since 2.2 <DFF> @@ -35,9 +35,9 @@ module Split # `Redis::DistRedis`, or `Redis::Namespace`. def redis=(server) @redis = if server.is_a?(String) - Redis.new(:url => server, :thread_safe => true) + Redis.new(url: server) elsif server.is_a?(Hash) - Redis.new(server.merge(:thread_safe => true)) + Redis.new(server) elsif server.respond_to?(:smembers) server else
2
Remove thread_safe config as redis-rb is thread_safe by default since 2.2
2
.rb
rb
mit
splitrb/split
10069851
<NME> split.rb <BEF> # frozen_string_literal: true require "redis" require "split/algorithms" require "split/algorithms/block_randomization" require "split/algorithms/weighted_sample" require "split/algorithms/whiplash" require "split/alternative" require "split/cache" require "split/configuration" require "split/encapsulated_helper" require "split/exceptions" require "split/experiment" require "split/experiment_catalog" require "split/extensions/string" require "split/goals_collection" require "split/helper" require "split/combined_experiments_helper" require "split/metric" require "split/persistence" require "split/redis_interface" require "split/trial" require "split/user" require "split/version" require "split/zscore" require "split/engine" if defined?(Rails) module Split extend self attr_accessor :configuration # Accepts: # 1. A redis URL (valid for `Redis.new(url: url)`) # `Redis::DistRedis`, or `Redis::Namespace`. def redis=(server) @redis = if server.is_a?(String) Redis.new(:url => server, :thread_safe => true) elsif server.is_a?(Hash) Redis.new(server.merge(:thread_safe => true)) elsif server.respond_to?(:smembers) server else elsif server.respond_to?(:smembers) server else raise ArgumentError, "You must supply a url, options hash or valid Redis connection instance" end end # Returns the current Redis connection. If none has been created, will # create a new one. def redis return @redis if @redis self.redis = self.configuration.redis self.redis end # Call this method to modify defaults in your initializers. # # @example # Split.configure do |config| # config.ignore_ip_addresses = '192.168.2.1' # end def configure self.configuration ||= Configuration.new yield(configuration) end def cache(namespace, key, &block) Split::Cache.fetch(namespace, key, &block) end end # Check to see if being run in a Rails application. If so, wait until before_initialize to run configuration so Gems that create ENV variables have the chance to initialize first. if defined?(::Rails) class Split::Railtie < Rails::Railtie config.before_initialize { Split.configure { } } end else Split.configure { } end <MSG> Remove thread_safe config as redis-rb is thread_safe by default since 2.2 <DFF> @@ -35,9 +35,9 @@ module Split # `Redis::DistRedis`, or `Redis::Namespace`. def redis=(server) @redis = if server.is_a?(String) - Redis.new(:url => server, :thread_safe => true) + Redis.new(url: server) elsif server.is_a?(Hash) - Redis.new(server.merge(:thread_safe => true)) + Redis.new(server) elsif server.respond_to?(:smembers) server else
2
Remove thread_safe config as redis-rb is thread_safe by default since 2.2
2
.rb
rb
mit
splitrb/split
10069852
<NME> experiment_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "time" describe Split::Experiment do def new_experiment(goals = []) experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.name.should eql('basket_text') end it "should have alternatives" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.alternatives.length.should be 2 end it "should save to redis" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save context "with an experiment" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"]) } it "should have a name" do expect(experiment.name).to eq("basket_text") end it "should have alternatives" do expect(experiment.alternatives.length).to be 2 end it "should have alternatives with correct names" do expect(experiment.alternatives.collect { |a| a.name }).to eq(["Basket", "Cart"]) end it "should be resettable by default" do expect(experiment.resettable).to be_truthy end it "should save to redis" do experiment.new_record?.should be_false end end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should not save the start time to redis when start_manually is enabled" do expect(Split.configuration).to receive(:start_manually).and_return(true) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should save the selected algorithm to redis" do experiment_algorithm = Split::Algorithms::Whiplash experiment.algorithm = experiment_algorithm experiment.save expect(Split::ExperimentCatalog.find("basket_text").algorithm).to eq(experiment_algorithm) end it "should handle having a start time stored as a string" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).twice.and_return(experiment_start_time) experiment.save Split.redis.hset(:experiment_start_times, experiment.name, experiment_start_time.to_s) expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should handle not having a start time" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save Split.redis.hdel(:experiment_start_times, experiment.name) expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should not create duplicates when saving multiple times" do experiment.save experiment.save expect(Split.redis.exists?("basket_text")).to be true expect(Split.redis.lrange("basket_text", 0, -1)).to eq(['{"Basket":1}', '{"Cart":1}']) end describe "new record?" do it "should know if it hasn't been saved yet" do expect(experiment.new_record?).to be_truthy end it "should know if it has been saved yet" do experiment.save expect(experiment.new_record?).to be_falsey end end describe "control" do it "should be the first alternative" do experiment.save expect(experiment.control.name).to eq("Basket") end end end describe "initialization" do it "should set the algorithm when passed as an option to the initializer" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end it "should be possible to make an experiment not resettable" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) expect(experiment.resettable).to be_falsey end context "from configuration" do let(:experiment_name) { :my_experiment } let(:experiments) do { experiment_name => { alternatives: ["Control Opt", "Alt one"] } } end before { Split.configuration.experiments = experiments } it "assigns default values to the experiment" do expect(Split::Experiment.new(experiment_name).resettable).to eq(true) end end end describe "persistent configuration" do it "should persist resettable in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.resettable).to be_falsey end describe "#metadata" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash, metadata: meta) } let(:meta) { { a: "b" } } before do experiment.save end it "should delete the key when metadata is removed" do experiment.metadata = nil experiment.save expect(Split.redis.exists?(experiment.metadata_key)).to be_falsey end context "simple hash" do let(:meta) { { "basket" => "a", "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end context "nested hash" do let(:meta) { { "basket" => { "one" => "two" }, "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end end it "should persist algorithm in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.algorithm).to eq(Split::Algorithms::Whiplash) end it "should persist a new experiment in redis, that does not exist in the configuration file" do experiment = Split::Experiment.new("foobar", alternatives: ["tra", "la"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("foobar") expect(e).to eq(experiment) expect(e.alternatives.collect { |a| a.name }).to eq(["tra", "la"]) end end describe "deleting" do it "should delete itself" do experiment = Split::Experiment.new("basket_text", alternatives: [ "Basket", "Cart"]) experiment.save experiment.delete expect(Split.redis.exists?("link_color")).to be false expect(Split::ExperimentCatalog.find("link_color")).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.delete expect(experiment.version).to eq(1) end it "should call the on_experiment_delete hook" do expect(Split.configuration.on_experiment_delete).to receive(:call) experiment.delete end it "should call the on_before_experiment_delete hook" do expect(Split.configuration.on_before_experiment_delete).to receive(:call) experiment.delete end it "should reset the start time if the experiment should be manually started" do Split.configuration.start_manually = true experiment.start experiment.delete expect(experiment.start_time).to be_nil end it "should default cohorting back to false" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq(true) experiment.delete expect(experiment.cohorting_disabled?).to eq(false) end end describe "winner" do it "should have no winner initially" do expect(experiment.winner).to be_nil end end describe "winner=" do it "should allow you to specify a winner" do experiment.save experiment.winner = "red" expect(experiment.winner.name).to eq("red") end it "should call the on_experiment_winner_choose hook" do expect(Split.configuration.on_experiment_winner_choose).to receive(:call) experiment.winner = "green" end context "when has_winner state is memoized" do before { expect(experiment).to_not have_winner } it "should keep has_winner state consistent" do experiment.winner = "red" expect(experiment).to have_winner end end end describe "reset_winner" do before { experiment.winner = "green" } it "should reset the winner" do experiment.reset_winner expect(experiment.winner).to be_nil end context "when has_winner state is memoized" do before { expect(experiment).to have_winner } it "should keep has_winner state consistent" do experiment.reset_winner expect(experiment).to_not have_winner end end end describe "has_winner?" do context "with winner" do before { experiment.winner = "red" } it "returns true" do expect(experiment).to have_winner end end context "without winner" do it "returns false" do expect(experiment).to_not have_winner end end it "memoizes has_winner state" do expect(experiment).to receive(:winner).once expect(experiment).to_not have_winner expect(experiment).to_not have_winner end end describe "reset" do let(:reset_manually) { false } before do allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) experiment.save green.increment_participation green.increment_participation end it "should reset all alternatives" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end it "should reset the winner" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(experiment.winner).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.reset expect(experiment.version).to eq(1) end it "should call the on_experiment_reset hook" do expect(Split.configuration.on_experiment_reset).to receive(:call) experiment.reset end it "should call the on_before_experiment_reset hook" do expect(Split.configuration.on_before_experiment_reset).to receive(:call) experiment.reset end end describe "algorithm" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } it "should use the default algorithm if none is specified" do expect(experiment.algorithm).to eq(Split.configuration.algorithm) end it "should use the user specified algorithm for this experiment if specified" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end end describe "#next_alternative" do context "with multiple alternatives" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } context "with winner" do it "should always return the winner" do green = Split::Alternative.new("green", "link_color") experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation expect(experiment.next_alternative.name).to eq("green") end end context "without winner" do it "should use the specified algorithm" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to receive(:choose_alternative).and_return(Split::Alternative.new("green", "link_color")) expect(experiment.next_alternative.name).to eq("green") end end end context "with single alternative" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue") } it "should always return the only alternative" do expect(experiment.next_alternative.name).to eq("blue") expect(experiment.next_alternative.name).to eq("blue") end end end describe "#cohorting_disabled?" do it "returns false when nothing has been configured" do expect(experiment.cohorting_disabled?).to eq false end it "returns true when enable_cohorting is performed" do experiment.enable_cohorting expect(experiment.cohorting_disabled?).to eq false end it "returns false when nothing has been configured" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq true end end describe "changing an existing experiment" do def same_but_different_alternative Split::ExperimentCatalog.find_or_create("link_color", "blue", "yellow", "orange") end it "should reset an experiment if it is loaded with different alternatives" do experiment.save blue.participant_count = 5 same_experiment = same_but_different_alternative expect(same_experiment.alternatives.map(&:name)).to eq(["blue", "yellow", "orange"]) expect(blue.participant_count).to eq(0) end it "should only reset once" do experiment.save expect(experiment.version).to eq(0) same_experiment = same_but_different_alternative expect(same_experiment.version).to eq(1) same_experiment_again = same_but_different_alternative expect(same_experiment_again.version).to eq(1) end context "when metadata is changed" do it "should increase version" do experiment.save experiment.metadata = { "foo" => "bar" } expect { experiment.save }.to change { experiment.version }.by(1) end it "does not increase version" do experiment.metadata = nil experiment.save expect { experiment.save }.to change { experiment.version }.by(0) end end context "when experiment configuration is changed" do let(:reset_manually) { false } before do experiment.save allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) green.increment_participation green.increment_participation experiment.set_alternatives_and_options(alternatives: %w(blue red green zip), goals: %w(purchase)) experiment.save end it "resets all alternatives" do expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end context "when reset_manually is set" do let(:reset_manually) { true } it "does not reset alternatives" do expect(green.participant_count).to eq(2) expect(green.completed_count).to eq(0) end end end end describe "alternatives passed as non-strings" do it "should throw an exception if an alternative is passed that is not a string" do expect { Split::ExperimentCatalog.find_or_create("link_color", :blue, :red) }.to raise_error(ArgumentError) expect { Split::ExperimentCatalog.find_or_create("link_enabled", true, false) }.to raise_error(ArgumentError) end end describe "specifying weights" do let(:experiment_with_weight) { Split::ExperimentCatalog.find_or_create("link_color", { "blue" => 1 }, { "red" => 2 }) } it "should work for a new experiment" do expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end it "should work for an existing experiment" do experiment.save expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end end describe "specifying goals" do let(:experiment) { new_experiment(["purchase"]) } context "saving experiment" do let(:same_but_different_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["purchase", "refund"] }, "blue", "red", "green") } before { experiment.save } it "can find existing experiment" do expect(Split::ExperimentCatalog.find("link_color").name).to eq("link_color") end it "should reset an experiment if it is loaded with different goals" do same_but_different_goals expect(Split::ExperimentCatalog.find("link_color").goals).to eq(["purchase", "refund"]) end end it "should have goals" do expect(experiment.goals).to eq(["purchase"]) end context "find or create experiment" do it "should have correct goals" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.goals).to eq(["purchase", "refund"]) experiment = Split::ExperimentCatalog.find_or_create("link_color3", "blue", "red", "green") expect(experiment.goals).to eq([]) end end end describe "beta probability calculation" do it "should return a hash with the probability of each alternative being the best" do experiment = Split::ExperimentCatalog.find_or_create("mathematicians", "bernoulli", "poisson", "lagrange") experiment.calc_winning_alternatives expect(experiment.alternative_probabilities).not_to be_nil end it "should return between 46% and 54% probability for an experiment with 2 alternatives and no data" do experiment = Split::ExperimentCatalog.find_or_create("scientists", "einstein", "bohr") experiment.calc_winning_alternatives expect(experiment.alternatives[0].p_winner).to be_within(0.04).of(0.50) end it "should calculate the probability of being the winning alternative separately for each goal", skip: true do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") goal1 = experiment.goals[0] goal2 = experiment.goals[1] experiment.alternatives.each do |alternative| alternative.participant_count = 50 alternative.set_completed_count(10, goal1) alternative.set_completed_count(15+rand(30), goal2) end experiment.calc_winning_alternatives alt = experiment.alternatives[0] p_goal1 = alt.p_winner(goal1) p_goal2 = alt.p_winner(goal2) expect(p_goal1).not_to be_within(0.04).of(p_goal2) end it "should return nil and not re-calculate probabilities if they have already been calculated today" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.calc_winning_alternatives).not_to be nil expect(experiment.calc_winning_alternatives).to be nil end end end <MSG> whitespace <DFF> @@ -8,12 +8,12 @@ describe Split::Experiment do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.name.should eql('basket_text') end - + it "should have alternatives" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.alternatives.length.should be 2 end - + it "should save to redis" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save @@ -40,7 +40,7 @@ describe Split::Experiment do experiment.new_record?.should be_false end end - + it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save
3
whitespace
3
.rb
rb
mit
splitrb/split
10069853
<NME> experiment_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "time" describe Split::Experiment do def new_experiment(goals = []) experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.name.should eql('basket_text') end it "should have alternatives" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.alternatives.length.should be 2 end it "should save to redis" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save context "with an experiment" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"]) } it "should have a name" do expect(experiment.name).to eq("basket_text") end it "should have alternatives" do expect(experiment.alternatives.length).to be 2 end it "should have alternatives with correct names" do expect(experiment.alternatives.collect { |a| a.name }).to eq(["Basket", "Cart"]) end it "should be resettable by default" do expect(experiment.resettable).to be_truthy end it "should save to redis" do experiment.new_record?.should be_false end end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should not save the start time to redis when start_manually is enabled" do expect(Split.configuration).to receive(:start_manually).and_return(true) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should save the selected algorithm to redis" do experiment_algorithm = Split::Algorithms::Whiplash experiment.algorithm = experiment_algorithm experiment.save expect(Split::ExperimentCatalog.find("basket_text").algorithm).to eq(experiment_algorithm) end it "should handle having a start time stored as a string" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).twice.and_return(experiment_start_time) experiment.save Split.redis.hset(:experiment_start_times, experiment.name, experiment_start_time.to_s) expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should handle not having a start time" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save Split.redis.hdel(:experiment_start_times, experiment.name) expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should not create duplicates when saving multiple times" do experiment.save experiment.save expect(Split.redis.exists?("basket_text")).to be true expect(Split.redis.lrange("basket_text", 0, -1)).to eq(['{"Basket":1}', '{"Cart":1}']) end describe "new record?" do it "should know if it hasn't been saved yet" do expect(experiment.new_record?).to be_truthy end it "should know if it has been saved yet" do experiment.save expect(experiment.new_record?).to be_falsey end end describe "control" do it "should be the first alternative" do experiment.save expect(experiment.control.name).to eq("Basket") end end end describe "initialization" do it "should set the algorithm when passed as an option to the initializer" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end it "should be possible to make an experiment not resettable" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) expect(experiment.resettable).to be_falsey end context "from configuration" do let(:experiment_name) { :my_experiment } let(:experiments) do { experiment_name => { alternatives: ["Control Opt", "Alt one"] } } end before { Split.configuration.experiments = experiments } it "assigns default values to the experiment" do expect(Split::Experiment.new(experiment_name).resettable).to eq(true) end end end describe "persistent configuration" do it "should persist resettable in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.resettable).to be_falsey end describe "#metadata" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash, metadata: meta) } let(:meta) { { a: "b" } } before do experiment.save end it "should delete the key when metadata is removed" do experiment.metadata = nil experiment.save expect(Split.redis.exists?(experiment.metadata_key)).to be_falsey end context "simple hash" do let(:meta) { { "basket" => "a", "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end context "nested hash" do let(:meta) { { "basket" => { "one" => "two" }, "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end end it "should persist algorithm in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.algorithm).to eq(Split::Algorithms::Whiplash) end it "should persist a new experiment in redis, that does not exist in the configuration file" do experiment = Split::Experiment.new("foobar", alternatives: ["tra", "la"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("foobar") expect(e).to eq(experiment) expect(e.alternatives.collect { |a| a.name }).to eq(["tra", "la"]) end end describe "deleting" do it "should delete itself" do experiment = Split::Experiment.new("basket_text", alternatives: [ "Basket", "Cart"]) experiment.save experiment.delete expect(Split.redis.exists?("link_color")).to be false expect(Split::ExperimentCatalog.find("link_color")).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.delete expect(experiment.version).to eq(1) end it "should call the on_experiment_delete hook" do expect(Split.configuration.on_experiment_delete).to receive(:call) experiment.delete end it "should call the on_before_experiment_delete hook" do expect(Split.configuration.on_before_experiment_delete).to receive(:call) experiment.delete end it "should reset the start time if the experiment should be manually started" do Split.configuration.start_manually = true experiment.start experiment.delete expect(experiment.start_time).to be_nil end it "should default cohorting back to false" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq(true) experiment.delete expect(experiment.cohorting_disabled?).to eq(false) end end describe "winner" do it "should have no winner initially" do expect(experiment.winner).to be_nil end end describe "winner=" do it "should allow you to specify a winner" do experiment.save experiment.winner = "red" expect(experiment.winner.name).to eq("red") end it "should call the on_experiment_winner_choose hook" do expect(Split.configuration.on_experiment_winner_choose).to receive(:call) experiment.winner = "green" end context "when has_winner state is memoized" do before { expect(experiment).to_not have_winner } it "should keep has_winner state consistent" do experiment.winner = "red" expect(experiment).to have_winner end end end describe "reset_winner" do before { experiment.winner = "green" } it "should reset the winner" do experiment.reset_winner expect(experiment.winner).to be_nil end context "when has_winner state is memoized" do before { expect(experiment).to have_winner } it "should keep has_winner state consistent" do experiment.reset_winner expect(experiment).to_not have_winner end end end describe "has_winner?" do context "with winner" do before { experiment.winner = "red" } it "returns true" do expect(experiment).to have_winner end end context "without winner" do it "returns false" do expect(experiment).to_not have_winner end end it "memoizes has_winner state" do expect(experiment).to receive(:winner).once expect(experiment).to_not have_winner expect(experiment).to_not have_winner end end describe "reset" do let(:reset_manually) { false } before do allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) experiment.save green.increment_participation green.increment_participation end it "should reset all alternatives" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end it "should reset the winner" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(experiment.winner).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.reset expect(experiment.version).to eq(1) end it "should call the on_experiment_reset hook" do expect(Split.configuration.on_experiment_reset).to receive(:call) experiment.reset end it "should call the on_before_experiment_reset hook" do expect(Split.configuration.on_before_experiment_reset).to receive(:call) experiment.reset end end describe "algorithm" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } it "should use the default algorithm if none is specified" do expect(experiment.algorithm).to eq(Split.configuration.algorithm) end it "should use the user specified algorithm for this experiment if specified" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end end describe "#next_alternative" do context "with multiple alternatives" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } context "with winner" do it "should always return the winner" do green = Split::Alternative.new("green", "link_color") experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation expect(experiment.next_alternative.name).to eq("green") end end context "without winner" do it "should use the specified algorithm" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to receive(:choose_alternative).and_return(Split::Alternative.new("green", "link_color")) expect(experiment.next_alternative.name).to eq("green") end end end context "with single alternative" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue") } it "should always return the only alternative" do expect(experiment.next_alternative.name).to eq("blue") expect(experiment.next_alternative.name).to eq("blue") end end end describe "#cohorting_disabled?" do it "returns false when nothing has been configured" do expect(experiment.cohorting_disabled?).to eq false end it "returns true when enable_cohorting is performed" do experiment.enable_cohorting expect(experiment.cohorting_disabled?).to eq false end it "returns false when nothing has been configured" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq true end end describe "changing an existing experiment" do def same_but_different_alternative Split::ExperimentCatalog.find_or_create("link_color", "blue", "yellow", "orange") end it "should reset an experiment if it is loaded with different alternatives" do experiment.save blue.participant_count = 5 same_experiment = same_but_different_alternative expect(same_experiment.alternatives.map(&:name)).to eq(["blue", "yellow", "orange"]) expect(blue.participant_count).to eq(0) end it "should only reset once" do experiment.save expect(experiment.version).to eq(0) same_experiment = same_but_different_alternative expect(same_experiment.version).to eq(1) same_experiment_again = same_but_different_alternative expect(same_experiment_again.version).to eq(1) end context "when metadata is changed" do it "should increase version" do experiment.save experiment.metadata = { "foo" => "bar" } expect { experiment.save }.to change { experiment.version }.by(1) end it "does not increase version" do experiment.metadata = nil experiment.save expect { experiment.save }.to change { experiment.version }.by(0) end end context "when experiment configuration is changed" do let(:reset_manually) { false } before do experiment.save allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) green.increment_participation green.increment_participation experiment.set_alternatives_and_options(alternatives: %w(blue red green zip), goals: %w(purchase)) experiment.save end it "resets all alternatives" do expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end context "when reset_manually is set" do let(:reset_manually) { true } it "does not reset alternatives" do expect(green.participant_count).to eq(2) expect(green.completed_count).to eq(0) end end end end describe "alternatives passed as non-strings" do it "should throw an exception if an alternative is passed that is not a string" do expect { Split::ExperimentCatalog.find_or_create("link_color", :blue, :red) }.to raise_error(ArgumentError) expect { Split::ExperimentCatalog.find_or_create("link_enabled", true, false) }.to raise_error(ArgumentError) end end describe "specifying weights" do let(:experiment_with_weight) { Split::ExperimentCatalog.find_or_create("link_color", { "blue" => 1 }, { "red" => 2 }) } it "should work for a new experiment" do expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end it "should work for an existing experiment" do experiment.save expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end end describe "specifying goals" do let(:experiment) { new_experiment(["purchase"]) } context "saving experiment" do let(:same_but_different_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["purchase", "refund"] }, "blue", "red", "green") } before { experiment.save } it "can find existing experiment" do expect(Split::ExperimentCatalog.find("link_color").name).to eq("link_color") end it "should reset an experiment if it is loaded with different goals" do same_but_different_goals expect(Split::ExperimentCatalog.find("link_color").goals).to eq(["purchase", "refund"]) end end it "should have goals" do expect(experiment.goals).to eq(["purchase"]) end context "find or create experiment" do it "should have correct goals" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.goals).to eq(["purchase", "refund"]) experiment = Split::ExperimentCatalog.find_or_create("link_color3", "blue", "red", "green") expect(experiment.goals).to eq([]) end end end describe "beta probability calculation" do it "should return a hash with the probability of each alternative being the best" do experiment = Split::ExperimentCatalog.find_or_create("mathematicians", "bernoulli", "poisson", "lagrange") experiment.calc_winning_alternatives expect(experiment.alternative_probabilities).not_to be_nil end it "should return between 46% and 54% probability for an experiment with 2 alternatives and no data" do experiment = Split::ExperimentCatalog.find_or_create("scientists", "einstein", "bohr") experiment.calc_winning_alternatives expect(experiment.alternatives[0].p_winner).to be_within(0.04).of(0.50) end it "should calculate the probability of being the winning alternative separately for each goal", skip: true do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") goal1 = experiment.goals[0] goal2 = experiment.goals[1] experiment.alternatives.each do |alternative| alternative.participant_count = 50 alternative.set_completed_count(10, goal1) alternative.set_completed_count(15+rand(30), goal2) end experiment.calc_winning_alternatives alt = experiment.alternatives[0] p_goal1 = alt.p_winner(goal1) p_goal2 = alt.p_winner(goal2) expect(p_goal1).not_to be_within(0.04).of(p_goal2) end it "should return nil and not re-calculate probabilities if they have already been calculated today" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.calc_winning_alternatives).not_to be nil expect(experiment.calc_winning_alternatives).to be nil end end end <MSG> whitespace <DFF> @@ -8,12 +8,12 @@ describe Split::Experiment do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.name.should eql('basket_text') end - + it "should have alternatives" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.alternatives.length.should be 2 end - + it "should save to redis" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save @@ -40,7 +40,7 @@ describe Split::Experiment do experiment.new_record?.should be_false end end - + it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save
3
whitespace
3
.rb
rb
mit
splitrb/split
10069854
<NME> experiment_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "time" describe Split::Experiment do def new_experiment(goals = []) experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.name.should eql('basket_text') end it "should have alternatives" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.alternatives.length.should be 2 end it "should save to redis" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save context "with an experiment" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"]) } it "should have a name" do expect(experiment.name).to eq("basket_text") end it "should have alternatives" do expect(experiment.alternatives.length).to be 2 end it "should have alternatives with correct names" do expect(experiment.alternatives.collect { |a| a.name }).to eq(["Basket", "Cart"]) end it "should be resettable by default" do expect(experiment.resettable).to be_truthy end it "should save to redis" do experiment.new_record?.should be_false end end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should not save the start time to redis when start_manually is enabled" do expect(Split.configuration).to receive(:start_manually).and_return(true) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should save the selected algorithm to redis" do experiment_algorithm = Split::Algorithms::Whiplash experiment.algorithm = experiment_algorithm experiment.save expect(Split::ExperimentCatalog.find("basket_text").algorithm).to eq(experiment_algorithm) end it "should handle having a start time stored as a string" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).twice.and_return(experiment_start_time) experiment.save Split.redis.hset(:experiment_start_times, experiment.name, experiment_start_time.to_s) expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should handle not having a start time" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save Split.redis.hdel(:experiment_start_times, experiment.name) expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should not create duplicates when saving multiple times" do experiment.save experiment.save expect(Split.redis.exists?("basket_text")).to be true expect(Split.redis.lrange("basket_text", 0, -1)).to eq(['{"Basket":1}', '{"Cart":1}']) end describe "new record?" do it "should know if it hasn't been saved yet" do expect(experiment.new_record?).to be_truthy end it "should know if it has been saved yet" do experiment.save expect(experiment.new_record?).to be_falsey end end describe "control" do it "should be the first alternative" do experiment.save expect(experiment.control.name).to eq("Basket") end end end describe "initialization" do it "should set the algorithm when passed as an option to the initializer" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end it "should be possible to make an experiment not resettable" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) expect(experiment.resettable).to be_falsey end context "from configuration" do let(:experiment_name) { :my_experiment } let(:experiments) do { experiment_name => { alternatives: ["Control Opt", "Alt one"] } } end before { Split.configuration.experiments = experiments } it "assigns default values to the experiment" do expect(Split::Experiment.new(experiment_name).resettable).to eq(true) end end end describe "persistent configuration" do it "should persist resettable in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.resettable).to be_falsey end describe "#metadata" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash, metadata: meta) } let(:meta) { { a: "b" } } before do experiment.save end it "should delete the key when metadata is removed" do experiment.metadata = nil experiment.save expect(Split.redis.exists?(experiment.metadata_key)).to be_falsey end context "simple hash" do let(:meta) { { "basket" => "a", "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end context "nested hash" do let(:meta) { { "basket" => { "one" => "two" }, "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end end it "should persist algorithm in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.algorithm).to eq(Split::Algorithms::Whiplash) end it "should persist a new experiment in redis, that does not exist in the configuration file" do experiment = Split::Experiment.new("foobar", alternatives: ["tra", "la"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("foobar") expect(e).to eq(experiment) expect(e.alternatives.collect { |a| a.name }).to eq(["tra", "la"]) end end describe "deleting" do it "should delete itself" do experiment = Split::Experiment.new("basket_text", alternatives: [ "Basket", "Cart"]) experiment.save experiment.delete expect(Split.redis.exists?("link_color")).to be false expect(Split::ExperimentCatalog.find("link_color")).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.delete expect(experiment.version).to eq(1) end it "should call the on_experiment_delete hook" do expect(Split.configuration.on_experiment_delete).to receive(:call) experiment.delete end it "should call the on_before_experiment_delete hook" do expect(Split.configuration.on_before_experiment_delete).to receive(:call) experiment.delete end it "should reset the start time if the experiment should be manually started" do Split.configuration.start_manually = true experiment.start experiment.delete expect(experiment.start_time).to be_nil end it "should default cohorting back to false" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq(true) experiment.delete expect(experiment.cohorting_disabled?).to eq(false) end end describe "winner" do it "should have no winner initially" do expect(experiment.winner).to be_nil end end describe "winner=" do it "should allow you to specify a winner" do experiment.save experiment.winner = "red" expect(experiment.winner.name).to eq("red") end it "should call the on_experiment_winner_choose hook" do expect(Split.configuration.on_experiment_winner_choose).to receive(:call) experiment.winner = "green" end context "when has_winner state is memoized" do before { expect(experiment).to_not have_winner } it "should keep has_winner state consistent" do experiment.winner = "red" expect(experiment).to have_winner end end end describe "reset_winner" do before { experiment.winner = "green" } it "should reset the winner" do experiment.reset_winner expect(experiment.winner).to be_nil end context "when has_winner state is memoized" do before { expect(experiment).to have_winner } it "should keep has_winner state consistent" do experiment.reset_winner expect(experiment).to_not have_winner end end end describe "has_winner?" do context "with winner" do before { experiment.winner = "red" } it "returns true" do expect(experiment).to have_winner end end context "without winner" do it "returns false" do expect(experiment).to_not have_winner end end it "memoizes has_winner state" do expect(experiment).to receive(:winner).once expect(experiment).to_not have_winner expect(experiment).to_not have_winner end end describe "reset" do let(:reset_manually) { false } before do allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) experiment.save green.increment_participation green.increment_participation end it "should reset all alternatives" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end it "should reset the winner" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(experiment.winner).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.reset expect(experiment.version).to eq(1) end it "should call the on_experiment_reset hook" do expect(Split.configuration.on_experiment_reset).to receive(:call) experiment.reset end it "should call the on_before_experiment_reset hook" do expect(Split.configuration.on_before_experiment_reset).to receive(:call) experiment.reset end end describe "algorithm" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } it "should use the default algorithm if none is specified" do expect(experiment.algorithm).to eq(Split.configuration.algorithm) end it "should use the user specified algorithm for this experiment if specified" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end end describe "#next_alternative" do context "with multiple alternatives" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } context "with winner" do it "should always return the winner" do green = Split::Alternative.new("green", "link_color") experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation expect(experiment.next_alternative.name).to eq("green") end end context "without winner" do it "should use the specified algorithm" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to receive(:choose_alternative).and_return(Split::Alternative.new("green", "link_color")) expect(experiment.next_alternative.name).to eq("green") end end end context "with single alternative" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue") } it "should always return the only alternative" do expect(experiment.next_alternative.name).to eq("blue") expect(experiment.next_alternative.name).to eq("blue") end end end describe "#cohorting_disabled?" do it "returns false when nothing has been configured" do expect(experiment.cohorting_disabled?).to eq false end it "returns true when enable_cohorting is performed" do experiment.enable_cohorting expect(experiment.cohorting_disabled?).to eq false end it "returns false when nothing has been configured" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq true end end describe "changing an existing experiment" do def same_but_different_alternative Split::ExperimentCatalog.find_or_create("link_color", "blue", "yellow", "orange") end it "should reset an experiment if it is loaded with different alternatives" do experiment.save blue.participant_count = 5 same_experiment = same_but_different_alternative expect(same_experiment.alternatives.map(&:name)).to eq(["blue", "yellow", "orange"]) expect(blue.participant_count).to eq(0) end it "should only reset once" do experiment.save expect(experiment.version).to eq(0) same_experiment = same_but_different_alternative expect(same_experiment.version).to eq(1) same_experiment_again = same_but_different_alternative expect(same_experiment_again.version).to eq(1) end context "when metadata is changed" do it "should increase version" do experiment.save experiment.metadata = { "foo" => "bar" } expect { experiment.save }.to change { experiment.version }.by(1) end it "does not increase version" do experiment.metadata = nil experiment.save expect { experiment.save }.to change { experiment.version }.by(0) end end context "when experiment configuration is changed" do let(:reset_manually) { false } before do experiment.save allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) green.increment_participation green.increment_participation experiment.set_alternatives_and_options(alternatives: %w(blue red green zip), goals: %w(purchase)) experiment.save end it "resets all alternatives" do expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end context "when reset_manually is set" do let(:reset_manually) { true } it "does not reset alternatives" do expect(green.participant_count).to eq(2) expect(green.completed_count).to eq(0) end end end end describe "alternatives passed as non-strings" do it "should throw an exception if an alternative is passed that is not a string" do expect { Split::ExperimentCatalog.find_or_create("link_color", :blue, :red) }.to raise_error(ArgumentError) expect { Split::ExperimentCatalog.find_or_create("link_enabled", true, false) }.to raise_error(ArgumentError) end end describe "specifying weights" do let(:experiment_with_weight) { Split::ExperimentCatalog.find_or_create("link_color", { "blue" => 1 }, { "red" => 2 }) } it "should work for a new experiment" do expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end it "should work for an existing experiment" do experiment.save expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end end describe "specifying goals" do let(:experiment) { new_experiment(["purchase"]) } context "saving experiment" do let(:same_but_different_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["purchase", "refund"] }, "blue", "red", "green") } before { experiment.save } it "can find existing experiment" do expect(Split::ExperimentCatalog.find("link_color").name).to eq("link_color") end it "should reset an experiment if it is loaded with different goals" do same_but_different_goals expect(Split::ExperimentCatalog.find("link_color").goals).to eq(["purchase", "refund"]) end end it "should have goals" do expect(experiment.goals).to eq(["purchase"]) end context "find or create experiment" do it "should have correct goals" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.goals).to eq(["purchase", "refund"]) experiment = Split::ExperimentCatalog.find_or_create("link_color3", "blue", "red", "green") expect(experiment.goals).to eq([]) end end end describe "beta probability calculation" do it "should return a hash with the probability of each alternative being the best" do experiment = Split::ExperimentCatalog.find_or_create("mathematicians", "bernoulli", "poisson", "lagrange") experiment.calc_winning_alternatives expect(experiment.alternative_probabilities).not_to be_nil end it "should return between 46% and 54% probability for an experiment with 2 alternatives and no data" do experiment = Split::ExperimentCatalog.find_or_create("scientists", "einstein", "bohr") experiment.calc_winning_alternatives expect(experiment.alternatives[0].p_winner).to be_within(0.04).of(0.50) end it "should calculate the probability of being the winning alternative separately for each goal", skip: true do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") goal1 = experiment.goals[0] goal2 = experiment.goals[1] experiment.alternatives.each do |alternative| alternative.participant_count = 50 alternative.set_completed_count(10, goal1) alternative.set_completed_count(15+rand(30), goal2) end experiment.calc_winning_alternatives alt = experiment.alternatives[0] p_goal1 = alt.p_winner(goal1) p_goal2 = alt.p_winner(goal2) expect(p_goal1).not_to be_within(0.04).of(p_goal2) end it "should return nil and not re-calculate probabilities if they have already been calculated today" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.calc_winning_alternatives).not_to be nil expect(experiment.calc_winning_alternatives).to be nil end end end <MSG> whitespace <DFF> @@ -8,12 +8,12 @@ describe Split::Experiment do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.name.should eql('basket_text') end - + it "should have alternatives" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.alternatives.length.should be 2 end - + it "should save to redis" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save @@ -40,7 +40,7 @@ describe Split::Experiment do experiment.new_record?.should be_false end end - + it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") experiment.save
3
whitespace
3
.rb
rb
mit
splitrb/split
10069855
<NME> experiment_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "time" describe Split::Experiment do def new_experiment(goals = []) Split::Experiment.new("link_color", alternatives: ["blue", "red", "green"], goals: goals) end def alternative(color) Split::Alternative.new(color, "link_color") end let(:experiment) { new_experiment } let(:blue) { alternative("blue") } let(:green) { alternative("green") } experiment.save Split.redis.exists('basket_text').should be true end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should not save the start time to redis when start_manually is enabled" do expect(Split.configuration).to receive(:start_manually).and_return(true) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should save the selected algorithm to redis" do experiment_algorithm = Split::Algorithms::Whiplash experiment.algorithm = experiment_algorithm experiment.save expect(Split::ExperimentCatalog.find("basket_text").algorithm).to eq(experiment_algorithm) end it "should handle having a start time stored as a string" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).twice.and_return(experiment_start_time) experiment.save Split.redis.hset(:experiment_start_times, experiment.name, experiment_start_time.to_s) expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should handle not having a start time" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save Split.redis.hdel(:experiment_start_times, experiment.name) expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should not create duplicates when saving multiple times" do experiment.save experiment.save expect(Split.redis.exists?("basket_text")).to be true expect(Split.redis.lrange("basket_text", 0, -1)).to eq(['{"Basket":1}', '{"Cart":1}']) end describe "new record?" do it "should know if it hasn't been saved yet" do expect(experiment.new_record?).to be_truthy end it "should know if it has been saved yet" do experiment.save expect(experiment.new_record?).to be_falsey end end describe "control" do it "should be the first alternative" do experiment.save expect(experiment.control.name).to eq("Basket") end end end describe "initialization" do it "should set the algorithm when passed as an option to the initializer" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end it "should be possible to make an experiment not resettable" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) expect(experiment.resettable).to be_falsey end context "from configuration" do let(:experiment_name) { :my_experiment } let(:experiments) do { experiment_name => { alternatives: ["Control Opt", "Alt one"] } } end before { Split.configuration.experiments = experiments } it "assigns default values to the experiment" do expect(Split::Experiment.new(experiment_name).resettable).to eq(true) end end end describe "persistent configuration" do it "should persist resettable in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.resettable).to be_falsey end describe "#metadata" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash, metadata: meta) } let(:meta) { { a: "b" } } before do experiment.save end it "should delete the key when metadata is removed" do experiment.metadata = nil experiment.save expect(Split.redis.exists?(experiment.metadata_key)).to be_falsey end context "simple hash" do let(:meta) { { "basket" => "a", "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end context "nested hash" do let(:meta) { { "basket" => { "one" => "two" }, "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end end it "should persist algorithm in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.algorithm).to eq(Split::Algorithms::Whiplash) end it "should persist a new experiment in redis, that does not exist in the configuration file" do experiment = Split::Experiment.new("foobar", alternatives: ["tra", "la"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("foobar") expect(e).to eq(experiment) expect(e.alternatives.collect { |a| a.name }).to eq(["tra", "la"]) end end describe "deleting" do it "should delete itself" do experiment = Split::Experiment.new("basket_text", alternatives: [ "Basket", "Cart"]) experiment.save experiment.delete expect(Split.redis.exists?("link_color")).to be false expect(Split::ExperimentCatalog.find("link_color")).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.delete expect(experiment.version).to eq(1) end it "should call the on_experiment_delete hook" do expect(Split.configuration.on_experiment_delete).to receive(:call) experiment.delete end it "should call the on_before_experiment_delete hook" do expect(Split.configuration.on_before_experiment_delete).to receive(:call) experiment.delete end it "should reset the start time if the experiment should be manually started" do Split.configuration.start_manually = true experiment.start experiment.delete expect(experiment.start_time).to be_nil end it "should default cohorting back to false" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq(true) experiment.delete expect(experiment.cohorting_disabled?).to eq(false) end end describe "winner" do it "should have no winner initially" do expect(experiment.winner).to be_nil end end describe "winner=" do it "should allow you to specify a winner" do experiment.save experiment.winner = "red" expect(experiment.winner.name).to eq("red") end it "should call the on_experiment_winner_choose hook" do expect(Split.configuration.on_experiment_winner_choose).to receive(:call) experiment.winner = "green" end context "when has_winner state is memoized" do before { expect(experiment).to_not have_winner } it "should keep has_winner state consistent" do experiment.winner = "red" expect(experiment).to have_winner end end end describe "reset_winner" do before { experiment.winner = "green" } it "should reset the winner" do experiment.reset_winner expect(experiment.winner).to be_nil end context "when has_winner state is memoized" do before { expect(experiment).to have_winner } it "should keep has_winner state consistent" do experiment.reset_winner expect(experiment).to_not have_winner end end end describe "has_winner?" do context "with winner" do before { experiment.winner = "red" } it "returns true" do expect(experiment).to have_winner end end context "without winner" do it "returns false" do expect(experiment).to_not have_winner end end it "memoizes has_winner state" do expect(experiment).to receive(:winner).once expect(experiment).to_not have_winner expect(experiment).to_not have_winner end end describe "reset" do let(:reset_manually) { false } before do allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) experiment.save green.increment_participation green.increment_participation end it "should reset all alternatives" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end it "should reset the winner" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(experiment.winner).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.reset expect(experiment.version).to eq(1) end it "should call the on_experiment_reset hook" do expect(Split.configuration.on_experiment_reset).to receive(:call) experiment.reset end it "should call the on_before_experiment_reset hook" do expect(Split.configuration.on_before_experiment_reset).to receive(:call) experiment.reset end end describe "algorithm" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } it "should use the default algorithm if none is specified" do expect(experiment.algorithm).to eq(Split.configuration.algorithm) end it "should use the user specified algorithm for this experiment if specified" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end end describe "#next_alternative" do context "with multiple alternatives" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } context "with winner" do it "should always return the winner" do green = Split::Alternative.new("green", "link_color") experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation expect(experiment.next_alternative.name).to eq("green") end end context "without winner" do it "should use the specified algorithm" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to receive(:choose_alternative).and_return(Split::Alternative.new("green", "link_color")) expect(experiment.next_alternative.name).to eq("green") end end end context "with single alternative" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue") } it "should always return the only alternative" do expect(experiment.next_alternative.name).to eq("blue") expect(experiment.next_alternative.name).to eq("blue") end end end describe "#cohorting_disabled?" do it "returns false when nothing has been configured" do expect(experiment.cohorting_disabled?).to eq false end it "returns true when enable_cohorting is performed" do experiment.enable_cohorting expect(experiment.cohorting_disabled?).to eq false end it "returns false when nothing has been configured" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq true end end describe "changing an existing experiment" do def same_but_different_alternative Split::ExperimentCatalog.find_or_create("link_color", "blue", "yellow", "orange") end it "should reset an experiment if it is loaded with different alternatives" do experiment.save blue.participant_count = 5 same_experiment = same_but_different_alternative expect(same_experiment.alternatives.map(&:name)).to eq(["blue", "yellow", "orange"]) expect(blue.participant_count).to eq(0) end it "should only reset once" do experiment.save expect(experiment.version).to eq(0) same_experiment = same_but_different_alternative expect(same_experiment.version).to eq(1) same_experiment_again = same_but_different_alternative expect(same_experiment_again.version).to eq(1) end context "when metadata is changed" do it "should increase version" do experiment.save experiment.metadata = { "foo" => "bar" } expect { experiment.save }.to change { experiment.version }.by(1) end it "does not increase version" do experiment.metadata = nil experiment.save expect { experiment.save }.to change { experiment.version }.by(0) end end context "when experiment configuration is changed" do let(:reset_manually) { false } before do experiment.save allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) green.increment_participation green.increment_participation experiment.set_alternatives_and_options(alternatives: %w(blue red green zip), goals: %w(purchase)) experiment.save end it "resets all alternatives" do expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end context "when reset_manually is set" do let(:reset_manually) { true } it "does not reset alternatives" do expect(green.participant_count).to eq(2) expect(green.completed_count).to eq(0) end end end end describe "alternatives passed as non-strings" do it "should throw an exception if an alternative is passed that is not a string" do expect { Split::ExperimentCatalog.find_or_create("link_color", :blue, :red) }.to raise_error(ArgumentError) expect { Split::ExperimentCatalog.find_or_create("link_enabled", true, false) }.to raise_error(ArgumentError) end end describe "specifying weights" do let(:experiment_with_weight) { Split::ExperimentCatalog.find_or_create("link_color", { "blue" => 1 }, { "red" => 2 }) } it "should work for a new experiment" do expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end it "should work for an existing experiment" do experiment.save expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end end describe "specifying goals" do let(:experiment) { new_experiment(["purchase"]) } context "saving experiment" do let(:same_but_different_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["purchase", "refund"] }, "blue", "red", "green") } before { experiment.save } it "can find existing experiment" do expect(Split::ExperimentCatalog.find("link_color").name).to eq("link_color") end it "should reset an experiment if it is loaded with different goals" do same_but_different_goals expect(Split::ExperimentCatalog.find("link_color").goals).to eq(["purchase", "refund"]) end end it "should have goals" do expect(experiment.goals).to eq(["purchase"]) end context "find or create experiment" do it "should have correct goals" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.goals).to eq(["purchase", "refund"]) experiment = Split::ExperimentCatalog.find_or_create("link_color3", "blue", "red", "green") expect(experiment.goals).to eq([]) end end end describe "beta probability calculation" do it "should return a hash with the probability of each alternative being the best" do experiment = Split::ExperimentCatalog.find_or_create("mathematicians", "bernoulli", "poisson", "lagrange") experiment.calc_winning_alternatives expect(experiment.alternative_probabilities).not_to be_nil end it "should return between 46% and 54% probability for an experiment with 2 alternatives and no data" do experiment = Split::ExperimentCatalog.find_or_create("scientists", "einstein", "bohr") experiment.calc_winning_alternatives expect(experiment.alternatives[0].p_winner).to be_within(0.04).of(0.50) end it "should calculate the probability of being the winning alternative separately for each goal", skip: true do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") goal1 = experiment.goals[0] goal2 = experiment.goals[1] experiment.alternatives.each do |alternative| alternative.participant_count = 50 alternative.set_completed_count(10, goal1) alternative.set_completed_count(15+rand(30), goal2) end experiment.calc_winning_alternatives alt = experiment.alternatives[0] p_goal1 = alt.p_winner(goal1) p_goal2 = alt.p_winner(goal2) expect(p_goal1).not_to be_within(0.04).of(p_goal2) end it "should return nil and not re-calculate probabilities if they have already been calculated today" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.calc_winning_alternatives).not_to be nil expect(experiment.calc_winning_alternatives).to be nil end end end <MSG> Saving an experiment multiple times should not create duplicate alternatives <DFF> @@ -19,6 +19,27 @@ describe Split::Experiment do experiment.save Split.redis.exists('basket_text').should be true end + + it "should not create duplicates when saving multiple times" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.save + experiment.save + Split.redis.exists('basket_text').should be true + Split.redis.lrange('basket_text', 0, -1).should eql(['Basket', "Cart"]) + end + + describe 'new record?' do + it "should know if it hasn't been saved yet" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.new_record?.should be_true + end + + it "should know if it has been saved yet" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.save + experiment.new_record?.should be_false + end + end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart")
21
Saving an experiment multiple times should not create duplicate alternatives
0
.rb
rb
mit
splitrb/split
10069856
<NME> experiment_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "time" describe Split::Experiment do def new_experiment(goals = []) Split::Experiment.new("link_color", alternatives: ["blue", "red", "green"], goals: goals) end def alternative(color) Split::Alternative.new(color, "link_color") end let(:experiment) { new_experiment } let(:blue) { alternative("blue") } let(:green) { alternative("green") } experiment.save Split.redis.exists('basket_text').should be true end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should not save the start time to redis when start_manually is enabled" do expect(Split.configuration).to receive(:start_manually).and_return(true) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should save the selected algorithm to redis" do experiment_algorithm = Split::Algorithms::Whiplash experiment.algorithm = experiment_algorithm experiment.save expect(Split::ExperimentCatalog.find("basket_text").algorithm).to eq(experiment_algorithm) end it "should handle having a start time stored as a string" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).twice.and_return(experiment_start_time) experiment.save Split.redis.hset(:experiment_start_times, experiment.name, experiment_start_time.to_s) expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should handle not having a start time" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save Split.redis.hdel(:experiment_start_times, experiment.name) expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should not create duplicates when saving multiple times" do experiment.save experiment.save expect(Split.redis.exists?("basket_text")).to be true expect(Split.redis.lrange("basket_text", 0, -1)).to eq(['{"Basket":1}', '{"Cart":1}']) end describe "new record?" do it "should know if it hasn't been saved yet" do expect(experiment.new_record?).to be_truthy end it "should know if it has been saved yet" do experiment.save expect(experiment.new_record?).to be_falsey end end describe "control" do it "should be the first alternative" do experiment.save expect(experiment.control.name).to eq("Basket") end end end describe "initialization" do it "should set the algorithm when passed as an option to the initializer" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end it "should be possible to make an experiment not resettable" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) expect(experiment.resettable).to be_falsey end context "from configuration" do let(:experiment_name) { :my_experiment } let(:experiments) do { experiment_name => { alternatives: ["Control Opt", "Alt one"] } } end before { Split.configuration.experiments = experiments } it "assigns default values to the experiment" do expect(Split::Experiment.new(experiment_name).resettable).to eq(true) end end end describe "persistent configuration" do it "should persist resettable in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.resettable).to be_falsey end describe "#metadata" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash, metadata: meta) } let(:meta) { { a: "b" } } before do experiment.save end it "should delete the key when metadata is removed" do experiment.metadata = nil experiment.save expect(Split.redis.exists?(experiment.metadata_key)).to be_falsey end context "simple hash" do let(:meta) { { "basket" => "a", "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end context "nested hash" do let(:meta) { { "basket" => { "one" => "two" }, "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end end it "should persist algorithm in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.algorithm).to eq(Split::Algorithms::Whiplash) end it "should persist a new experiment in redis, that does not exist in the configuration file" do experiment = Split::Experiment.new("foobar", alternatives: ["tra", "la"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("foobar") expect(e).to eq(experiment) expect(e.alternatives.collect { |a| a.name }).to eq(["tra", "la"]) end end describe "deleting" do it "should delete itself" do experiment = Split::Experiment.new("basket_text", alternatives: [ "Basket", "Cart"]) experiment.save experiment.delete expect(Split.redis.exists?("link_color")).to be false expect(Split::ExperimentCatalog.find("link_color")).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.delete expect(experiment.version).to eq(1) end it "should call the on_experiment_delete hook" do expect(Split.configuration.on_experiment_delete).to receive(:call) experiment.delete end it "should call the on_before_experiment_delete hook" do expect(Split.configuration.on_before_experiment_delete).to receive(:call) experiment.delete end it "should reset the start time if the experiment should be manually started" do Split.configuration.start_manually = true experiment.start experiment.delete expect(experiment.start_time).to be_nil end it "should default cohorting back to false" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq(true) experiment.delete expect(experiment.cohorting_disabled?).to eq(false) end end describe "winner" do it "should have no winner initially" do expect(experiment.winner).to be_nil end end describe "winner=" do it "should allow you to specify a winner" do experiment.save experiment.winner = "red" expect(experiment.winner.name).to eq("red") end it "should call the on_experiment_winner_choose hook" do expect(Split.configuration.on_experiment_winner_choose).to receive(:call) experiment.winner = "green" end context "when has_winner state is memoized" do before { expect(experiment).to_not have_winner } it "should keep has_winner state consistent" do experiment.winner = "red" expect(experiment).to have_winner end end end describe "reset_winner" do before { experiment.winner = "green" } it "should reset the winner" do experiment.reset_winner expect(experiment.winner).to be_nil end context "when has_winner state is memoized" do before { expect(experiment).to have_winner } it "should keep has_winner state consistent" do experiment.reset_winner expect(experiment).to_not have_winner end end end describe "has_winner?" do context "with winner" do before { experiment.winner = "red" } it "returns true" do expect(experiment).to have_winner end end context "without winner" do it "returns false" do expect(experiment).to_not have_winner end end it "memoizes has_winner state" do expect(experiment).to receive(:winner).once expect(experiment).to_not have_winner expect(experiment).to_not have_winner end end describe "reset" do let(:reset_manually) { false } before do allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) experiment.save green.increment_participation green.increment_participation end it "should reset all alternatives" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end it "should reset the winner" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(experiment.winner).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.reset expect(experiment.version).to eq(1) end it "should call the on_experiment_reset hook" do expect(Split.configuration.on_experiment_reset).to receive(:call) experiment.reset end it "should call the on_before_experiment_reset hook" do expect(Split.configuration.on_before_experiment_reset).to receive(:call) experiment.reset end end describe "algorithm" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } it "should use the default algorithm if none is specified" do expect(experiment.algorithm).to eq(Split.configuration.algorithm) end it "should use the user specified algorithm for this experiment if specified" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end end describe "#next_alternative" do context "with multiple alternatives" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } context "with winner" do it "should always return the winner" do green = Split::Alternative.new("green", "link_color") experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation expect(experiment.next_alternative.name).to eq("green") end end context "without winner" do it "should use the specified algorithm" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to receive(:choose_alternative).and_return(Split::Alternative.new("green", "link_color")) expect(experiment.next_alternative.name).to eq("green") end end end context "with single alternative" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue") } it "should always return the only alternative" do expect(experiment.next_alternative.name).to eq("blue") expect(experiment.next_alternative.name).to eq("blue") end end end describe "#cohorting_disabled?" do it "returns false when nothing has been configured" do expect(experiment.cohorting_disabled?).to eq false end it "returns true when enable_cohorting is performed" do experiment.enable_cohorting expect(experiment.cohorting_disabled?).to eq false end it "returns false when nothing has been configured" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq true end end describe "changing an existing experiment" do def same_but_different_alternative Split::ExperimentCatalog.find_or_create("link_color", "blue", "yellow", "orange") end it "should reset an experiment if it is loaded with different alternatives" do experiment.save blue.participant_count = 5 same_experiment = same_but_different_alternative expect(same_experiment.alternatives.map(&:name)).to eq(["blue", "yellow", "orange"]) expect(blue.participant_count).to eq(0) end it "should only reset once" do experiment.save expect(experiment.version).to eq(0) same_experiment = same_but_different_alternative expect(same_experiment.version).to eq(1) same_experiment_again = same_but_different_alternative expect(same_experiment_again.version).to eq(1) end context "when metadata is changed" do it "should increase version" do experiment.save experiment.metadata = { "foo" => "bar" } expect { experiment.save }.to change { experiment.version }.by(1) end it "does not increase version" do experiment.metadata = nil experiment.save expect { experiment.save }.to change { experiment.version }.by(0) end end context "when experiment configuration is changed" do let(:reset_manually) { false } before do experiment.save allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) green.increment_participation green.increment_participation experiment.set_alternatives_and_options(alternatives: %w(blue red green zip), goals: %w(purchase)) experiment.save end it "resets all alternatives" do expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end context "when reset_manually is set" do let(:reset_manually) { true } it "does not reset alternatives" do expect(green.participant_count).to eq(2) expect(green.completed_count).to eq(0) end end end end describe "alternatives passed as non-strings" do it "should throw an exception if an alternative is passed that is not a string" do expect { Split::ExperimentCatalog.find_or_create("link_color", :blue, :red) }.to raise_error(ArgumentError) expect { Split::ExperimentCatalog.find_or_create("link_enabled", true, false) }.to raise_error(ArgumentError) end end describe "specifying weights" do let(:experiment_with_weight) { Split::ExperimentCatalog.find_or_create("link_color", { "blue" => 1 }, { "red" => 2 }) } it "should work for a new experiment" do expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end it "should work for an existing experiment" do experiment.save expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end end describe "specifying goals" do let(:experiment) { new_experiment(["purchase"]) } context "saving experiment" do let(:same_but_different_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["purchase", "refund"] }, "blue", "red", "green") } before { experiment.save } it "can find existing experiment" do expect(Split::ExperimentCatalog.find("link_color").name).to eq("link_color") end it "should reset an experiment if it is loaded with different goals" do same_but_different_goals expect(Split::ExperimentCatalog.find("link_color").goals).to eq(["purchase", "refund"]) end end it "should have goals" do expect(experiment.goals).to eq(["purchase"]) end context "find or create experiment" do it "should have correct goals" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.goals).to eq(["purchase", "refund"]) experiment = Split::ExperimentCatalog.find_or_create("link_color3", "blue", "red", "green") expect(experiment.goals).to eq([]) end end end describe "beta probability calculation" do it "should return a hash with the probability of each alternative being the best" do experiment = Split::ExperimentCatalog.find_or_create("mathematicians", "bernoulli", "poisson", "lagrange") experiment.calc_winning_alternatives expect(experiment.alternative_probabilities).not_to be_nil end it "should return between 46% and 54% probability for an experiment with 2 alternatives and no data" do experiment = Split::ExperimentCatalog.find_or_create("scientists", "einstein", "bohr") experiment.calc_winning_alternatives expect(experiment.alternatives[0].p_winner).to be_within(0.04).of(0.50) end it "should calculate the probability of being the winning alternative separately for each goal", skip: true do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") goal1 = experiment.goals[0] goal2 = experiment.goals[1] experiment.alternatives.each do |alternative| alternative.participant_count = 50 alternative.set_completed_count(10, goal1) alternative.set_completed_count(15+rand(30), goal2) end experiment.calc_winning_alternatives alt = experiment.alternatives[0] p_goal1 = alt.p_winner(goal1) p_goal2 = alt.p_winner(goal2) expect(p_goal1).not_to be_within(0.04).of(p_goal2) end it "should return nil and not re-calculate probabilities if they have already been calculated today" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.calc_winning_alternatives).not_to be nil expect(experiment.calc_winning_alternatives).to be nil end end end <MSG> Saving an experiment multiple times should not create duplicate alternatives <DFF> @@ -19,6 +19,27 @@ describe Split::Experiment do experiment.save Split.redis.exists('basket_text').should be true end + + it "should not create duplicates when saving multiple times" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.save + experiment.save + Split.redis.exists('basket_text').should be true + Split.redis.lrange('basket_text', 0, -1).should eql(['Basket', "Cart"]) + end + + describe 'new record?' do + it "should know if it hasn't been saved yet" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.new_record?.should be_true + end + + it "should know if it has been saved yet" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.save + experiment.new_record?.should be_false + end + end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart")
21
Saving an experiment multiple times should not create duplicate alternatives
0
.rb
rb
mit
splitrb/split
10069857
<NME> experiment_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "time" describe Split::Experiment do def new_experiment(goals = []) Split::Experiment.new("link_color", alternatives: ["blue", "red", "green"], goals: goals) end def alternative(color) Split::Alternative.new(color, "link_color") end let(:experiment) { new_experiment } let(:blue) { alternative("blue") } let(:green) { alternative("green") } experiment.save Split.redis.exists('basket_text').should be true end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should not save the start time to redis when start_manually is enabled" do expect(Split.configuration).to receive(:start_manually).and_return(true) experiment.save expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should save the selected algorithm to redis" do experiment_algorithm = Split::Algorithms::Whiplash experiment.algorithm = experiment_algorithm experiment.save expect(Split::ExperimentCatalog.find("basket_text").algorithm).to eq(experiment_algorithm) end it "should handle having a start time stored as a string" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).twice.and_return(experiment_start_time) experiment.save Split.redis.hset(:experiment_start_times, experiment.name, experiment_start_time.to_s) expect(Split::ExperimentCatalog.find("basket_text").start_time).to eq(experiment_start_time) end it "should handle not having a start time" do experiment_start_time = Time.parse("Sat Mar 03 14:01:03") expect(Time).to receive(:now).and_return(experiment_start_time) experiment.save Split.redis.hdel(:experiment_start_times, experiment.name) expect(Split::ExperimentCatalog.find("basket_text").start_time).to be_nil end it "should not create duplicates when saving multiple times" do experiment.save experiment.save expect(Split.redis.exists?("basket_text")).to be true expect(Split.redis.lrange("basket_text", 0, -1)).to eq(['{"Basket":1}', '{"Cart":1}']) end describe "new record?" do it "should know if it hasn't been saved yet" do expect(experiment.new_record?).to be_truthy end it "should know if it has been saved yet" do experiment.save expect(experiment.new_record?).to be_falsey end end describe "control" do it "should be the first alternative" do experiment.save expect(experiment.control.name).to eq("Basket") end end end describe "initialization" do it "should set the algorithm when passed as an option to the initializer" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end it "should be possible to make an experiment not resettable" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) expect(experiment.resettable).to be_falsey end context "from configuration" do let(:experiment_name) { :my_experiment } let(:experiments) do { experiment_name => { alternatives: ["Control Opt", "Alt one"] } } end before { Split.configuration.experiments = experiments } it "assigns default values to the experiment" do expect(Split::Experiment.new(experiment_name).resettable).to eq(true) end end end describe "persistent configuration" do it "should persist resettable in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], resettable: false) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.resettable).to be_falsey end describe "#metadata" do let(:experiment) { Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash, metadata: meta) } let(:meta) { { a: "b" } } before do experiment.save end it "should delete the key when metadata is removed" do experiment.metadata = nil experiment.save expect(Split.redis.exists?(experiment.metadata_key)).to be_falsey end context "simple hash" do let(:meta) { { "basket" => "a", "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end context "nested hash" do let(:meta) { { "basket" => { "one" => "two" }, "cart" => "b" } } it "should persist metadata in redis" do e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.metadata).to eq(meta) end end end it "should persist algorithm in redis" do experiment = Split::Experiment.new("basket_text", alternatives: ["Basket", "Cart"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("basket_text") expect(e).to eq(experiment) expect(e.algorithm).to eq(Split::Algorithms::Whiplash) end it "should persist a new experiment in redis, that does not exist in the configuration file" do experiment = Split::Experiment.new("foobar", alternatives: ["tra", "la"], algorithm: Split::Algorithms::Whiplash) experiment.save e = Split::ExperimentCatalog.find("foobar") expect(e).to eq(experiment) expect(e.alternatives.collect { |a| a.name }).to eq(["tra", "la"]) end end describe "deleting" do it "should delete itself" do experiment = Split::Experiment.new("basket_text", alternatives: [ "Basket", "Cart"]) experiment.save experiment.delete expect(Split.redis.exists?("link_color")).to be false expect(Split::ExperimentCatalog.find("link_color")).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.delete expect(experiment.version).to eq(1) end it "should call the on_experiment_delete hook" do expect(Split.configuration.on_experiment_delete).to receive(:call) experiment.delete end it "should call the on_before_experiment_delete hook" do expect(Split.configuration.on_before_experiment_delete).to receive(:call) experiment.delete end it "should reset the start time if the experiment should be manually started" do Split.configuration.start_manually = true experiment.start experiment.delete expect(experiment.start_time).to be_nil end it "should default cohorting back to false" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq(true) experiment.delete expect(experiment.cohorting_disabled?).to eq(false) end end describe "winner" do it "should have no winner initially" do expect(experiment.winner).to be_nil end end describe "winner=" do it "should allow you to specify a winner" do experiment.save experiment.winner = "red" expect(experiment.winner.name).to eq("red") end it "should call the on_experiment_winner_choose hook" do expect(Split.configuration.on_experiment_winner_choose).to receive(:call) experiment.winner = "green" end context "when has_winner state is memoized" do before { expect(experiment).to_not have_winner } it "should keep has_winner state consistent" do experiment.winner = "red" expect(experiment).to have_winner end end end describe "reset_winner" do before { experiment.winner = "green" } it "should reset the winner" do experiment.reset_winner expect(experiment.winner).to be_nil end context "when has_winner state is memoized" do before { expect(experiment).to have_winner } it "should keep has_winner state consistent" do experiment.reset_winner expect(experiment).to_not have_winner end end end describe "has_winner?" do context "with winner" do before { experiment.winner = "red" } it "returns true" do expect(experiment).to have_winner end end context "without winner" do it "returns false" do expect(experiment).to_not have_winner end end it "memoizes has_winner state" do expect(experiment).to receive(:winner).once expect(experiment).to_not have_winner expect(experiment).to_not have_winner end end describe "reset" do let(:reset_manually) { false } before do allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) experiment.save green.increment_participation green.increment_participation end it "should reset all alternatives" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end it "should reset the winner" do experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation experiment.reset expect(experiment.winner).to be_nil end it "should increment the version" do expect(experiment.version).to eq(0) experiment.reset expect(experiment.version).to eq(1) end it "should call the on_experiment_reset hook" do expect(Split.configuration.on_experiment_reset).to receive(:call) experiment.reset end it "should call the on_before_experiment_reset hook" do expect(Split.configuration.on_before_experiment_reset).to receive(:call) experiment.reset end end describe "algorithm" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } it "should use the default algorithm if none is specified" do expect(experiment.algorithm).to eq(Split.configuration.algorithm) end it "should use the user specified algorithm for this experiment if specified" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to eq(Split::Algorithms::Whiplash) end end describe "#next_alternative" do context "with multiple alternatives" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red", "green") } context "with winner" do it "should always return the winner" do green = Split::Alternative.new("green", "link_color") experiment.winner = "green" expect(experiment.next_alternative.name).to eq("green") green.increment_participation expect(experiment.next_alternative.name).to eq("green") end end context "without winner" do it "should use the specified algorithm" do experiment.algorithm = Split::Algorithms::Whiplash expect(experiment.algorithm).to receive(:choose_alternative).and_return(Split::Alternative.new("green", "link_color")) expect(experiment.next_alternative.name).to eq("green") end end end context "with single alternative" do let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue") } it "should always return the only alternative" do expect(experiment.next_alternative.name).to eq("blue") expect(experiment.next_alternative.name).to eq("blue") end end end describe "#cohorting_disabled?" do it "returns false when nothing has been configured" do expect(experiment.cohorting_disabled?).to eq false end it "returns true when enable_cohorting is performed" do experiment.enable_cohorting expect(experiment.cohorting_disabled?).to eq false end it "returns false when nothing has been configured" do experiment.disable_cohorting expect(experiment.cohorting_disabled?).to eq true end end describe "changing an existing experiment" do def same_but_different_alternative Split::ExperimentCatalog.find_or_create("link_color", "blue", "yellow", "orange") end it "should reset an experiment if it is loaded with different alternatives" do experiment.save blue.participant_count = 5 same_experiment = same_but_different_alternative expect(same_experiment.alternatives.map(&:name)).to eq(["blue", "yellow", "orange"]) expect(blue.participant_count).to eq(0) end it "should only reset once" do experiment.save expect(experiment.version).to eq(0) same_experiment = same_but_different_alternative expect(same_experiment.version).to eq(1) same_experiment_again = same_but_different_alternative expect(same_experiment_again.version).to eq(1) end context "when metadata is changed" do it "should increase version" do experiment.save experiment.metadata = { "foo" => "bar" } expect { experiment.save }.to change { experiment.version }.by(1) end it "does not increase version" do experiment.metadata = nil experiment.save expect { experiment.save }.to change { experiment.version }.by(0) end end context "when experiment configuration is changed" do let(:reset_manually) { false } before do experiment.save allow(Split.configuration).to receive(:reset_manually).and_return(reset_manually) green.increment_participation green.increment_participation experiment.set_alternatives_and_options(alternatives: %w(blue red green zip), goals: %w(purchase)) experiment.save end it "resets all alternatives" do expect(green.participant_count).to eq(0) expect(green.completed_count).to eq(0) end context "when reset_manually is set" do let(:reset_manually) { true } it "does not reset alternatives" do expect(green.participant_count).to eq(2) expect(green.completed_count).to eq(0) end end end end describe "alternatives passed as non-strings" do it "should throw an exception if an alternative is passed that is not a string" do expect { Split::ExperimentCatalog.find_or_create("link_color", :blue, :red) }.to raise_error(ArgumentError) expect { Split::ExperimentCatalog.find_or_create("link_enabled", true, false) }.to raise_error(ArgumentError) end end describe "specifying weights" do let(:experiment_with_weight) { Split::ExperimentCatalog.find_or_create("link_color", { "blue" => 1 }, { "red" => 2 }) } it "should work for a new experiment" do expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end it "should work for an existing experiment" do experiment.save expect(experiment_with_weight.alternatives.map(&:weight)).to eq([1, 2]) end end describe "specifying goals" do let(:experiment) { new_experiment(["purchase"]) } context "saving experiment" do let(:same_but_different_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["purchase", "refund"] }, "blue", "red", "green") } before { experiment.save } it "can find existing experiment" do expect(Split::ExperimentCatalog.find("link_color").name).to eq("link_color") end it "should reset an experiment if it is loaded with different goals" do same_but_different_goals expect(Split::ExperimentCatalog.find("link_color").goals).to eq(["purchase", "refund"]) end end it "should have goals" do expect(experiment.goals).to eq(["purchase"]) end context "find or create experiment" do it "should have correct goals" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.goals).to eq(["purchase", "refund"]) experiment = Split::ExperimentCatalog.find_or_create("link_color3", "blue", "red", "green") expect(experiment.goals).to eq([]) end end end describe "beta probability calculation" do it "should return a hash with the probability of each alternative being the best" do experiment = Split::ExperimentCatalog.find_or_create("mathematicians", "bernoulli", "poisson", "lagrange") experiment.calc_winning_alternatives expect(experiment.alternative_probabilities).not_to be_nil end it "should return between 46% and 54% probability for an experiment with 2 alternatives and no data" do experiment = Split::ExperimentCatalog.find_or_create("scientists", "einstein", "bohr") experiment.calc_winning_alternatives expect(experiment.alternatives[0].p_winner).to be_within(0.04).of(0.50) end it "should calculate the probability of being the winning alternative separately for each goal", skip: true do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") goal1 = experiment.goals[0] goal2 = experiment.goals[1] experiment.alternatives.each do |alternative| alternative.participant_count = 50 alternative.set_completed_count(10, goal1) alternative.set_completed_count(15+rand(30), goal2) end experiment.calc_winning_alternatives alt = experiment.alternatives[0] p_goal1 = alt.p_winner(goal1) p_goal2 = alt.p_winner(goal2) expect(p_goal1).not_to be_within(0.04).of(p_goal2) end it "should return nil and not re-calculate probabilities if they have already been calculated today" do experiment = Split::ExperimentCatalog.find_or_create({ "link_color3" => ["purchase", "refund"] }, "blue", "red", "green") expect(experiment.calc_winning_alternatives).not_to be nil expect(experiment.calc_winning_alternatives).to be nil end end end <MSG> Saving an experiment multiple times should not create duplicate alternatives <DFF> @@ -19,6 +19,27 @@ describe Split::Experiment do experiment.save Split.redis.exists('basket_text').should be true end + + it "should not create duplicates when saving multiple times" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.save + experiment.save + Split.redis.exists('basket_text').should be true + Split.redis.lrange('basket_text', 0, -1).should eql(['Basket', "Cart"]) + end + + describe 'new record?' do + it "should know if it hasn't been saved yet" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.new_record?.should be_true + end + + it "should know if it has been saved yet" do + experiment = Split::Experiment.new('basket_text', 'Basket', "Cart") + experiment.save + experiment.new_record?.should be_false + end + end it "should return an existing experiment" do experiment = Split::Experiment.new('basket_text', 'Basket', "Cart")
21
Saving an experiment multiple times should not create duplicate alternatives
0
.rb
rb
mit
splitrb/split
10069858
<NME> dashboard_helpers_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "split/dashboard/helpers" describe Split::DashboardHelpers do describe 'confidence_level' do it 'should handle very small numbers' do confidence_level(Complex(2e-18, -0.03)).should eql('No Change') end it "should consider a z-score of 1.645 < z < 1.96 as 95% confident" do confidence_level(1.80).should eql('95% confidence') end end end describe "#round" do it "can round number strings" do expect(round("3.1415")).to eq BigDecimal("3.14") end it "can round number strings for precsion" do expect(round("3.1415", 1)).to eq BigDecimal("3.1") end it "can handle invalid number strings" do expect(round("N/A")).to be_zero end end end end <MSG> Merge pull request #221 from caser/zscore-fix Zscore fix <DFF> @@ -6,12 +6,22 @@ include Split::DashboardHelpers describe Split::DashboardHelpers do describe 'confidence_level' do it 'should handle very small numbers' do - confidence_level(Complex(2e-18, -0.03)).should eql('No Change') + confidence_level(Complex(2e-18, -0.03)).should eql('Insufficient confidence') end - it "should consider a z-score of 1.645 < z < 1.96 as 95% confident" do - confidence_level(1.80).should eql('95% confidence') + it "should consider a z-score of 1.65 <= z < 1.96 as 90% confident" do + confidence_level(1.65).should eql('90% confidence') + confidence_level(1.80).should eql('90% confidence') end + it "should consider a z-score of 1.96 <= z < 2.58 as 95% confident" do + confidence_level(1.96).should eql('95% confidence') + confidence_level(2.00).should eql('95% confidence') + end + + it "should consider a z-score of z >= 2.58 as 95% confident" do + confidence_level(2.58).should eql('99% confidence') + confidence_level(3.00).should eql('99% confidence') + end end end
13
Merge pull request #221 from caser/zscore-fix
3
.rb
rb
mit
splitrb/split
10069859
<NME> dashboard_helpers_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "split/dashboard/helpers" describe Split::DashboardHelpers do describe 'confidence_level' do it 'should handle very small numbers' do confidence_level(Complex(2e-18, -0.03)).should eql('No Change') end it "should consider a z-score of 1.645 < z < 1.96 as 95% confident" do confidence_level(1.80).should eql('95% confidence') end end end describe "#round" do it "can round number strings" do expect(round("3.1415")).to eq BigDecimal("3.14") end it "can round number strings for precsion" do expect(round("3.1415", 1)).to eq BigDecimal("3.1") end it "can handle invalid number strings" do expect(round("N/A")).to be_zero end end end end <MSG> Merge pull request #221 from caser/zscore-fix Zscore fix <DFF> @@ -6,12 +6,22 @@ include Split::DashboardHelpers describe Split::DashboardHelpers do describe 'confidence_level' do it 'should handle very small numbers' do - confidence_level(Complex(2e-18, -0.03)).should eql('No Change') + confidence_level(Complex(2e-18, -0.03)).should eql('Insufficient confidence') end - it "should consider a z-score of 1.645 < z < 1.96 as 95% confident" do - confidence_level(1.80).should eql('95% confidence') + it "should consider a z-score of 1.65 <= z < 1.96 as 90% confident" do + confidence_level(1.65).should eql('90% confidence') + confidence_level(1.80).should eql('90% confidence') end + it "should consider a z-score of 1.96 <= z < 2.58 as 95% confident" do + confidence_level(1.96).should eql('95% confidence') + confidence_level(2.00).should eql('95% confidence') + end + + it "should consider a z-score of z >= 2.58 as 95% confident" do + confidence_level(2.58).should eql('99% confidence') + confidence_level(3.00).should eql('99% confidence') + end end end
13
Merge pull request #221 from caser/zscore-fix
3
.rb
rb
mit
splitrb/split
10069860
<NME> dashboard_helpers_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "split/dashboard/helpers" describe Split::DashboardHelpers do describe 'confidence_level' do it 'should handle very small numbers' do confidence_level(Complex(2e-18, -0.03)).should eql('No Change') end it "should consider a z-score of 1.645 < z < 1.96 as 95% confident" do confidence_level(1.80).should eql('95% confidence') end end end describe "#round" do it "can round number strings" do expect(round("3.1415")).to eq BigDecimal("3.14") end it "can round number strings for precsion" do expect(round("3.1415", 1)).to eq BigDecimal("3.1") end it "can handle invalid number strings" do expect(round("N/A")).to be_zero end end end end <MSG> Merge pull request #221 from caser/zscore-fix Zscore fix <DFF> @@ -6,12 +6,22 @@ include Split::DashboardHelpers describe Split::DashboardHelpers do describe 'confidence_level' do it 'should handle very small numbers' do - confidence_level(Complex(2e-18, -0.03)).should eql('No Change') + confidence_level(Complex(2e-18, -0.03)).should eql('Insufficient confidence') end - it "should consider a z-score of 1.645 < z < 1.96 as 95% confident" do - confidence_level(1.80).should eql('95% confidence') + it "should consider a z-score of 1.65 <= z < 1.96 as 90% confident" do + confidence_level(1.65).should eql('90% confidence') + confidence_level(1.80).should eql('90% confidence') end + it "should consider a z-score of 1.96 <= z < 2.58 as 95% confident" do + confidence_level(1.96).should eql('95% confidence') + confidence_level(2.00).should eql('95% confidence') + end + + it "should consider a z-score of z >= 2.58 as 95% confident" do + confidence_level(2.58).should eql('99% confidence') + confidence_level(3.00).should eql('99% confidence') + end end end
13
Merge pull request #221 from caser/zscore-fix
3
.rb
rb
mit
splitrb/split
10069861
<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` You now have a Redis daemon running on port `6379`. ### Setup ```bash gem install split ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ```ruby ab_test(:my_first_experiment) ``` and: ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" ``` or in views: ```erb <% ab_test("my_first_experiment") do |alternative, meta| %> <%= alternative %> <small><%= meta['text'] %></small> <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ## Development Source hosted at [GitHub](http://github.com/splitrb/split). Report Issues/Feature requests on [GitHub Issues](http://github.com/splitrb/split/issues). Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby) Tests can be ran with `rake spec` ### Note on Patches/Pull Requests ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Merge pull request #397 from henrik/doc-tests Clarify test running instructions <DFF> @@ -700,11 +700,19 @@ Over 70 different people have contributed to the project, you can see them all h ## Development +Run the tests like this: + + # Start a Redis server in another tab. + redis-server + + bundle + rake spec + Source hosted at [GitHub](http://github.com/splitrb/split). + Report Issues/Feature requests on [GitHub Issues](http://github.com/splitrb/split/issues). -Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby) -Tests can be ran with `rake spec` +Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Note on Patches/Pull Requests
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Merge pull request #397 from henrik/doc-tests
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<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` You now have a Redis daemon running on port `6379`. ### Setup ```bash gem install split ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ```ruby ab_test(:my_first_experiment) ``` and: ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" ``` or in views: ```erb <% ab_test("my_first_experiment") do |alternative, meta| %> <%= alternative %> <small><%= meta['text'] %></small> <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ## Development Source hosted at [GitHub](http://github.com/splitrb/split). Report Issues/Feature requests on [GitHub Issues](http://github.com/splitrb/split/issues). Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby) Tests can be ran with `rake spec` ### Note on Patches/Pull Requests ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Merge pull request #397 from henrik/doc-tests Clarify test running instructions <DFF> @@ -700,11 +700,19 @@ Over 70 different people have contributed to the project, you can see them all h ## Development +Run the tests like this: + + # Start a Redis server in another tab. + redis-server + + bundle + rake spec + Source hosted at [GitHub](http://github.com/splitrb/split). + Report Issues/Feature requests on [GitHub Issues](http://github.com/splitrb/split/issues). -Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby) -Tests can be ran with `rake spec` +Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Note on Patches/Pull Requests
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<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` You now have a Redis daemon running on port `6379`. ### Setup ```bash gem install split ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ```ruby ab_test(:my_first_experiment) ``` and: ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" ``` or in views: ```erb <% ab_test("my_first_experiment") do |alternative, meta| %> <%= alternative %> <small><%= meta['text'] %></small> <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ## Development Source hosted at [GitHub](http://github.com/splitrb/split). Report Issues/Feature requests on [GitHub Issues](http://github.com/splitrb/split/issues). Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby) Tests can be ran with `rake spec` ### Note on Patches/Pull Requests ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Merge pull request #397 from henrik/doc-tests Clarify test running instructions <DFF> @@ -700,11 +700,19 @@ Over 70 different people have contributed to the project, you can see them all h ## Development +Run the tests like this: + + # Start a Redis server in another tab. + redis-server + + bundle + rake spec + Source hosted at [GitHub](http://github.com/splitrb/split). + Report Issues/Feature requests on [GitHub Issues](http://github.com/splitrb/split/issues). -Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby) -Tests can be ran with `rake spec` +Discussion at [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Note on Patches/Pull Requests
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Merge pull request #397 from henrik/doc-tests
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splitrb/split
10069864
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 2 MINOR = 2 PATCH = 0 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v3.0.0 <DFF> @@ -1,7 +1,7 @@ # frozen_string_literal: true module Split - MAJOR = 2 - MINOR = 2 + MAJOR = 3 + MINOR = 0 PATCH = 0 VERSION = [MAJOR, MINOR, PATCH].join('.') end
2
v3.0.0
2
.rb
rb
mit
splitrb/split
10069865
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 2 MINOR = 2 PATCH = 0 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v3.0.0 <DFF> @@ -1,7 +1,7 @@ # frozen_string_literal: true module Split - MAJOR = 2 - MINOR = 2 + MAJOR = 3 + MINOR = 0 PATCH = 0 VERSION = [MAJOR, MINOR, PATCH].join('.') end
2
v3.0.0
2
.rb
rb
mit
splitrb/split
10069866
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 2 MINOR = 2 PATCH = 0 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v3.0.0 <DFF> @@ -1,7 +1,7 @@ # frozen_string_literal: true module Split - MAJOR = 2 - MINOR = 2 + MAJOR = 3 + MINOR = 0 PATCH = 0 VERSION = [MAJOR, MINOR, PATCH].join('.') end
2
v3.0.0
2
.rb
rb
mit
splitrb/split
10069867
<NME> helper.rb <BEF> # frozen_string_literal: true module Split module Helper OVERRIDE_PARAM_NAME = "ab_test" module_function def ab_test(metric_descriptor, control = nil, *alternatives) begin experiment = ExperimentCatalog.find_or_initialize(metric_descriptor, control, *alternatives) alternative = if Split.configuration.enabled && !exclude_visitor? experiment.save raise(Split::InvalidExperimentsFormatError) unless (Split.configuration.experiments || {}).fetch(experiment.name.to_sym, {})[:combined_experiments].nil? trial = Trial.new(user: ab_user, experiment: experiment, override: override_alternative(experiment.name), exclude: exclude_visitor?, disabled: split_generically_disabled?) alt = trial.choose!(self) alt ? alt.name : nil else control_variable(experiment.control) end rescue Errno::ECONNREFUSED, Redis::BaseError, SocketError => e raise(e) unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) if Split.configuration.db_failover_allow_parameter_override alternative = override_alternative(experiment.name) if override_present?(experiment.name) alternative = control_variable(experiment.control) if split_generically_disabled? end ensure alternative ||= control_variable(experiment.control) end if block_given? metadata = experiment.metadata[alternative] if experiment.metadata yield(alternative, metadata || {}) else alternative end end def reset!(experiment) ab_user.delete(experiment.key) end def finish_experiment(experiment, options = { reset: true }) return false if active_experiments[experiment.name].nil? return true if experiment.has_winner? should_reset = experiment.resettable? && options[:reset] if ab_user[experiment.finished_key] && !should_reset true else alternative_name = ab_user[experiment.key] trial = Trial.new( user: ab_user, experiment: experiment, alternative: alternative_name, goals: options[:goals], ) trial.complete!(self) if should_reset reset!(experiment) else ab_user[experiment.finished_key] = true end end end def ab_finished(metric_descriptor, options = { reset: true }) return if exclude_visitor? || Split.configuration.disabled? metric_descriptor, goals = normalize_metric(metric_descriptor) experiments = Metric.possible_experiments(metric_descriptor) if experiments.any? experiments.each do |experiment| next if override_present?(experiment.key) finish_experiment(experiment, options.merge(goals: goals)) end end rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def ab_record_extra_info(metric_descriptor, key, value = 1) return if exclude_visitor? || Split.configuration.disabled? metric_descriptor, _ = normalize_metric(metric_descriptor) experiments = Metric.possible_experiments(metric_descriptor) if experiments.any? experiments.each do |experiment| alternative_name = ab_user[experiment.key] if alternative_name alternative = experiment.alternatives.find { |alt| alt.name == alternative_name } alternative.record_extra_info(key, value) if alternative end end end rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def ab_active_experiments ab_user.active_experiments rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def override_present?(experiment_name) override_alternative_by_params(experiment_name) || override_alternative_by_cookies(experiment_name) end def override_alternative(experiment_name) override_alternative_by_params(experiment_name) || override_alternative_by_cookies(experiment_name) end def override_alternative_by_params(experiment_name) defined?(params) && params[OVERRIDE_PARAM_NAME] && params[OVERRIDE_PARAM_NAME][experiment_name] end def override_alternative_by_cookies(experiment_name) return unless defined?(request) if request.cookies && request.cookies.key?("split_override") experiments = JSON.parse(request.cookies["split_override"]) rescue {} experiments[experiment_name] end end def split_generically_disabled? defined?(params) && params["SPLIT_DISABLE"] end def ab_user if control.nil? && alternatives.length.zero? experiment = Experiment.find(experiment_name) raise ExperimentNotFound("#{experiment_name} not found") if experiment.nil? else experiment = Split::Experiment.find_or_create(experiment_name, *([control] + alternatives)) end def is_robot? defined?(request) && request.user_agent =~ Split.configuration.robot_regex end def is_preview? defined?(request) && defined?(request.headers) && request.headers["x-purpose"] == "preview" end def is_ignored_ip_address? return false if Split.configuration.ignore_ip_addresses.empty? Split.configuration.ignore_ip_addresses.each do |ip| return true if defined?(request) && (request.ip == ip || (ip.class == Regexp && request.ip =~ ip)) end false end def active_experiments ab_user.active_experiments end def normalize_metric(metric_descriptor) if Hash === metric_descriptor experiment_name = metric_descriptor.keys.first goals = Array(metric_descriptor.values.first) else experiment_name = metric_descriptor goals = [] end return experiment_name, goals end def control_variable(control) Hash === control ? control.keys.first.to_s : control.to_s end end end <MSG> Fix error initialization <DFF> @@ -141,7 +141,7 @@ module Split if control.nil? && alternatives.length.zero? experiment = Experiment.find(experiment_name) - raise ExperimentNotFound("#{experiment_name} not found") if experiment.nil? + raise ExperimentNotFound.new("#{experiment_name} not found") if experiment.nil? else experiment = Split::Experiment.find_or_create(experiment_name, *([control] + alternatives)) end
1
Fix error initialization
1
.rb
rb
mit
splitrb/split
10069868
<NME> helper.rb <BEF> # frozen_string_literal: true module Split module Helper OVERRIDE_PARAM_NAME = "ab_test" module_function def ab_test(metric_descriptor, control = nil, *alternatives) begin experiment = ExperimentCatalog.find_or_initialize(metric_descriptor, control, *alternatives) alternative = if Split.configuration.enabled && !exclude_visitor? experiment.save raise(Split::InvalidExperimentsFormatError) unless (Split.configuration.experiments || {}).fetch(experiment.name.to_sym, {})[:combined_experiments].nil? trial = Trial.new(user: ab_user, experiment: experiment, override: override_alternative(experiment.name), exclude: exclude_visitor?, disabled: split_generically_disabled?) alt = trial.choose!(self) alt ? alt.name : nil else control_variable(experiment.control) end rescue Errno::ECONNREFUSED, Redis::BaseError, SocketError => e raise(e) unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) if Split.configuration.db_failover_allow_parameter_override alternative = override_alternative(experiment.name) if override_present?(experiment.name) alternative = control_variable(experiment.control) if split_generically_disabled? end ensure alternative ||= control_variable(experiment.control) end if block_given? metadata = experiment.metadata[alternative] if experiment.metadata yield(alternative, metadata || {}) else alternative end end def reset!(experiment) ab_user.delete(experiment.key) end def finish_experiment(experiment, options = { reset: true }) return false if active_experiments[experiment.name].nil? return true if experiment.has_winner? should_reset = experiment.resettable? && options[:reset] if ab_user[experiment.finished_key] && !should_reset true else alternative_name = ab_user[experiment.key] trial = Trial.new( user: ab_user, experiment: experiment, alternative: alternative_name, goals: options[:goals], ) trial.complete!(self) if should_reset reset!(experiment) else ab_user[experiment.finished_key] = true end end end def ab_finished(metric_descriptor, options = { reset: true }) return if exclude_visitor? || Split.configuration.disabled? metric_descriptor, goals = normalize_metric(metric_descriptor) experiments = Metric.possible_experiments(metric_descriptor) if experiments.any? experiments.each do |experiment| next if override_present?(experiment.key) finish_experiment(experiment, options.merge(goals: goals)) end end rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def ab_record_extra_info(metric_descriptor, key, value = 1) return if exclude_visitor? || Split.configuration.disabled? metric_descriptor, _ = normalize_metric(metric_descriptor) experiments = Metric.possible_experiments(metric_descriptor) if experiments.any? experiments.each do |experiment| alternative_name = ab_user[experiment.key] if alternative_name alternative = experiment.alternatives.find { |alt| alt.name == alternative_name } alternative.record_extra_info(key, value) if alternative end end end rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def ab_active_experiments ab_user.active_experiments rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def override_present?(experiment_name) override_alternative_by_params(experiment_name) || override_alternative_by_cookies(experiment_name) end def override_alternative(experiment_name) override_alternative_by_params(experiment_name) || override_alternative_by_cookies(experiment_name) end def override_alternative_by_params(experiment_name) defined?(params) && params[OVERRIDE_PARAM_NAME] && params[OVERRIDE_PARAM_NAME][experiment_name] end def override_alternative_by_cookies(experiment_name) return unless defined?(request) if request.cookies && request.cookies.key?("split_override") experiments = JSON.parse(request.cookies["split_override"]) rescue {} experiments[experiment_name] end end def split_generically_disabled? defined?(params) && params["SPLIT_DISABLE"] end def ab_user if control.nil? && alternatives.length.zero? experiment = Experiment.find(experiment_name) raise ExperimentNotFound("#{experiment_name} not found") if experiment.nil? else experiment = Split::Experiment.find_or_create(experiment_name, *([control] + alternatives)) end def is_robot? defined?(request) && request.user_agent =~ Split.configuration.robot_regex end def is_preview? defined?(request) && defined?(request.headers) && request.headers["x-purpose"] == "preview" end def is_ignored_ip_address? return false if Split.configuration.ignore_ip_addresses.empty? Split.configuration.ignore_ip_addresses.each do |ip| return true if defined?(request) && (request.ip == ip || (ip.class == Regexp && request.ip =~ ip)) end false end def active_experiments ab_user.active_experiments end def normalize_metric(metric_descriptor) if Hash === metric_descriptor experiment_name = metric_descriptor.keys.first goals = Array(metric_descriptor.values.first) else experiment_name = metric_descriptor goals = [] end return experiment_name, goals end def control_variable(control) Hash === control ? control.keys.first.to_s : control.to_s end end end <MSG> Fix error initialization <DFF> @@ -141,7 +141,7 @@ module Split if control.nil? && alternatives.length.zero? experiment = Experiment.find(experiment_name) - raise ExperimentNotFound("#{experiment_name} not found") if experiment.nil? + raise ExperimentNotFound.new("#{experiment_name} not found") if experiment.nil? else experiment = Split::Experiment.find_or_create(experiment_name, *([control] + alternatives)) end
1
Fix error initialization
1
.rb
rb
mit
splitrb/split
10069869
<NME> helper.rb <BEF> # frozen_string_literal: true module Split module Helper OVERRIDE_PARAM_NAME = "ab_test" module_function def ab_test(metric_descriptor, control = nil, *alternatives) begin experiment = ExperimentCatalog.find_or_initialize(metric_descriptor, control, *alternatives) alternative = if Split.configuration.enabled && !exclude_visitor? experiment.save raise(Split::InvalidExperimentsFormatError) unless (Split.configuration.experiments || {}).fetch(experiment.name.to_sym, {})[:combined_experiments].nil? trial = Trial.new(user: ab_user, experiment: experiment, override: override_alternative(experiment.name), exclude: exclude_visitor?, disabled: split_generically_disabled?) alt = trial.choose!(self) alt ? alt.name : nil else control_variable(experiment.control) end rescue Errno::ECONNREFUSED, Redis::BaseError, SocketError => e raise(e) unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) if Split.configuration.db_failover_allow_parameter_override alternative = override_alternative(experiment.name) if override_present?(experiment.name) alternative = control_variable(experiment.control) if split_generically_disabled? end ensure alternative ||= control_variable(experiment.control) end if block_given? metadata = experiment.metadata[alternative] if experiment.metadata yield(alternative, metadata || {}) else alternative end end def reset!(experiment) ab_user.delete(experiment.key) end def finish_experiment(experiment, options = { reset: true }) return false if active_experiments[experiment.name].nil? return true if experiment.has_winner? should_reset = experiment.resettable? && options[:reset] if ab_user[experiment.finished_key] && !should_reset true else alternative_name = ab_user[experiment.key] trial = Trial.new( user: ab_user, experiment: experiment, alternative: alternative_name, goals: options[:goals], ) trial.complete!(self) if should_reset reset!(experiment) else ab_user[experiment.finished_key] = true end end end def ab_finished(metric_descriptor, options = { reset: true }) return if exclude_visitor? || Split.configuration.disabled? metric_descriptor, goals = normalize_metric(metric_descriptor) experiments = Metric.possible_experiments(metric_descriptor) if experiments.any? experiments.each do |experiment| next if override_present?(experiment.key) finish_experiment(experiment, options.merge(goals: goals)) end end rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def ab_record_extra_info(metric_descriptor, key, value = 1) return if exclude_visitor? || Split.configuration.disabled? metric_descriptor, _ = normalize_metric(metric_descriptor) experiments = Metric.possible_experiments(metric_descriptor) if experiments.any? experiments.each do |experiment| alternative_name = ab_user[experiment.key] if alternative_name alternative = experiment.alternatives.find { |alt| alt.name == alternative_name } alternative.record_extra_info(key, value) if alternative end end end rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def ab_active_experiments ab_user.active_experiments rescue => e raise unless Split.configuration.db_failover Split.configuration.db_failover_on_db_error.call(e) end def override_present?(experiment_name) override_alternative_by_params(experiment_name) || override_alternative_by_cookies(experiment_name) end def override_alternative(experiment_name) override_alternative_by_params(experiment_name) || override_alternative_by_cookies(experiment_name) end def override_alternative_by_params(experiment_name) defined?(params) && params[OVERRIDE_PARAM_NAME] && params[OVERRIDE_PARAM_NAME][experiment_name] end def override_alternative_by_cookies(experiment_name) return unless defined?(request) if request.cookies && request.cookies.key?("split_override") experiments = JSON.parse(request.cookies["split_override"]) rescue {} experiments[experiment_name] end end def split_generically_disabled? defined?(params) && params["SPLIT_DISABLE"] end def ab_user if control.nil? && alternatives.length.zero? experiment = Experiment.find(experiment_name) raise ExperimentNotFound("#{experiment_name} not found") if experiment.nil? else experiment = Split::Experiment.find_or_create(experiment_name, *([control] + alternatives)) end def is_robot? defined?(request) && request.user_agent =~ Split.configuration.robot_regex end def is_preview? defined?(request) && defined?(request.headers) && request.headers["x-purpose"] == "preview" end def is_ignored_ip_address? return false if Split.configuration.ignore_ip_addresses.empty? Split.configuration.ignore_ip_addresses.each do |ip| return true if defined?(request) && (request.ip == ip || (ip.class == Regexp && request.ip =~ ip)) end false end def active_experiments ab_user.active_experiments end def normalize_metric(metric_descriptor) if Hash === metric_descriptor experiment_name = metric_descriptor.keys.first goals = Array(metric_descriptor.values.first) else experiment_name = metric_descriptor goals = [] end return experiment_name, goals end def control_variable(control) Hash === control ? control.keys.first.to_s : control.to_s end end end <MSG> Fix error initialization <DFF> @@ -141,7 +141,7 @@ module Split if control.nil? && alternatives.length.zero? experiment = Experiment.find(experiment_name) - raise ExperimentNotFound("#{experiment_name} not found") if experiment.nil? + raise ExperimentNotFound.new("#{experiment_name} not found") if experiment.nil? else experiment = Split::Experiment.find_or_create(experiment_name, *([control] + alternatives)) end
1
Fix error initialization
1
.rb
rb
mit
splitrb/split
10069870
<NME> split.gemspec <BEF> # -*- encoding: utf-8 -*- # frozen_string_literal: true $:.push File.expand_path("../lib", __FILE__) require "split/version" Gem::Specification.new do |s| s.name = "split" s.version = Split::VERSION s.platform = Gem::Platform::RUBY s.authors = ["Andrew Nesbitt"] s.licenses = ["MIT"] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" s.summary = "Rack based split testing framework" s.metadata = { "homepage_uri" => "https://github.com/splitrb/split", "changelog_uri" => "https://github.com/splitrb/split/blob/main/CHANGELOG.md", "source_code_uri" => "https://github.com/splitrb/split", "bug_tracker_uri" => "https://github.com/splitrb/split/issues", "wiki_uri" => "https://github.com/splitrb/split/wiki", "mailing_list_uri" => "https://groups.google.com/d/forum/split-ruby" } s.required_ruby_version = ">= 2.5.0" s.required_rubygems_version = ">= 2.0.0" s.files = `git ls-files`.split("\n") s.test_files = `git ls-files -- {test,spec,features}/*`.split("\n") s.add_development_dependency 'rake' s.add_development_dependency 'bundler', '~> 1.6.5' s.add_development_dependency 'rspec', '~> 3.0' s.add_development_dependency 'rack-test', '~> 0.6.2' s.add_development_dependency 'coveralls' end s.add_development_dependency "bundler", ">= 1.17" s.add_development_dependency "simplecov", "~> 0.15" s.add_development_dependency "rack-test", "~> 2.0" s.add_development_dependency "rake", "~> 13" s.add_development_dependency "rspec", "~> 3.7" s.add_development_dependency "pry", "~> 0.10" s.add_development_dependency "rails", ">= 5.0" end <MSG> Looser rack-test dependency <DFF> @@ -31,6 +31,6 @@ Gem::Specification.new do |s| s.add_development_dependency 'rake' s.add_development_dependency 'bundler', '~> 1.6.5' s.add_development_dependency 'rspec', '~> 3.0' - s.add_development_dependency 'rack-test', '~> 0.6.2' + s.add_development_dependency 'rack-test' s.add_development_dependency 'coveralls' end
1
Looser rack-test dependency
1
.gemspec
gemspec
mit
splitrb/split
10069871
<NME> split.gemspec <BEF> # -*- encoding: utf-8 -*- # frozen_string_literal: true $:.push File.expand_path("../lib", __FILE__) require "split/version" Gem::Specification.new do |s| s.name = "split" s.version = Split::VERSION s.platform = Gem::Platform::RUBY s.authors = ["Andrew Nesbitt"] s.licenses = ["MIT"] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" s.summary = "Rack based split testing framework" s.metadata = { "homepage_uri" => "https://github.com/splitrb/split", "changelog_uri" => "https://github.com/splitrb/split/blob/main/CHANGELOG.md", "source_code_uri" => "https://github.com/splitrb/split", "bug_tracker_uri" => "https://github.com/splitrb/split/issues", "wiki_uri" => "https://github.com/splitrb/split/wiki", "mailing_list_uri" => "https://groups.google.com/d/forum/split-ruby" } s.required_ruby_version = ">= 2.5.0" s.required_rubygems_version = ">= 2.0.0" s.files = `git ls-files`.split("\n") s.test_files = `git ls-files -- {test,spec,features}/*`.split("\n") s.add_development_dependency 'rake' s.add_development_dependency 'bundler', '~> 1.6.5' s.add_development_dependency 'rspec', '~> 3.0' s.add_development_dependency 'rack-test', '~> 0.6.2' s.add_development_dependency 'coveralls' end s.add_development_dependency "bundler", ">= 1.17" s.add_development_dependency "simplecov", "~> 0.15" s.add_development_dependency "rack-test", "~> 2.0" s.add_development_dependency "rake", "~> 13" s.add_development_dependency "rspec", "~> 3.7" s.add_development_dependency "pry", "~> 0.10" s.add_development_dependency "rails", ">= 5.0" end <MSG> Looser rack-test dependency <DFF> @@ -31,6 +31,6 @@ Gem::Specification.new do |s| s.add_development_dependency 'rake' s.add_development_dependency 'bundler', '~> 1.6.5' s.add_development_dependency 'rspec', '~> 3.0' - s.add_development_dependency 'rack-test', '~> 0.6.2' + s.add_development_dependency 'rack-test' s.add_development_dependency 'coveralls' end
1
Looser rack-test dependency
1
.gemspec
gemspec
mit
splitrb/split
10069872
<NME> split.gemspec <BEF> # -*- encoding: utf-8 -*- # frozen_string_literal: true $:.push File.expand_path("../lib", __FILE__) require "split/version" Gem::Specification.new do |s| s.name = "split" s.version = Split::VERSION s.platform = Gem::Platform::RUBY s.authors = ["Andrew Nesbitt"] s.licenses = ["MIT"] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" s.summary = "Rack based split testing framework" s.metadata = { "homepage_uri" => "https://github.com/splitrb/split", "changelog_uri" => "https://github.com/splitrb/split/blob/main/CHANGELOG.md", "source_code_uri" => "https://github.com/splitrb/split", "bug_tracker_uri" => "https://github.com/splitrb/split/issues", "wiki_uri" => "https://github.com/splitrb/split/wiki", "mailing_list_uri" => "https://groups.google.com/d/forum/split-ruby" } s.required_ruby_version = ">= 2.5.0" s.required_rubygems_version = ">= 2.0.0" s.files = `git ls-files`.split("\n") s.test_files = `git ls-files -- {test,spec,features}/*`.split("\n") s.add_development_dependency 'rake' s.add_development_dependency 'bundler', '~> 1.6.5' s.add_development_dependency 'rspec', '~> 3.0' s.add_development_dependency 'rack-test', '~> 0.6.2' s.add_development_dependency 'coveralls' end s.add_development_dependency "bundler", ">= 1.17" s.add_development_dependency "simplecov", "~> 0.15" s.add_development_dependency "rack-test", "~> 2.0" s.add_development_dependency "rake", "~> 13" s.add_development_dependency "rspec", "~> 3.7" s.add_development_dependency "pry", "~> 0.10" s.add_development_dependency "rails", ">= 5.0" end <MSG> Looser rack-test dependency <DFF> @@ -31,6 +31,6 @@ Gem::Specification.new do |s| s.add_development_dependency 'rake' s.add_development_dependency 'bundler', '~> 1.6.5' s.add_development_dependency 'rspec', '~> 3.0' - s.add_development_dependency 'rack-test', '~> 0.6.2' + s.add_development_dependency 'rack-test' s.add_development_dependency 'coveralls' end
1
Looser rack-test dependency
1
.gemspec
gemspec
mit
splitrb/split
10069873
<NME> encapsulated_helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" describe Split::EncapsulatedHelper do include Split::EncapsulatedHelper def params raise NoMethodError, "This method is not really defined" end describe "ab_test" do before do allow_any_instance_of(Split::EncapsulatedHelper::ContextShim).to receive(:ab_user) .and_return(mock_user) end it "should not raise an error when params raises an error" do expect { params }.to raise_error(NoMethodError) expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "calls the block with selected alternative" do expect { |block| ab_test("link_color", "red", "red", &block) }.to yield_with_args("red", {}) end context "inside a view" do it "works inside ERB" do require "erb" template = ERB.new(<<-ERB.split(/\s+/s).map(&:strip).join(" "), nil, "%") foo <% ab_test(:foo, '1', '2') do |alt, meta| %> static <%= alt %> static <%= alt %> <% end %> ERB expect(template.result(binding)).to match /foo static \d/ end end describe "context" do it "is passed in shim" do ctx = Class.new { include Split::EncapsulatedHelper public :session }.new expect(ctx).to receive(:session) { {} } expect { ctx.ab_test("link_color", "blue", "red") }.not_to raise_error end end end <MSG> Fix warning: ambiguous first argument; put parentheses or a space even after `/' operator <DFF> @@ -33,7 +33,7 @@ describe Split::EncapsulatedHelper do static <%= alt %> <% end %> ERB - expect(template.result(binding)).to match /foo static \d/ + expect(template.result(binding)).to match(/foo static \d/) end end
1
Fix warning: ambiguous first argument; put parentheses or a space even after `/' operator
1
.rb
rb
mit
splitrb/split
10069874
<NME> encapsulated_helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" describe Split::EncapsulatedHelper do include Split::EncapsulatedHelper def params raise NoMethodError, "This method is not really defined" end describe "ab_test" do before do allow_any_instance_of(Split::EncapsulatedHelper::ContextShim).to receive(:ab_user) .and_return(mock_user) end it "should not raise an error when params raises an error" do expect { params }.to raise_error(NoMethodError) expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "calls the block with selected alternative" do expect { |block| ab_test("link_color", "red", "red", &block) }.to yield_with_args("red", {}) end context "inside a view" do it "works inside ERB" do require "erb" template = ERB.new(<<-ERB.split(/\s+/s).map(&:strip).join(" "), nil, "%") foo <% ab_test(:foo, '1', '2') do |alt, meta| %> static <%= alt %> static <%= alt %> <% end %> ERB expect(template.result(binding)).to match /foo static \d/ end end describe "context" do it "is passed in shim" do ctx = Class.new { include Split::EncapsulatedHelper public :session }.new expect(ctx).to receive(:session) { {} } expect { ctx.ab_test("link_color", "blue", "red") }.not_to raise_error end end end <MSG> Fix warning: ambiguous first argument; put parentheses or a space even after `/' operator <DFF> @@ -33,7 +33,7 @@ describe Split::EncapsulatedHelper do static <%= alt %> <% end %> ERB - expect(template.result(binding)).to match /foo static \d/ + expect(template.result(binding)).to match(/foo static \d/) end end
1
Fix warning: ambiguous first argument; put parentheses or a space even after `/' operator
1
.rb
rb
mit
splitrb/split
10069875
<NME> encapsulated_helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" describe Split::EncapsulatedHelper do include Split::EncapsulatedHelper def params raise NoMethodError, "This method is not really defined" end describe "ab_test" do before do allow_any_instance_of(Split::EncapsulatedHelper::ContextShim).to receive(:ab_user) .and_return(mock_user) end it "should not raise an error when params raises an error" do expect { params }.to raise_error(NoMethodError) expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "calls the block with selected alternative" do expect { |block| ab_test("link_color", "red", "red", &block) }.to yield_with_args("red", {}) end context "inside a view" do it "works inside ERB" do require "erb" template = ERB.new(<<-ERB.split(/\s+/s).map(&:strip).join(" "), nil, "%") foo <% ab_test(:foo, '1', '2') do |alt, meta| %> static <%= alt %> static <%= alt %> <% end %> ERB expect(template.result(binding)).to match /foo static \d/ end end describe "context" do it "is passed in shim" do ctx = Class.new { include Split::EncapsulatedHelper public :session }.new expect(ctx).to receive(:session) { {} } expect { ctx.ab_test("link_color", "blue", "red") }.not_to raise_error end end end <MSG> Fix warning: ambiguous first argument; put parentheses or a space even after `/' operator <DFF> @@ -33,7 +33,7 @@ describe Split::EncapsulatedHelper do static <%= alt %> <% end %> ERB - expect(template.result(binding)).to match /foo static \d/ + expect(template.result(binding)).to match(/foo static \d/) end end
1
Fix warning: ambiguous first argument; put parentheses or a space even after `/' operator
1
.rb
rb
mit
splitrb/split
10069876
<NME> configuration.rb <BEF> module Split class Configuration BOTS = { 'Baidu' => 'Chinese spider', 'Gigabot' => 'Gigabot spider', 'Googlebot' => 'Google spider', 'libwww-perl' => 'Perl client-server library loved by script kids', attr_accessor :db_failover_allow_parameter_override attr_accessor :allow_multiple_experiments attr_accessor :enabled attr_accessor :persistence attr_accessor :persistence_cookie_length attr_accessor :persistence_cookie_domain attr_accessor :algorithm attr_accessor :store_override attr_accessor :start_manually "EventMachine HttpClient" => 'Ruby http library', "Go http package" => 'Go http library', "Python-urllib" => 'Python http library', "ShowyouBot" => 'Showyou Bot', "Test Certificate Info" => 'C http library?', "Wget" => 'wget unix CLI http client', attr_accessor :on_experiment_winner_choose "curl" => 'curl unix CLI http client', "facebookexternalhit" => 'facebook bot', "spider" => 'generic web spider', "Pingdom" => 'Pingdom monitoring' } attr_accessor :robot_regex attr_accessor :ignore_ip_addresses "bingbot" => "Microsoft bing bot", "Butterfly" => "Topsy Labs", "Gigabot" => "Gigabot spider", "Googlebot" => "Google spider", "MJ12bot" => "Majestic-12 spider", "msnbot" => "Microsoft bot", "rogerbot" => "SeoMoz spider", "PaperLiBot" => "PaperLi is another content curation service", "Slurp" => "Yahoo spider", "Sogou" => "Chinese search engine", "spider" => "generic web spider", "UnwindFetchor" => "Gnip crawler", "WordPress" => "WordPress spider", "YandexAccessibilityBot" => "Yandex accessibility spider", "YandexBot" => "Yandex spider", "YandexMobileBot" => "Yandex mobile spider", "ZIBB" => "ZIBB spider", # HTTP libraries "Apache-HttpClient" => "Java http library", "AppEngine-Google" => "Google App Engine", "curl" => "curl unix CLI http client", "ColdFusion" => "ColdFusion http library", "EventMachine HttpClient" => "Ruby http library", "Go http package" => "Go http library", "Go-http-client" => "Go http library", "Java" => "Generic Java http library", "libwww-perl" => "Perl client-server library loved by script kids", "lwp-trivial" => "Another Perl library loved by script kids", "Python-urllib" => "Python http library", "PycURL" => "Python http library", "Test Certificate Info" => "C http library?", "Typhoeus" => "Ruby http library", "Wget" => "wget unix CLI http client", # URL expanders / previewers "awe.sm" => "Awe.sm URL expander", "bitlybot" => "bit.ly bot", "[email protected]" => "Linkfluence bot", "facebookexternalhit" => "facebook bot", "Facebot" => "Facebook crawler", "Feedfetcher-Google" => "Google Feedfetcher", "https://developers.google.com/+/web/snippet" => "Google+ Snippet Fetcher", "LinkedInBot" => "LinkedIn bot", "LongURL" => "URL expander service", "NING" => "NING - Yet Another Twitter Swarmer", "Pinterestbot" => "Pinterest Bot", "redditbot" => "Reddit Bot", "ShortLinkTranslate" => "Link shortener", "Slackbot" => "Slackbot link expander", "TweetmemeBot" => "TweetMeMe Crawler", "Twitterbot" => "Twitter URL expander", "UnwindFetch" => "Gnip URL expander", "vkShare" => "VKontake Sharer", # Uptime monitoring "check_http" => "Nagios monitor", "GoogleStackdriverMonitoring" => "Google Cloud monitor", "NewRelicPinger" => "NewRelic monitor", "Panopta" => "Monitoring service", "Pingdom" => "Pingdom monitoring", "SiteUptime" => "Site monitoring services", "UptimeRobot" => "Monitoring service", # ??? "DigitalPersona Fingerprint Software" => "HP Fingerprint scanner", "ShowyouBot" => "Showyou iOS app spider", "ZyBorg" => "Zyborg? Hmmm....", "ELB-HealthChecker" => "ELB Health Check" } end def experiments=(experiments) raise InvalidExperimentsFormatError.new("Experiments must be a Hash") unless experiments.respond_to?(:keys) @experiments = experiments end def disabled? !enabled end def experiment_for(name) if normalized_experiments # TODO symbols normalized_experiments[name.to_sym] end end def metrics return @metrics if defined?(@metrics) @metrics = {} if self.experiments self.experiments.each do |key, value| metrics = value_for(value, :metric) rescue nil Array(metrics).each do |metric_name| if metric_name @metrics[metric_name.to_sym] ||= [] @metrics[metric_name.to_sym] << Split::Experiment.new(key) end end end end @metrics end def normalized_experiments return nil if @experiments.nil? experiment_config = {} @experiments.keys.each do |name| experiment_config[name.to_sym] = {} end @experiments.each do |experiment_name, settings| alternatives = if (alts = value_for(settings, :alternatives)) normalize_alternatives(alts) end experiment_data = { alternatives: alternatives, goals: value_for(settings, :goals), metadata: value_for(settings, :metadata), algorithm: value_for(settings, :algorithm), resettable: value_for(settings, :resettable) } experiment_data.each do |name, value| experiment_config[experiment_name.to_sym][name] = value if value != nil end end experiment_config end def normalize_alternatives(alternatives) given_probability, num_with_probability = alternatives.inject([0, 0]) do |a, v| p, n = a if percent = value_for(v, :percent) [p + percent, n + 1] else a end end num_without_probability = alternatives.length - num_with_probability unassigned_probability = ((100.0 - given_probability) / num_without_probability / 100.0) if num_with_probability.nonzero? alternatives = alternatives.map do |v| if (name = value_for(v, :name)) && (percent = value_for(v, :percent)) { name => percent / 100.0 } elsif name = value_for(v, :name) { name => unassigned_probability } else { v => unassigned_probability } end end [alternatives.shift, alternatives] else alternatives = alternatives.dup [alternatives.shift, alternatives] end end def robot_regex @robot_regex ||= /\b(?:#{escaped_bots.join('|')})\b|\A\W*\z/i end def initialize @ignore_ip_addresses = [] @ignore_filter = proc { |request| is_robot? || is_ignored_ip_address? } @db_failover = false @db_failover_on_db_error = proc { |error| } # e.g. use Rails logger here @on_experiment_reset = proc { |experiment| } @on_experiment_delete = proc { |experiment| } @on_before_experiment_reset = proc { |experiment| } @on_before_experiment_delete = proc { |experiment| } @on_experiment_winner_choose = proc { |experiment| } @db_failover_allow_parameter_override = false @allow_multiple_experiments = false @enabled = true @experiments = {} @persistence = Split::Persistence::SessionAdapter @persistence_cookie_length = 31536000 # One year from now @persistence_cookie_domain = nil @algorithm = Split::Algorithms::WeightedSample @include_rails_helper = true @beta_probability_simulations = 10000 @winning_alternative_recalculation_interval = 60 * 60 * 24 # 1 day @redis = ENV.fetch(ENV.fetch("REDIS_PROVIDER", "REDIS_URL"), "redis://localhost:6379") @dashboard_pagination_default_per_page = 10 end private def value_for(hash, key) if hash.kind_of?(Hash) hash.has_key?(key.to_s) ? hash[key.to_s] : hash[key.to_sym] end end def escaped_bots bots.map { |key, _| Regexp.escape(key) } end end end <MSG> Add more bot user agents <DFF> @@ -1,7 +1,8 @@ module Split class Configuration BOTS = { - 'Baidu' => 'Chinese spider', + 'Baidu' => 'Chinese search engine', + 'Sogou' => 'Chinese search engine', 'Gigabot' => 'Gigabot spider', 'Googlebot' => 'Google spider', 'libwww-perl' => 'Perl client-server library loved by script kids', @@ -17,6 +18,7 @@ module Split "EventMachine HttpClient" => 'Ruby http library', "Go http package" => 'Go http library', "Python-urllib" => 'Python http library', + "PycURL" => 'Python http library', "ShowyouBot" => 'Showyou Bot', "Test Certificate Info" => 'C http library?', "Wget" => 'wget unix CLI http client', @@ -24,7 +26,19 @@ module Split "curl" => 'curl unix CLI http client', "facebookexternalhit" => 'facebook bot', "spider" => 'generic web spider', - "Pingdom" => 'Pingdom monitoring' + 'check_http' => 'Nagios monitor', + 'NewRelicPinger' => 'NewRelic monitor', + "Pingdom" => 'Pingdom monitoring', + 'Apache-HttpClient' => 'Java http library', + 'Java' => 'Generic Java http library', + 'ColdFusion' => 'ColdFusion http library', + 'rogerbot' => 'SeoMoz spider', + 'LongURL' => 'URL expander service', + 'UnwindFetch' => 'Gnip URL expander', + 'awe.sm' => 'Awe.sm URL expander', + 'Twitterbot' => 'Twitter URL expander', + 'Panopta' => 'Monitoring service', + 'AppEngine-Google' => 'Google App Engine', } attr_accessor :robot_regex attr_accessor :ignore_ip_addresses
16
Add more bot user agents
2
.rb
rb
mit
splitrb/split
10069877
<NME> configuration.rb <BEF> module Split class Configuration BOTS = { 'Baidu' => 'Chinese spider', 'Gigabot' => 'Gigabot spider', 'Googlebot' => 'Google spider', 'libwww-perl' => 'Perl client-server library loved by script kids', attr_accessor :db_failover_allow_parameter_override attr_accessor :allow_multiple_experiments attr_accessor :enabled attr_accessor :persistence attr_accessor :persistence_cookie_length attr_accessor :persistence_cookie_domain attr_accessor :algorithm attr_accessor :store_override attr_accessor :start_manually "EventMachine HttpClient" => 'Ruby http library', "Go http package" => 'Go http library', "Python-urllib" => 'Python http library', "ShowyouBot" => 'Showyou Bot', "Test Certificate Info" => 'C http library?', "Wget" => 'wget unix CLI http client', attr_accessor :on_experiment_winner_choose "curl" => 'curl unix CLI http client', "facebookexternalhit" => 'facebook bot', "spider" => 'generic web spider', "Pingdom" => 'Pingdom monitoring' } attr_accessor :robot_regex attr_accessor :ignore_ip_addresses "bingbot" => "Microsoft bing bot", "Butterfly" => "Topsy Labs", "Gigabot" => "Gigabot spider", "Googlebot" => "Google spider", "MJ12bot" => "Majestic-12 spider", "msnbot" => "Microsoft bot", "rogerbot" => "SeoMoz spider", "PaperLiBot" => "PaperLi is another content curation service", "Slurp" => "Yahoo spider", "Sogou" => "Chinese search engine", "spider" => "generic web spider", "UnwindFetchor" => "Gnip crawler", "WordPress" => "WordPress spider", "YandexAccessibilityBot" => "Yandex accessibility spider", "YandexBot" => "Yandex spider", "YandexMobileBot" => "Yandex mobile spider", "ZIBB" => "ZIBB spider", # HTTP libraries "Apache-HttpClient" => "Java http library", "AppEngine-Google" => "Google App Engine", "curl" => "curl unix CLI http client", "ColdFusion" => "ColdFusion http library", "EventMachine HttpClient" => "Ruby http library", "Go http package" => "Go http library", "Go-http-client" => "Go http library", "Java" => "Generic Java http library", "libwww-perl" => "Perl client-server library loved by script kids", "lwp-trivial" => "Another Perl library loved by script kids", "Python-urllib" => "Python http library", "PycURL" => "Python http library", "Test Certificate Info" => "C http library?", "Typhoeus" => "Ruby http library", "Wget" => "wget unix CLI http client", # URL expanders / previewers "awe.sm" => "Awe.sm URL expander", "bitlybot" => "bit.ly bot", "[email protected]" => "Linkfluence bot", "facebookexternalhit" => "facebook bot", "Facebot" => "Facebook crawler", "Feedfetcher-Google" => "Google Feedfetcher", "https://developers.google.com/+/web/snippet" => "Google+ Snippet Fetcher", "LinkedInBot" => "LinkedIn bot", "LongURL" => "URL expander service", "NING" => "NING - Yet Another Twitter Swarmer", "Pinterestbot" => "Pinterest Bot", "redditbot" => "Reddit Bot", "ShortLinkTranslate" => "Link shortener", "Slackbot" => "Slackbot link expander", "TweetmemeBot" => "TweetMeMe Crawler", "Twitterbot" => "Twitter URL expander", "UnwindFetch" => "Gnip URL expander", "vkShare" => "VKontake Sharer", # Uptime monitoring "check_http" => "Nagios monitor", "GoogleStackdriverMonitoring" => "Google Cloud monitor", "NewRelicPinger" => "NewRelic monitor", "Panopta" => "Monitoring service", "Pingdom" => "Pingdom monitoring", "SiteUptime" => "Site monitoring services", "UptimeRobot" => "Monitoring service", # ??? "DigitalPersona Fingerprint Software" => "HP Fingerprint scanner", "ShowyouBot" => "Showyou iOS app spider", "ZyBorg" => "Zyborg? Hmmm....", "ELB-HealthChecker" => "ELB Health Check" } end def experiments=(experiments) raise InvalidExperimentsFormatError.new("Experiments must be a Hash") unless experiments.respond_to?(:keys) @experiments = experiments end def disabled? !enabled end def experiment_for(name) if normalized_experiments # TODO symbols normalized_experiments[name.to_sym] end end def metrics return @metrics if defined?(@metrics) @metrics = {} if self.experiments self.experiments.each do |key, value| metrics = value_for(value, :metric) rescue nil Array(metrics).each do |metric_name| if metric_name @metrics[metric_name.to_sym] ||= [] @metrics[metric_name.to_sym] << Split::Experiment.new(key) end end end end @metrics end def normalized_experiments return nil if @experiments.nil? experiment_config = {} @experiments.keys.each do |name| experiment_config[name.to_sym] = {} end @experiments.each do |experiment_name, settings| alternatives = if (alts = value_for(settings, :alternatives)) normalize_alternatives(alts) end experiment_data = { alternatives: alternatives, goals: value_for(settings, :goals), metadata: value_for(settings, :metadata), algorithm: value_for(settings, :algorithm), resettable: value_for(settings, :resettable) } experiment_data.each do |name, value| experiment_config[experiment_name.to_sym][name] = value if value != nil end end experiment_config end def normalize_alternatives(alternatives) given_probability, num_with_probability = alternatives.inject([0, 0]) do |a, v| p, n = a if percent = value_for(v, :percent) [p + percent, n + 1] else a end end num_without_probability = alternatives.length - num_with_probability unassigned_probability = ((100.0 - given_probability) / num_without_probability / 100.0) if num_with_probability.nonzero? alternatives = alternatives.map do |v| if (name = value_for(v, :name)) && (percent = value_for(v, :percent)) { name => percent / 100.0 } elsif name = value_for(v, :name) { name => unassigned_probability } else { v => unassigned_probability } end end [alternatives.shift, alternatives] else alternatives = alternatives.dup [alternatives.shift, alternatives] end end def robot_regex @robot_regex ||= /\b(?:#{escaped_bots.join('|')})\b|\A\W*\z/i end def initialize @ignore_ip_addresses = [] @ignore_filter = proc { |request| is_robot? || is_ignored_ip_address? } @db_failover = false @db_failover_on_db_error = proc { |error| } # e.g. use Rails logger here @on_experiment_reset = proc { |experiment| } @on_experiment_delete = proc { |experiment| } @on_before_experiment_reset = proc { |experiment| } @on_before_experiment_delete = proc { |experiment| } @on_experiment_winner_choose = proc { |experiment| } @db_failover_allow_parameter_override = false @allow_multiple_experiments = false @enabled = true @experiments = {} @persistence = Split::Persistence::SessionAdapter @persistence_cookie_length = 31536000 # One year from now @persistence_cookie_domain = nil @algorithm = Split::Algorithms::WeightedSample @include_rails_helper = true @beta_probability_simulations = 10000 @winning_alternative_recalculation_interval = 60 * 60 * 24 # 1 day @redis = ENV.fetch(ENV.fetch("REDIS_PROVIDER", "REDIS_URL"), "redis://localhost:6379") @dashboard_pagination_default_per_page = 10 end private def value_for(hash, key) if hash.kind_of?(Hash) hash.has_key?(key.to_s) ? hash[key.to_s] : hash[key.to_sym] end end def escaped_bots bots.map { |key, _| Regexp.escape(key) } end end end <MSG> Add more bot user agents <DFF> @@ -1,7 +1,8 @@ module Split class Configuration BOTS = { - 'Baidu' => 'Chinese spider', + 'Baidu' => 'Chinese search engine', + 'Sogou' => 'Chinese search engine', 'Gigabot' => 'Gigabot spider', 'Googlebot' => 'Google spider', 'libwww-perl' => 'Perl client-server library loved by script kids', @@ -17,6 +18,7 @@ module Split "EventMachine HttpClient" => 'Ruby http library', "Go http package" => 'Go http library', "Python-urllib" => 'Python http library', + "PycURL" => 'Python http library', "ShowyouBot" => 'Showyou Bot', "Test Certificate Info" => 'C http library?', "Wget" => 'wget unix CLI http client', @@ -24,7 +26,19 @@ module Split "curl" => 'curl unix CLI http client', "facebookexternalhit" => 'facebook bot', "spider" => 'generic web spider', - "Pingdom" => 'Pingdom monitoring' + 'check_http' => 'Nagios monitor', + 'NewRelicPinger' => 'NewRelic monitor', + "Pingdom" => 'Pingdom monitoring', + 'Apache-HttpClient' => 'Java http library', + 'Java' => 'Generic Java http library', + 'ColdFusion' => 'ColdFusion http library', + 'rogerbot' => 'SeoMoz spider', + 'LongURL' => 'URL expander service', + 'UnwindFetch' => 'Gnip URL expander', + 'awe.sm' => 'Awe.sm URL expander', + 'Twitterbot' => 'Twitter URL expander', + 'Panopta' => 'Monitoring service', + 'AppEngine-Google' => 'Google App Engine', } attr_accessor :robot_regex attr_accessor :ignore_ip_addresses
16
Add more bot user agents
2
.rb
rb
mit
splitrb/split
10069878
<NME> configuration.rb <BEF> module Split class Configuration BOTS = { 'Baidu' => 'Chinese spider', 'Gigabot' => 'Gigabot spider', 'Googlebot' => 'Google spider', 'libwww-perl' => 'Perl client-server library loved by script kids', attr_accessor :db_failover_allow_parameter_override attr_accessor :allow_multiple_experiments attr_accessor :enabled attr_accessor :persistence attr_accessor :persistence_cookie_length attr_accessor :persistence_cookie_domain attr_accessor :algorithm attr_accessor :store_override attr_accessor :start_manually "EventMachine HttpClient" => 'Ruby http library', "Go http package" => 'Go http library', "Python-urllib" => 'Python http library', "ShowyouBot" => 'Showyou Bot', "Test Certificate Info" => 'C http library?', "Wget" => 'wget unix CLI http client', attr_accessor :on_experiment_winner_choose "curl" => 'curl unix CLI http client', "facebookexternalhit" => 'facebook bot', "spider" => 'generic web spider', "Pingdom" => 'Pingdom monitoring' } attr_accessor :robot_regex attr_accessor :ignore_ip_addresses "bingbot" => "Microsoft bing bot", "Butterfly" => "Topsy Labs", "Gigabot" => "Gigabot spider", "Googlebot" => "Google spider", "MJ12bot" => "Majestic-12 spider", "msnbot" => "Microsoft bot", "rogerbot" => "SeoMoz spider", "PaperLiBot" => "PaperLi is another content curation service", "Slurp" => "Yahoo spider", "Sogou" => "Chinese search engine", "spider" => "generic web spider", "UnwindFetchor" => "Gnip crawler", "WordPress" => "WordPress spider", "YandexAccessibilityBot" => "Yandex accessibility spider", "YandexBot" => "Yandex spider", "YandexMobileBot" => "Yandex mobile spider", "ZIBB" => "ZIBB spider", # HTTP libraries "Apache-HttpClient" => "Java http library", "AppEngine-Google" => "Google App Engine", "curl" => "curl unix CLI http client", "ColdFusion" => "ColdFusion http library", "EventMachine HttpClient" => "Ruby http library", "Go http package" => "Go http library", "Go-http-client" => "Go http library", "Java" => "Generic Java http library", "libwww-perl" => "Perl client-server library loved by script kids", "lwp-trivial" => "Another Perl library loved by script kids", "Python-urllib" => "Python http library", "PycURL" => "Python http library", "Test Certificate Info" => "C http library?", "Typhoeus" => "Ruby http library", "Wget" => "wget unix CLI http client", # URL expanders / previewers "awe.sm" => "Awe.sm URL expander", "bitlybot" => "bit.ly bot", "[email protected]" => "Linkfluence bot", "facebookexternalhit" => "facebook bot", "Facebot" => "Facebook crawler", "Feedfetcher-Google" => "Google Feedfetcher", "https://developers.google.com/+/web/snippet" => "Google+ Snippet Fetcher", "LinkedInBot" => "LinkedIn bot", "LongURL" => "URL expander service", "NING" => "NING - Yet Another Twitter Swarmer", "Pinterestbot" => "Pinterest Bot", "redditbot" => "Reddit Bot", "ShortLinkTranslate" => "Link shortener", "Slackbot" => "Slackbot link expander", "TweetmemeBot" => "TweetMeMe Crawler", "Twitterbot" => "Twitter URL expander", "UnwindFetch" => "Gnip URL expander", "vkShare" => "VKontake Sharer", # Uptime monitoring "check_http" => "Nagios monitor", "GoogleStackdriverMonitoring" => "Google Cloud monitor", "NewRelicPinger" => "NewRelic monitor", "Panopta" => "Monitoring service", "Pingdom" => "Pingdom monitoring", "SiteUptime" => "Site monitoring services", "UptimeRobot" => "Monitoring service", # ??? "DigitalPersona Fingerprint Software" => "HP Fingerprint scanner", "ShowyouBot" => "Showyou iOS app spider", "ZyBorg" => "Zyborg? Hmmm....", "ELB-HealthChecker" => "ELB Health Check" } end def experiments=(experiments) raise InvalidExperimentsFormatError.new("Experiments must be a Hash") unless experiments.respond_to?(:keys) @experiments = experiments end def disabled? !enabled end def experiment_for(name) if normalized_experiments # TODO symbols normalized_experiments[name.to_sym] end end def metrics return @metrics if defined?(@metrics) @metrics = {} if self.experiments self.experiments.each do |key, value| metrics = value_for(value, :metric) rescue nil Array(metrics).each do |metric_name| if metric_name @metrics[metric_name.to_sym] ||= [] @metrics[metric_name.to_sym] << Split::Experiment.new(key) end end end end @metrics end def normalized_experiments return nil if @experiments.nil? experiment_config = {} @experiments.keys.each do |name| experiment_config[name.to_sym] = {} end @experiments.each do |experiment_name, settings| alternatives = if (alts = value_for(settings, :alternatives)) normalize_alternatives(alts) end experiment_data = { alternatives: alternatives, goals: value_for(settings, :goals), metadata: value_for(settings, :metadata), algorithm: value_for(settings, :algorithm), resettable: value_for(settings, :resettable) } experiment_data.each do |name, value| experiment_config[experiment_name.to_sym][name] = value if value != nil end end experiment_config end def normalize_alternatives(alternatives) given_probability, num_with_probability = alternatives.inject([0, 0]) do |a, v| p, n = a if percent = value_for(v, :percent) [p + percent, n + 1] else a end end num_without_probability = alternatives.length - num_with_probability unassigned_probability = ((100.0 - given_probability) / num_without_probability / 100.0) if num_with_probability.nonzero? alternatives = alternatives.map do |v| if (name = value_for(v, :name)) && (percent = value_for(v, :percent)) { name => percent / 100.0 } elsif name = value_for(v, :name) { name => unassigned_probability } else { v => unassigned_probability } end end [alternatives.shift, alternatives] else alternatives = alternatives.dup [alternatives.shift, alternatives] end end def robot_regex @robot_regex ||= /\b(?:#{escaped_bots.join('|')})\b|\A\W*\z/i end def initialize @ignore_ip_addresses = [] @ignore_filter = proc { |request| is_robot? || is_ignored_ip_address? } @db_failover = false @db_failover_on_db_error = proc { |error| } # e.g. use Rails logger here @on_experiment_reset = proc { |experiment| } @on_experiment_delete = proc { |experiment| } @on_before_experiment_reset = proc { |experiment| } @on_before_experiment_delete = proc { |experiment| } @on_experiment_winner_choose = proc { |experiment| } @db_failover_allow_parameter_override = false @allow_multiple_experiments = false @enabled = true @experiments = {} @persistence = Split::Persistence::SessionAdapter @persistence_cookie_length = 31536000 # One year from now @persistence_cookie_domain = nil @algorithm = Split::Algorithms::WeightedSample @include_rails_helper = true @beta_probability_simulations = 10000 @winning_alternative_recalculation_interval = 60 * 60 * 24 # 1 day @redis = ENV.fetch(ENV.fetch("REDIS_PROVIDER", "REDIS_URL"), "redis://localhost:6379") @dashboard_pagination_default_per_page = 10 end private def value_for(hash, key) if hash.kind_of?(Hash) hash.has_key?(key.to_s) ? hash[key.to_s] : hash[key.to_sym] end end def escaped_bots bots.map { |key, _| Regexp.escape(key) } end end end <MSG> Add more bot user agents <DFF> @@ -1,7 +1,8 @@ module Split class Configuration BOTS = { - 'Baidu' => 'Chinese spider', + 'Baidu' => 'Chinese search engine', + 'Sogou' => 'Chinese search engine', 'Gigabot' => 'Gigabot spider', 'Googlebot' => 'Google spider', 'libwww-perl' => 'Perl client-server library loved by script kids', @@ -17,6 +18,7 @@ module Split "EventMachine HttpClient" => 'Ruby http library', "Go http package" => 'Go http library', "Python-urllib" => 'Python http library', + "PycURL" => 'Python http library', "ShowyouBot" => 'Showyou Bot', "Test Certificate Info" => 'C http library?', "Wget" => 'wget unix CLI http client', @@ -24,7 +26,19 @@ module Split "curl" => 'curl unix CLI http client', "facebookexternalhit" => 'facebook bot', "spider" => 'generic web spider', - "Pingdom" => 'Pingdom monitoring' + 'check_http' => 'Nagios monitor', + 'NewRelicPinger' => 'NewRelic monitor', + "Pingdom" => 'Pingdom monitoring', + 'Apache-HttpClient' => 'Java http library', + 'Java' => 'Generic Java http library', + 'ColdFusion' => 'ColdFusion http library', + 'rogerbot' => 'SeoMoz spider', + 'LongURL' => 'URL expander service', + 'UnwindFetch' => 'Gnip URL expander', + 'awe.sm' => 'Awe.sm URL expander', + 'Twitterbot' => 'Twitter URL expander', + 'Panopta' => 'Monitoring service', + 'AppEngine-Google' => 'Google App Engine', } attr_accessor :robot_regex attr_accessor :ignore_ip_addresses
16
Add more bot user agents
2
.rb
rb
mit
splitrb/split
10069879
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) end end describe 'when user is a robot' do before(:each) do @request = OpenStruct.new(:user_agent => 'Googlebot/2.1 (+http://www.google.com/bot.html)') it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Added tests <DFF> @@ -409,6 +409,47 @@ describe Split::Helper do end end + describe 'active experiments' do + it 'should show an active test' do + alternative = ab_test('def', '4', '5', '6') + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "def" + expect(active_experiments.first[1]).to eq alternative + end + + it 'should show a finished test' do + alternative = ab_test('def', '4', '5', '6') + finished('def', {:reset => false}) + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "def" + expect(active_experiments.first[1]).to eq alternative + end + + it 'should show multiple tests' do + Split.configure do |config| + config.allow_multiple_experiments = true + end + alternative = ab_test('def', '4', '5', '6') + another_alternative = ab_test('ghi', '7', '8', '9') + expect(active_experiments.count).to eq 2 + expect(active_experiments['def']).to eq alternative + expect(active_experiments['ghi']).to eq another_alternative + end + + it 'should not show tests with winners' do + Split.configure do |config| + config.allow_multiple_experiments = true + end + e = Split::Experiment.find_or_create('def', '4', '5', '6') + e.winner = '4' + alternative = ab_test('def', '4', '5', '6') + another_alternative = ab_test('ghi', '7', '8', '9') + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "ghi" + expect(active_experiments.first[1]).to eq another_alternative + end + end + describe 'when user is a robot' do before(:each) do @request = OpenStruct.new(:user_agent => 'Googlebot/2.1 (+http://www.google.com/bot.html)')
41
Added tests
0
.rb
rb
mit
splitrb/split
10069880
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) end end describe 'when user is a robot' do before(:each) do @request = OpenStruct.new(:user_agent => 'Googlebot/2.1 (+http://www.google.com/bot.html)') it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Added tests <DFF> @@ -409,6 +409,47 @@ describe Split::Helper do end end + describe 'active experiments' do + it 'should show an active test' do + alternative = ab_test('def', '4', '5', '6') + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "def" + expect(active_experiments.first[1]).to eq alternative + end + + it 'should show a finished test' do + alternative = ab_test('def', '4', '5', '6') + finished('def', {:reset => false}) + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "def" + expect(active_experiments.first[1]).to eq alternative + end + + it 'should show multiple tests' do + Split.configure do |config| + config.allow_multiple_experiments = true + end + alternative = ab_test('def', '4', '5', '6') + another_alternative = ab_test('ghi', '7', '8', '9') + expect(active_experiments.count).to eq 2 + expect(active_experiments['def']).to eq alternative + expect(active_experiments['ghi']).to eq another_alternative + end + + it 'should not show tests with winners' do + Split.configure do |config| + config.allow_multiple_experiments = true + end + e = Split::Experiment.find_or_create('def', '4', '5', '6') + e.winner = '4' + alternative = ab_test('def', '4', '5', '6') + another_alternative = ab_test('ghi', '7', '8', '9') + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "ghi" + expect(active_experiments.first[1]).to eq another_alternative + end + end + describe 'when user is a robot' do before(:each) do @request = OpenStruct.new(:user_agent => 'Googlebot/2.1 (+http://www.google.com/bot.html)')
41
Added tests
0
.rb
rb
mit
splitrb/split
10069881
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) end end describe 'when user is a robot' do before(:each) do @request = OpenStruct.new(:user_agent => 'Googlebot/2.1 (+http://www.google.com/bot.html)') it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Added tests <DFF> @@ -409,6 +409,47 @@ describe Split::Helper do end end + describe 'active experiments' do + it 'should show an active test' do + alternative = ab_test('def', '4', '5', '6') + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "def" + expect(active_experiments.first[1]).to eq alternative + end + + it 'should show a finished test' do + alternative = ab_test('def', '4', '5', '6') + finished('def', {:reset => false}) + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "def" + expect(active_experiments.first[1]).to eq alternative + end + + it 'should show multiple tests' do + Split.configure do |config| + config.allow_multiple_experiments = true + end + alternative = ab_test('def', '4', '5', '6') + another_alternative = ab_test('ghi', '7', '8', '9') + expect(active_experiments.count).to eq 2 + expect(active_experiments['def']).to eq alternative + expect(active_experiments['ghi']).to eq another_alternative + end + + it 'should not show tests with winners' do + Split.configure do |config| + config.allow_multiple_experiments = true + end + e = Split::Experiment.find_or_create('def', '4', '5', '6') + e.winner = '4' + alternative = ab_test('def', '4', '5', '6') + another_alternative = ab_test('ghi', '7', '8', '9') + expect(active_experiments.count).to eq 1 + expect(active_experiments.first[0]).to eq "ghi" + expect(active_experiments.first[1]).to eq another_alternative + end + end + describe 'when user is a robot' do before(:each) do @request = OpenStruct.new(:user_agent => 'Googlebot/2.1 (+http://www.google.com/bot.html)')
41
Added tests
0
.rb
rb
mit
splitrb/split
10069882
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 1 MINOR = 4 PATCH = 2 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v1.4.3 <DFF> @@ -2,6 +2,6 @@ module Split MAJOR = 1 MINOR = 4 - PATCH = 2 + PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
v1.4.3
1
.rb
rb
mit
splitrb/split
10069883
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 1 MINOR = 4 PATCH = 2 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v1.4.3 <DFF> @@ -2,6 +2,6 @@ module Split MAJOR = 1 MINOR = 4 - PATCH = 2 + PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
v1.4.3
1
.rb
rb
mit
splitrb/split
10069884
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 1 MINOR = 4 PATCH = 2 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v1.4.3 <DFF> @@ -2,6 +2,6 @@ module Split MAJOR = 1 MINOR = 4 - PATCH = 2 + PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
v1.4.3
1
.rb
rb
mit
splitrb/split
10069885
<NME> expand.ts <BEF> import { strictEqual as equal } from 'assert'; import expand, { resolveConfig } from '../src'; describe('Expand Abbreviation', () => { describe('Markup', () => { it('basic', () => { equal(expand('input[value="text$"]*2'), '<input type="text" value="text1"><input type="text" value="text2">'); equal(expand('ul>.item$*2'), '<ul>\n\t<li class="item1"></li>\n\t<li class="item2"></li>\n</ul>'); // insert text into abbreviation equal(expand('ul>.item$*', { text: ['foo', 'bar'] }), '<ul>\n\t<li class="item1">foo</li>\n\t<li class="item2">bar</li>\n</ul>'); // insert TextMate-style fields/tabstops in output equal(expand('ul>.item$*2', { options: { 'output.field': (index, placeholder) => `\${${index}${placeholder ? ':' + placeholder : ''}}` } }), '<ul>\n\t<li class="item1">${1}</li>\n\t<li class="item2">${2}</li>\n</ul>'); }); it('attributes', () => { const snippets = { test: 'test[!foo bar. baz={}]' }; const opt = { snippets }; const reverse = { options: { 'output.reverseAttributes': true }, snippets }; equal(expand('a.test'), '<a href="" class="test"></a>'); equal(expand('a.test', reverse), '<a class="test" href=""></a>'); equal(expand('test', opt), '<test bar="bar" baz={}></test>'); equal(expand('test[foo]', opt), '<test bar="bar" baz={}></test>'); equal(expand('test[baz=a foo=1]', opt), '<test foo="1" bar="bar" baz={a}></test>'); equal(expand('map'), '<map name=""></map>'); equal(expand('map[]'), '<map name=""></map>'); equal(expand('map[name="valid"]'), '<map name="valid"></map>'); equal(expand('map[href="invalid"]'), '<map name="" href="invalid"></map>'); // Apply attributes in reverse order equal(expand('test', reverse), '<test bar="bar" baz={}></test>'); equal(expand('test[foo]', reverse), '<test bar="bar" baz={}></test>'); equal(expand('test[baz=a foo=1]', reverse), '<test baz={a} foo="1" bar="bar"></test>'); }); it('numbering', () => { equal(expand('ul>li.item$@-*5'), '<ul>\n\t<li class="item5"></li>\n\t<li class="item4"></li>\n\t<li class="item3"></li>\n\t<li class="item2"></li>\n\t<li class="item1"></li>\n</ul>'); }); it('syntax', () => { equal(expand('ul>.item$*2', { syntax: 'html' }), '<ul>\n\t<li class="item1"></li>\n\t<li class="item2"></li>\n</ul>'); equal(expand('ul>.item$*2', { syntax: 'slim' }), 'ul\n\tli.item1 \n\tli.item2 '); equal(expand('xsl:variable[name=a select=b]>div', { syntax: 'xsl' }), '<xsl:variable name="a">\n\t<div></div>\n</xsl:variable>'); }); '<ul>\n\t<li class="item1"></li>\n\t<!-- /.item1 -->\n\t<li class="item2"></li>\n\t<!-- /.item2 -->\n</ul>'); }); // it.only('debug', () => { // equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); // }); it('custom snippets', () => { const snippets = { link: 'link[foo=bar href]/', foo: '.foo[bar=baz]', repeat: 'div>ul>li{Hello World}*3' }; equal(expand('foo', { snippets }), '<div class="foo" bar="baz"></div>'); // `link:css` depends on `link` snippet so changing it will result in // altered `link:css` result equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); equal(expand('link:css', { snippets }), '<link foo="bar" href="style.css">'); // https://github.com/emmetio/emmet/issues/468 equal(expand('repeat', { snippets }), '<div>\n\t<ul>\n\t\t<li>Hello World</li>\n\t\t<li>Hello World</li>\n\t\t<li>Hello World</li>\n\t</ul>\n</div>'); }); it('formatter options', () => { equal(expand('ul>.item$*2'), '<ul>\n\t<li class="item1"></li>\n\t<li class="item2"></li>\n</ul>'); equal(expand('ul>.item$*2', { options: { 'comment.enabled': true } }), '<ul>\n\t<li class="item1"></li>\n\t<!-- /.item1 -->\n\t<li class="item2"></li>\n\t<!-- /.item2 -->\n</ul>'); equal(expand('div>p'), '<div>\n\t<p></p>\n</div>'); equal(expand('div>p', { options: { 'output.formatLeafNode': true } }), '<div>\n\t<p>\n\t\t\n\t</p>\n</div>'); }); it('JSX', () => { const config = { syntax: 'jsx' }; equal(expand('div#foo.bar', config), '<div id="foo" className="bar"></div>'); equal(expand('label[for=a]', config), '<label htmlFor="a"></label>'); equal(expand('Foo.Bar', config), '<Foo.Bar></Foo.Bar>'); equal(expand('div.{theme.style}', config), '<div className={theme.style}></div>'); }); it('override attributes', () => { const config = { syntax: 'jsx' }; equal(expand('.bar', config), '<div className="bar"></div>'); equal(expand('..bar', config), '<div styleName={styles.bar}></div>'); equal(expand('..foo-bar', config), '<div styleName={styles[\'foo-bar\']}></div>'); equal(expand('.foo', { syntax: 'vue' }), '<div class="foo"></div>'); equal(expand('..foo', { syntax: 'vue' }), '<div :class="foo"></div>'); }); it('wrap with abbreviation', () => { equal(expand('div>ul', { text: ['<div>line1</div>\n<div>line2</div>'] }), '<div>\n\t<ul>\n\t\t<div>line1</div>\n\t\t<div>line2</div>\n\t</ul>\n</div>'); equal(expand('p', { text: 'foo\nbar' }), '<p>\n\tfoo\n\tbar\n</p>'); equal(expand('p', { text: '<div>foo</div>' }), '<p>\n\t<div>foo</div>\n</p>'); equal(expand('p', { text: '<span>foo</span>' }), '<p><span>foo</span></p>'); equal(expand('p', { text: 'foo<span>foo</span>' }), '<p>foo<span>foo</span></p>'); equal(expand('p', { text: 'foo<div>foo</div>' }), '<p>foo<div>foo</div></p>'); }); it('wrap with abbreviation href', () => { equal(expand('a', { text: ['www.google.it'] }), '<a href="http://www.google.it">www.google.it</a>'); equal(expand('a', { text: ['then www.google.it'] }), '<a href="">then www.google.it</a>'); equal(expand('a', { text: ['www.google.it'], options: { 'markup.href': false } }), '<a href="">www.google.it</a>'); equal(expand('map[name="https://example.com"]', { text: ['some text'] }), '<map name="https://example.com">some text</map>'); equal(expand('map[href="https://example.com"]', { text: ['some text'] }), '<map name="" href="https://example.com">some text</map>'); equal(expand('map[name="https://example.com"]>b', { text: ['some text'] }), '<map name="https://example.com"><b>some text</b></map>'); equal(expand('a[href="https://example.com"]>b', { text: ['<u>some text false</u>'], options: { 'markup.href': false } }), '<a href="https://example.com"><b><u>some text false</u></b></a>'); equal(expand('a[href="https://example.com"]>b', { text: ['<u>some text true</u>'], options: { 'markup.href': true } }), '<a href="https://example.com"><b><u>some text true</u></b></a>'); equal(expand('a[href="https://example.com"]>div', { text: ['<p>some text false</p>'], options: { 'markup.href': false } }), '<a href="https://example.com">\n\t<div>\n\t\t<p>some text false</p>\n\t</div>\n</a>'); equal(expand('a[href="https://example.com"]>div', { text: ['<p>some text true</p>'], options: { 'markup.href': true } }), '<a href="https://example.com">\n\t<div>\n\t\t<p>some text true</p>\n\t</div>\n</a>'); }); // it.only('debug', () => { // equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); // }); }); describe('Pug templates', () => { const config = resolveConfig({ syntax: 'pug' }); it('basic', () => { equal(expand('!', config), 'doctype html\nhtml(lang="en")\n\thead\n\t\tmeta(charset="UTF-8")\n\t\tmeta(http-equiv="X-UA-Compatible", content="IE=edge")\n\t\tmeta(name="viewport", content="width=device-width, initial-scale=1.0")\n\t\ttitle Document\n\tbody '); }); }); }); <MSG> Initial implementation of reversed attribute merge #409 <DFF> @@ -59,6 +59,11 @@ describe('Expand Abbreviation', () => { '<ul>\n\t<li class="item1"></li>\n\t<!-- /.item1 -->\n\t<li class="item2"></li>\n\t<!-- /.item2 -->\n</ul>'); }); + it('reverse attributes merge', () => { + equal(expand('a.test'), '<a href="" class="test"></a>'); + equal(expand('a.test', { options: { 'output.reverseAttributes': true } }), '<a class="test" href=""></a>'); + }); + // it.only('debug', () => { // equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); // });
5
Initial implementation of reversed attribute merge
0
.ts
ts
mit
emmetio/emmet
10069886
<NME> expand.ts <BEF> import { strictEqual as equal } from 'assert'; import expand, { resolveConfig } from '../src'; describe('Expand Abbreviation', () => { describe('Markup', () => { it('basic', () => { equal(expand('input[value="text$"]*2'), '<input type="text" value="text1"><input type="text" value="text2">'); equal(expand('ul>.item$*2'), '<ul>\n\t<li class="item1"></li>\n\t<li class="item2"></li>\n</ul>'); // insert text into abbreviation equal(expand('ul>.item$*', { text: ['foo', 'bar'] }), '<ul>\n\t<li class="item1">foo</li>\n\t<li class="item2">bar</li>\n</ul>'); // insert TextMate-style fields/tabstops in output equal(expand('ul>.item$*2', { options: { 'output.field': (index, placeholder) => `\${${index}${placeholder ? ':' + placeholder : ''}}` } }), '<ul>\n\t<li class="item1">${1}</li>\n\t<li class="item2">${2}</li>\n</ul>'); }); it('attributes', () => { const snippets = { test: 'test[!foo bar. baz={}]' }; const opt = { snippets }; const reverse = { options: { 'output.reverseAttributes': true }, snippets }; equal(expand('a.test'), '<a href="" class="test"></a>'); equal(expand('a.test', reverse), '<a class="test" href=""></a>'); equal(expand('test', opt), '<test bar="bar" baz={}></test>'); equal(expand('test[foo]', opt), '<test bar="bar" baz={}></test>'); equal(expand('test[baz=a foo=1]', opt), '<test foo="1" bar="bar" baz={a}></test>'); equal(expand('map'), '<map name=""></map>'); equal(expand('map[]'), '<map name=""></map>'); equal(expand('map[name="valid"]'), '<map name="valid"></map>'); equal(expand('map[href="invalid"]'), '<map name="" href="invalid"></map>'); // Apply attributes in reverse order equal(expand('test', reverse), '<test bar="bar" baz={}></test>'); equal(expand('test[foo]', reverse), '<test bar="bar" baz={}></test>'); equal(expand('test[baz=a foo=1]', reverse), '<test baz={a} foo="1" bar="bar"></test>'); }); it('numbering', () => { equal(expand('ul>li.item$@-*5'), '<ul>\n\t<li class="item5"></li>\n\t<li class="item4"></li>\n\t<li class="item3"></li>\n\t<li class="item2"></li>\n\t<li class="item1"></li>\n</ul>'); }); it('syntax', () => { equal(expand('ul>.item$*2', { syntax: 'html' }), '<ul>\n\t<li class="item1"></li>\n\t<li class="item2"></li>\n</ul>'); equal(expand('ul>.item$*2', { syntax: 'slim' }), 'ul\n\tli.item1 \n\tli.item2 '); equal(expand('xsl:variable[name=a select=b]>div', { syntax: 'xsl' }), '<xsl:variable name="a">\n\t<div></div>\n</xsl:variable>'); }); '<ul>\n\t<li class="item1"></li>\n\t<!-- /.item1 -->\n\t<li class="item2"></li>\n\t<!-- /.item2 -->\n</ul>'); }); // it.only('debug', () => { // equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); // }); it('custom snippets', () => { const snippets = { link: 'link[foo=bar href]/', foo: '.foo[bar=baz]', repeat: 'div>ul>li{Hello World}*3' }; equal(expand('foo', { snippets }), '<div class="foo" bar="baz"></div>'); // `link:css` depends on `link` snippet so changing it will result in // altered `link:css` result equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); equal(expand('link:css', { snippets }), '<link foo="bar" href="style.css">'); // https://github.com/emmetio/emmet/issues/468 equal(expand('repeat', { snippets }), '<div>\n\t<ul>\n\t\t<li>Hello World</li>\n\t\t<li>Hello World</li>\n\t\t<li>Hello World</li>\n\t</ul>\n</div>'); }); it('formatter options', () => { equal(expand('ul>.item$*2'), '<ul>\n\t<li class="item1"></li>\n\t<li class="item2"></li>\n</ul>'); equal(expand('ul>.item$*2', { options: { 'comment.enabled': true } }), '<ul>\n\t<li class="item1"></li>\n\t<!-- /.item1 -->\n\t<li class="item2"></li>\n\t<!-- /.item2 -->\n</ul>'); equal(expand('div>p'), '<div>\n\t<p></p>\n</div>'); equal(expand('div>p', { options: { 'output.formatLeafNode': true } }), '<div>\n\t<p>\n\t\t\n\t</p>\n</div>'); }); it('JSX', () => { const config = { syntax: 'jsx' }; equal(expand('div#foo.bar', config), '<div id="foo" className="bar"></div>'); equal(expand('label[for=a]', config), '<label htmlFor="a"></label>'); equal(expand('Foo.Bar', config), '<Foo.Bar></Foo.Bar>'); equal(expand('div.{theme.style}', config), '<div className={theme.style}></div>'); }); it('override attributes', () => { const config = { syntax: 'jsx' }; equal(expand('.bar', config), '<div className="bar"></div>'); equal(expand('..bar', config), '<div styleName={styles.bar}></div>'); equal(expand('..foo-bar', config), '<div styleName={styles[\'foo-bar\']}></div>'); equal(expand('.foo', { syntax: 'vue' }), '<div class="foo"></div>'); equal(expand('..foo', { syntax: 'vue' }), '<div :class="foo"></div>'); }); it('wrap with abbreviation', () => { equal(expand('div>ul', { text: ['<div>line1</div>\n<div>line2</div>'] }), '<div>\n\t<ul>\n\t\t<div>line1</div>\n\t\t<div>line2</div>\n\t</ul>\n</div>'); equal(expand('p', { text: 'foo\nbar' }), '<p>\n\tfoo\n\tbar\n</p>'); equal(expand('p', { text: '<div>foo</div>' }), '<p>\n\t<div>foo</div>\n</p>'); equal(expand('p', { text: '<span>foo</span>' }), '<p><span>foo</span></p>'); equal(expand('p', { text: 'foo<span>foo</span>' }), '<p>foo<span>foo</span></p>'); equal(expand('p', { text: 'foo<div>foo</div>' }), '<p>foo<div>foo</div></p>'); }); it('wrap with abbreviation href', () => { equal(expand('a', { text: ['www.google.it'] }), '<a href="http://www.google.it">www.google.it</a>'); equal(expand('a', { text: ['then www.google.it'] }), '<a href="">then www.google.it</a>'); equal(expand('a', { text: ['www.google.it'], options: { 'markup.href': false } }), '<a href="">www.google.it</a>'); equal(expand('map[name="https://example.com"]', { text: ['some text'] }), '<map name="https://example.com">some text</map>'); equal(expand('map[href="https://example.com"]', { text: ['some text'] }), '<map name="" href="https://example.com">some text</map>'); equal(expand('map[name="https://example.com"]>b', { text: ['some text'] }), '<map name="https://example.com"><b>some text</b></map>'); equal(expand('a[href="https://example.com"]>b', { text: ['<u>some text false</u>'], options: { 'markup.href': false } }), '<a href="https://example.com"><b><u>some text false</u></b></a>'); equal(expand('a[href="https://example.com"]>b', { text: ['<u>some text true</u>'], options: { 'markup.href': true } }), '<a href="https://example.com"><b><u>some text true</u></b></a>'); equal(expand('a[href="https://example.com"]>div', { text: ['<p>some text false</p>'], options: { 'markup.href': false } }), '<a href="https://example.com">\n\t<div>\n\t\t<p>some text false</p>\n\t</div>\n</a>'); equal(expand('a[href="https://example.com"]>div', { text: ['<p>some text true</p>'], options: { 'markup.href': true } }), '<a href="https://example.com">\n\t<div>\n\t\t<p>some text true</p>\n\t</div>\n</a>'); }); // it.only('debug', () => { // equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); // }); }); describe('Pug templates', () => { const config = resolveConfig({ syntax: 'pug' }); it('basic', () => { equal(expand('!', config), 'doctype html\nhtml(lang="en")\n\thead\n\t\tmeta(charset="UTF-8")\n\t\tmeta(http-equiv="X-UA-Compatible", content="IE=edge")\n\t\tmeta(name="viewport", content="width=device-width, initial-scale=1.0")\n\t\ttitle Document\n\tbody '); }); }); }); <MSG> Initial implementation of reversed attribute merge #409 <DFF> @@ -59,6 +59,11 @@ describe('Expand Abbreviation', () => { '<ul>\n\t<li class="item1"></li>\n\t<!-- /.item1 -->\n\t<li class="item2"></li>\n\t<!-- /.item2 -->\n</ul>'); }); + it('reverse attributes merge', () => { + equal(expand('a.test'), '<a href="" class="test"></a>'); + equal(expand('a.test', { options: { 'output.reverseAttributes': true } }), '<a class="test" href=""></a>'); + }); + // it.only('debug', () => { // equal(expand('link:css'), '<link rel="stylesheet" href="style.css">'); // });
5
Initial implementation of reversed attribute merge
0
.ts
ts
mit
emmetio/emmet
10069887
<NME> README <BEF> ========================================= ChiShop/DjangoPyPI ========================================= :Version: 0.1 Installation ============ Install dependencies:: $ python bootstrap.py --distribute $ ./bin/buildout Initial configuration Initial configuration --------------------- $ python manage.py syncdb $ ./bin/django runserver $ python manage.py runserver Contact Information ==================== [email protected] Using Setuptools ================ Add the following to your ``~/.pypirc`` file:: [distutils] index-servers = pypi local [pypi] username:user password:secret [local] username:user password:secret repository:http://localhost:8000 Uploading a package: Python >=2.6 -------------------------------------------- To push the package to the local pypi:: $ python setup.py register -r local sdist upload -r local Uploading a package: Python <2.6 ------------------------------------------- If you don't have Python 2.6 please run the command below to install the backport of the extension:: $ easy_install -U collective.dist instead of using register and dist command, you can use "mregister" and "mupload", that are a backport of python 2.6 register and upload commands, that supports multiple servers. To push the package to the local pypi:: $ python setup.py mregister -r local sdist mupload -r local .. # vim: syntax=rst expandtab tabstop=4 shiftwidth=4 shiftround <MSG> Added note about media/dists ownership <DFF> @@ -15,6 +15,9 @@ First you have to install the dependencies:: Initial configuration --------------------- + $ cd chipshop/ + + $ $EDITOR settings.py $ python manage.py syncdb @@ -23,6 +26,10 @@ Run the PyPI server $ python manage.py runserver + +Please note that ``chishop/media/dists`` has to be writable by the +user the web-server is running as. + Contact Information ==================== [email protected]
7
Added note about media/dists ownership
0
README
bsd-3-clause
ask/chishop
10069888
<NME> dashboard_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "rack/test" require "split/dashboard" describe Split::Dashboard do include Rack::Test::Methods class TestDashboard < Split::Dashboard include Split::Helper get "/my_experiment" do ab_test(params[:experiment], "blue", "red") end end def app @app ||= TestDashboard end def link(color) Split::Alternative.new(color, experiment.name) end let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } let(:experiment_with_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["goal_1", "goal_2"] }, "blue", "red") } let(:metric) { Split::Metric.find_or_create(name: "testmetric", experiments: [experiment, experiment_with_goals]) } let(:red_link) { link("red") } let(:blue_link) { link("blue") } before(:each) do Split.configuration.beta_probability_simulations = 1 end it "should respond to /" do get "/" expect(last_response).to be_ok end context "start experiment manually" do before do Split.configuration.start_manually = true end context "experiment without goals" do it "should display a Start button" do experiment get "/" expect(last_response.body).to include("Start") post "/start?experiment=#{experiment.name}" get "/" expect(last_response.body).to include("Reset Data") expect(last_response.body).not_to include("Metrics:") end end context "experiment with metrics" do it "should display the names of associated metrics" do metric get "/" expect(last_response.body).to include("Metrics:testmetric") end end describe "force alternative" do let!(:user) do Split::User.new(@app, { experiment.name => 'a' }) end before do post "/start?experiment=#{experiment.name}" end it "should set current user's alternative" do post "/force_alternative?experiment=#{experiment.name}", alternative: "b" expect(user[experiment.name]).to eq("b") end end end before do allow(Split::User).to receive(:new).and_return(user) end it "should set current user's alternative" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" get "/my_experiment?experiment=#{experiment.name}" expect(last_response.body).to include("blue") end it "should not modify an existing user" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" expect(user[experiment.key]).to eq("red") expect(blue_link.participant_count).to eq(7) end end context "incremented version" do let!(:user) do experiment.increment_version Split::User.new(@app, { "#{experiment.name}:#{experiment.version}" => "red" }) end before do allow(Split::User).to receive(:new).and_return(user) end it "should set current user's alternative" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" get "/my_experiment?experiment=#{experiment.name}" expect(last_response.body).to include("blue") end end end describe "index page" do context "with winner" do before { experiment.winner = "red" } it "displays `Reopen Experiment` button" do get "/" expect(last_response.body).to include("Reopen Experiment") end end context "without winner" do it "should not display `Reopen Experiment` button" do get "/" expect(last_response.body).to_not include("Reopen Experiment") end end end describe "reopen experiment" do before { experiment.winner = "red" } it "redirects" do post "/reopen?experiment=#{experiment.name}" expect(last_response).to be_redirect end it "removes winner" do post "/reopen?experiment=#{experiment.name}" expect(Split::ExperimentCatalog.find(experiment.name)).to_not have_winner end it "keeps existing stats" do red_link.participant_count = 5 blue_link.participant_count = 7 experiment.winner = "blue" post "/reopen?experiment=#{experiment.name}" expect(red_link.participant_count).to eq(5) expect(blue_link.participant_count).to eq(7) end end describe "update cohorting" do it "calls enable of cohorting when action is enable" do post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "enable" } expect(experiment.cohorting_disabled?).to eq false end it "calls disable of cohorting when action is disable" do post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "disable" } expect(experiment.cohorting_disabled?).to eq true end it "calls neither enable or disable cohorting when passed invalid action" do previous_value = experiment.cohorting_disabled? post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "other" } expect(experiment.cohorting_disabled?).to eq previous_value end end describe "initialize experiment" do before do Split.configuration.experiments = { my_experiment: { alternatives: [ "control", "alternative" ], } } end it "initializes the experiment when the experiment is given" do expect(Split::ExperimentCatalog.find("my_experiment")).to be nil post "/initialize_experiment", { experiment: "my_experiment" } experiment = Split::ExperimentCatalog.find("my_experiment") expect(experiment).to be_a(Split::Experiment) end it "does not attempt to intialize the experiment when empty experiment is given" do post "/initialize_experiment", { experiment: "" } expect(Split::ExperimentCatalog).to_not receive(:find_or_create) end it "does not attempt to intialize the experiment when no experiment is given" do post "/initialize_experiment" expect(Split::ExperimentCatalog).to_not receive(:find_or_create) end end it "should reset an experiment" do red_link.participant_count = 5 blue_link.participant_count = 7 experiment.winner = "blue" post "/reset?experiment=#{experiment.name}" expect(last_response).to be_redirect new_red_count = red_link.participant_count new_blue_count = blue_link.participant_count expect(new_blue_count).to eq(0) expect(new_red_count).to eq(0) expect(experiment.winner).to be_nil end it "should delete an experiment" do delete "/experiment?experiment=#{experiment.name}" expect(last_response).to be_redirect expect(Split::ExperimentCatalog.find(experiment.name)).to be_nil end it "should mark an alternative as the winner" do expect(experiment.winner).to be_nil post "/experiment?experiment=#{experiment.name}", alternative: "red" expect(last_response).to be_redirect expect(experiment.winner.name).to eq("red") end it "should display the start date" do experiment.start get "/" expect(last_response.body).to include("<small>#{experiment.start_time.strftime('%Y-%m-%d')}</small>") end it "should handle experiments without a start date" do Split.redis.hdel(:experiment_start_times, experiment.name) get "/" expect(last_response.body).to include("<small>Unknown</small>") end end <MSG> Increment participant count when `force_alternative` pushed <DFF> @@ -75,7 +75,7 @@ describe Split::Dashboard do describe "force alternative" do let!(:user) do - Split::User.new(@app, { experiment.name => 'a' }) + Split::User.new(@app, { experiment.name => 'red' }) end before do @@ -83,8 +83,10 @@ describe Split::Dashboard do end it "should set current user's alternative" do - post "/force_alternative?experiment=#{experiment.name}", alternative: "b" - expect(user[experiment.name]).to eq("b") + blue_link.participant_count = 7 + post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" + expect(user[experiment.name]).to eq("blue") + expect(blue_link.participant_count).to eq(8) end end
5
Increment participant count when `force_alternative` pushed
3
.rb
rb
mit
splitrb/split
10069889
<NME> dashboard_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "rack/test" require "split/dashboard" describe Split::Dashboard do include Rack::Test::Methods class TestDashboard < Split::Dashboard include Split::Helper get "/my_experiment" do ab_test(params[:experiment], "blue", "red") end end def app @app ||= TestDashboard end def link(color) Split::Alternative.new(color, experiment.name) end let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } let(:experiment_with_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["goal_1", "goal_2"] }, "blue", "red") } let(:metric) { Split::Metric.find_or_create(name: "testmetric", experiments: [experiment, experiment_with_goals]) } let(:red_link) { link("red") } let(:blue_link) { link("blue") } before(:each) do Split.configuration.beta_probability_simulations = 1 end it "should respond to /" do get "/" expect(last_response).to be_ok end context "start experiment manually" do before do Split.configuration.start_manually = true end context "experiment without goals" do it "should display a Start button" do experiment get "/" expect(last_response.body).to include("Start") post "/start?experiment=#{experiment.name}" get "/" expect(last_response.body).to include("Reset Data") expect(last_response.body).not_to include("Metrics:") end end context "experiment with metrics" do it "should display the names of associated metrics" do metric get "/" expect(last_response.body).to include("Metrics:testmetric") end end describe "force alternative" do let!(:user) do Split::User.new(@app, { experiment.name => 'a' }) end before do post "/start?experiment=#{experiment.name}" end it "should set current user's alternative" do post "/force_alternative?experiment=#{experiment.name}", alternative: "b" expect(user[experiment.name]).to eq("b") end end end before do allow(Split::User).to receive(:new).and_return(user) end it "should set current user's alternative" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" get "/my_experiment?experiment=#{experiment.name}" expect(last_response.body).to include("blue") end it "should not modify an existing user" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" expect(user[experiment.key]).to eq("red") expect(blue_link.participant_count).to eq(7) end end context "incremented version" do let!(:user) do experiment.increment_version Split::User.new(@app, { "#{experiment.name}:#{experiment.version}" => "red" }) end before do allow(Split::User).to receive(:new).and_return(user) end it "should set current user's alternative" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" get "/my_experiment?experiment=#{experiment.name}" expect(last_response.body).to include("blue") end end end describe "index page" do context "with winner" do before { experiment.winner = "red" } it "displays `Reopen Experiment` button" do get "/" expect(last_response.body).to include("Reopen Experiment") end end context "without winner" do it "should not display `Reopen Experiment` button" do get "/" expect(last_response.body).to_not include("Reopen Experiment") end end end describe "reopen experiment" do before { experiment.winner = "red" } it "redirects" do post "/reopen?experiment=#{experiment.name}" expect(last_response).to be_redirect end it "removes winner" do post "/reopen?experiment=#{experiment.name}" expect(Split::ExperimentCatalog.find(experiment.name)).to_not have_winner end it "keeps existing stats" do red_link.participant_count = 5 blue_link.participant_count = 7 experiment.winner = "blue" post "/reopen?experiment=#{experiment.name}" expect(red_link.participant_count).to eq(5) expect(blue_link.participant_count).to eq(7) end end describe "update cohorting" do it "calls enable of cohorting when action is enable" do post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "enable" } expect(experiment.cohorting_disabled?).to eq false end it "calls disable of cohorting when action is disable" do post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "disable" } expect(experiment.cohorting_disabled?).to eq true end it "calls neither enable or disable cohorting when passed invalid action" do previous_value = experiment.cohorting_disabled? post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "other" } expect(experiment.cohorting_disabled?).to eq previous_value end end describe "initialize experiment" do before do Split.configuration.experiments = { my_experiment: { alternatives: [ "control", "alternative" ], } } end it "initializes the experiment when the experiment is given" do expect(Split::ExperimentCatalog.find("my_experiment")).to be nil post "/initialize_experiment", { experiment: "my_experiment" } experiment = Split::ExperimentCatalog.find("my_experiment") expect(experiment).to be_a(Split::Experiment) end it "does not attempt to intialize the experiment when empty experiment is given" do post "/initialize_experiment", { experiment: "" } expect(Split::ExperimentCatalog).to_not receive(:find_or_create) end it "does not attempt to intialize the experiment when no experiment is given" do post "/initialize_experiment" expect(Split::ExperimentCatalog).to_not receive(:find_or_create) end end it "should reset an experiment" do red_link.participant_count = 5 blue_link.participant_count = 7 experiment.winner = "blue" post "/reset?experiment=#{experiment.name}" expect(last_response).to be_redirect new_red_count = red_link.participant_count new_blue_count = blue_link.participant_count expect(new_blue_count).to eq(0) expect(new_red_count).to eq(0) expect(experiment.winner).to be_nil end it "should delete an experiment" do delete "/experiment?experiment=#{experiment.name}" expect(last_response).to be_redirect expect(Split::ExperimentCatalog.find(experiment.name)).to be_nil end it "should mark an alternative as the winner" do expect(experiment.winner).to be_nil post "/experiment?experiment=#{experiment.name}", alternative: "red" expect(last_response).to be_redirect expect(experiment.winner.name).to eq("red") end it "should display the start date" do experiment.start get "/" expect(last_response.body).to include("<small>#{experiment.start_time.strftime('%Y-%m-%d')}</small>") end it "should handle experiments without a start date" do Split.redis.hdel(:experiment_start_times, experiment.name) get "/" expect(last_response.body).to include("<small>Unknown</small>") end end <MSG> Increment participant count when `force_alternative` pushed <DFF> @@ -75,7 +75,7 @@ describe Split::Dashboard do describe "force alternative" do let!(:user) do - Split::User.new(@app, { experiment.name => 'a' }) + Split::User.new(@app, { experiment.name => 'red' }) end before do @@ -83,8 +83,10 @@ describe Split::Dashboard do end it "should set current user's alternative" do - post "/force_alternative?experiment=#{experiment.name}", alternative: "b" - expect(user[experiment.name]).to eq("b") + blue_link.participant_count = 7 + post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" + expect(user[experiment.name]).to eq("blue") + expect(blue_link.participant_count).to eq(8) end end
5
Increment participant count when `force_alternative` pushed
3
.rb
rb
mit
splitrb/split
10069890
<NME> dashboard_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "rack/test" require "split/dashboard" describe Split::Dashboard do include Rack::Test::Methods class TestDashboard < Split::Dashboard include Split::Helper get "/my_experiment" do ab_test(params[:experiment], "blue", "red") end end def app @app ||= TestDashboard end def link(color) Split::Alternative.new(color, experiment.name) end let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } let(:experiment_with_goals) { Split::ExperimentCatalog.find_or_create({ "link_color" => ["goal_1", "goal_2"] }, "blue", "red") } let(:metric) { Split::Metric.find_or_create(name: "testmetric", experiments: [experiment, experiment_with_goals]) } let(:red_link) { link("red") } let(:blue_link) { link("blue") } before(:each) do Split.configuration.beta_probability_simulations = 1 end it "should respond to /" do get "/" expect(last_response).to be_ok end context "start experiment manually" do before do Split.configuration.start_manually = true end context "experiment without goals" do it "should display a Start button" do experiment get "/" expect(last_response.body).to include("Start") post "/start?experiment=#{experiment.name}" get "/" expect(last_response.body).to include("Reset Data") expect(last_response.body).not_to include("Metrics:") end end context "experiment with metrics" do it "should display the names of associated metrics" do metric get "/" expect(last_response.body).to include("Metrics:testmetric") end end describe "force alternative" do let!(:user) do Split::User.new(@app, { experiment.name => 'a' }) end before do post "/start?experiment=#{experiment.name}" end it "should set current user's alternative" do post "/force_alternative?experiment=#{experiment.name}", alternative: "b" expect(user[experiment.name]).to eq("b") end end end before do allow(Split::User).to receive(:new).and_return(user) end it "should set current user's alternative" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" get "/my_experiment?experiment=#{experiment.name}" expect(last_response.body).to include("blue") end it "should not modify an existing user" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" expect(user[experiment.key]).to eq("red") expect(blue_link.participant_count).to eq(7) end end context "incremented version" do let!(:user) do experiment.increment_version Split::User.new(@app, { "#{experiment.name}:#{experiment.version}" => "red" }) end before do allow(Split::User).to receive(:new).and_return(user) end it "should set current user's alternative" do blue_link.participant_count = 7 post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" get "/my_experiment?experiment=#{experiment.name}" expect(last_response.body).to include("blue") end end end describe "index page" do context "with winner" do before { experiment.winner = "red" } it "displays `Reopen Experiment` button" do get "/" expect(last_response.body).to include("Reopen Experiment") end end context "without winner" do it "should not display `Reopen Experiment` button" do get "/" expect(last_response.body).to_not include("Reopen Experiment") end end end describe "reopen experiment" do before { experiment.winner = "red" } it "redirects" do post "/reopen?experiment=#{experiment.name}" expect(last_response).to be_redirect end it "removes winner" do post "/reopen?experiment=#{experiment.name}" expect(Split::ExperimentCatalog.find(experiment.name)).to_not have_winner end it "keeps existing stats" do red_link.participant_count = 5 blue_link.participant_count = 7 experiment.winner = "blue" post "/reopen?experiment=#{experiment.name}" expect(red_link.participant_count).to eq(5) expect(blue_link.participant_count).to eq(7) end end describe "update cohorting" do it "calls enable of cohorting when action is enable" do post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "enable" } expect(experiment.cohorting_disabled?).to eq false end it "calls disable of cohorting when action is disable" do post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "disable" } expect(experiment.cohorting_disabled?).to eq true end it "calls neither enable or disable cohorting when passed invalid action" do previous_value = experiment.cohorting_disabled? post "/update_cohorting?experiment=#{experiment.name}", { "cohorting_action": "other" } expect(experiment.cohorting_disabled?).to eq previous_value end end describe "initialize experiment" do before do Split.configuration.experiments = { my_experiment: { alternatives: [ "control", "alternative" ], } } end it "initializes the experiment when the experiment is given" do expect(Split::ExperimentCatalog.find("my_experiment")).to be nil post "/initialize_experiment", { experiment: "my_experiment" } experiment = Split::ExperimentCatalog.find("my_experiment") expect(experiment).to be_a(Split::Experiment) end it "does not attempt to intialize the experiment when empty experiment is given" do post "/initialize_experiment", { experiment: "" } expect(Split::ExperimentCatalog).to_not receive(:find_or_create) end it "does not attempt to intialize the experiment when no experiment is given" do post "/initialize_experiment" expect(Split::ExperimentCatalog).to_not receive(:find_or_create) end end it "should reset an experiment" do red_link.participant_count = 5 blue_link.participant_count = 7 experiment.winner = "blue" post "/reset?experiment=#{experiment.name}" expect(last_response).to be_redirect new_red_count = red_link.participant_count new_blue_count = blue_link.participant_count expect(new_blue_count).to eq(0) expect(new_red_count).to eq(0) expect(experiment.winner).to be_nil end it "should delete an experiment" do delete "/experiment?experiment=#{experiment.name}" expect(last_response).to be_redirect expect(Split::ExperimentCatalog.find(experiment.name)).to be_nil end it "should mark an alternative as the winner" do expect(experiment.winner).to be_nil post "/experiment?experiment=#{experiment.name}", alternative: "red" expect(last_response).to be_redirect expect(experiment.winner.name).to eq("red") end it "should display the start date" do experiment.start get "/" expect(last_response.body).to include("<small>#{experiment.start_time.strftime('%Y-%m-%d')}</small>") end it "should handle experiments without a start date" do Split.redis.hdel(:experiment_start_times, experiment.name) get "/" expect(last_response.body).to include("<small>Unknown</small>") end end <MSG> Increment participant count when `force_alternative` pushed <DFF> @@ -75,7 +75,7 @@ describe Split::Dashboard do describe "force alternative" do let!(:user) do - Split::User.new(@app, { experiment.name => 'a' }) + Split::User.new(@app, { experiment.name => 'red' }) end before do @@ -83,8 +83,10 @@ describe Split::Dashboard do end it "should set current user's alternative" do - post "/force_alternative?experiment=#{experiment.name}", alternative: "b" - expect(user[experiment.name]).to eq("b") + blue_link.participant_count = 7 + post "/force_alternative?experiment=#{experiment.name}", alternative: "blue" + expect(user[experiment.name]).to eq("blue") + expect(blue_link.participant_count).to eq(8) end end
5
Increment participant count when `force_alternative` pushed
3
.rb
rb
mit
splitrb/split
10069891
<NME> webpack.config.js <BEF> var path = require('path'); var webpack = require('webpack'); var VERSION = require('./package.json').version; var banner = '/*!\n' + ' * Semantic-UI AngularJS integration\n' + ' * https://github.com/semantic-org/semantic-ui-angular\n' + ' * @license MIT\n' + ' * v' + VERSION + '\n' + ' */\n'; module.exports = { context: path.resolve('src'), devtool: "source-map", entry: { 'semantic-ui-angular': './index', 'semantic-ui-angular.min': './index' }, output: { path: path.resolve('dist'), filename: '[name].js' }, plugins: [ new webpack.optimize.UglifyJsPlugin({ include: /\.min\.js$/, minimize: true }), new webpack.BannerPlugin(banner, {raw: true}) ], module: { preLoaders: [ { test: /\.ts$/, exclude: /node_modules/, loader: 'tslint-loader' }, // TODO: JSCS complains on TS code, decide if we actually can/need make it work //{ test: /\.ts$/, exclude: /node_modules/, loader: 'jscs-loader' } ], loaders: [ { test: /\.ts?$/, exclude: /node_modules/, loader: 'ts-loader' }, { test: /\.json?$/, exclude: /node_modules/, loader: 'json-loader' } ] }, tslint: { configuration: require('./tslint.json') }, resolve: { extensions: ['', '.ts', '.js'] } }; <MSG> chore(project): Add tsconfig.json file and cleanup <DFF> @@ -31,7 +31,7 @@ module.exports = { module: { preLoaders: [ { test: /\.ts$/, exclude: /node_modules/, loader: 'tslint-loader' }, - // TODO: JSCS complains on TS code, decide if we actually can/need make it work + // TODO(m0t0r): JSCS complains on TS code, decide if we actually can/need make it work //{ test: /\.ts$/, exclude: /node_modules/, loader: 'jscs-loader' } ], loaders: [
1
chore(project): Add tsconfig.json file and cleanup
1
.js
config
mit
Semantic-Org/Semantic-UI-Angular
10069892
<NME> webpack.config.js <BEF> var path = require('path'); var webpack = require('webpack'); var VERSION = require('./package.json').version; var banner = '/*!\n' + ' * Semantic-UI AngularJS integration\n' + ' * https://github.com/semantic-org/semantic-ui-angular\n' + ' * @license MIT\n' + ' * v' + VERSION + '\n' + ' */\n'; module.exports = { context: path.resolve('src'), devtool: "source-map", entry: { 'semantic-ui-angular': './index', 'semantic-ui-angular.min': './index' }, output: { path: path.resolve('dist'), filename: '[name].js' }, plugins: [ new webpack.optimize.UglifyJsPlugin({ include: /\.min\.js$/, minimize: true }), new webpack.BannerPlugin(banner, {raw: true}) ], module: { preLoaders: [ { test: /\.ts$/, exclude: /node_modules/, loader: 'tslint-loader' }, // TODO: JSCS complains on TS code, decide if we actually can/need make it work //{ test: /\.ts$/, exclude: /node_modules/, loader: 'jscs-loader' } ], loaders: [ { test: /\.ts?$/, exclude: /node_modules/, loader: 'ts-loader' }, { test: /\.json?$/, exclude: /node_modules/, loader: 'json-loader' } ] }, tslint: { configuration: require('./tslint.json') }, resolve: { extensions: ['', '.ts', '.js'] } }; <MSG> chore(project): Add tsconfig.json file and cleanup <DFF> @@ -31,7 +31,7 @@ module.exports = { module: { preLoaders: [ { test: /\.ts$/, exclude: /node_modules/, loader: 'tslint-loader' }, - // TODO: JSCS complains on TS code, decide if we actually can/need make it work + // TODO(m0t0r): JSCS complains on TS code, decide if we actually can/need make it work //{ test: /\.ts$/, exclude: /node_modules/, loader: 'jscs-loader' } ], loaders: [
1
chore(project): Add tsconfig.json file and cleanup
1
.js
config
mit
Semantic-Org/Semantic-UI-Angular
10069893
<NME> webpack.config.js <BEF> var path = require('path'); var webpack = require('webpack'); var VERSION = require('./package.json').version; var banner = '/*!\n' + ' * Semantic-UI AngularJS integration\n' + ' * https://github.com/semantic-org/semantic-ui-angular\n' + ' * @license MIT\n' + ' * v' + VERSION + '\n' + ' */\n'; module.exports = { context: path.resolve('src'), devtool: "source-map", entry: { 'semantic-ui-angular': './index', 'semantic-ui-angular.min': './index' }, output: { path: path.resolve('dist'), filename: '[name].js' }, plugins: [ new webpack.optimize.UglifyJsPlugin({ include: /\.min\.js$/, minimize: true }), new webpack.BannerPlugin(banner, {raw: true}) ], module: { preLoaders: [ { test: /\.ts$/, exclude: /node_modules/, loader: 'tslint-loader' }, // TODO: JSCS complains on TS code, decide if we actually can/need make it work //{ test: /\.ts$/, exclude: /node_modules/, loader: 'jscs-loader' } ], loaders: [ { test: /\.ts?$/, exclude: /node_modules/, loader: 'ts-loader' }, { test: /\.json?$/, exclude: /node_modules/, loader: 'json-loader' } ] }, tslint: { configuration: require('./tslint.json') }, resolve: { extensions: ['', '.ts', '.js'] } }; <MSG> chore(project): Add tsconfig.json file and cleanup <DFF> @@ -31,7 +31,7 @@ module.exports = { module: { preLoaders: [ { test: /\.ts$/, exclude: /node_modules/, loader: 'tslint-loader' }, - // TODO: JSCS complains on TS code, decide if we actually can/need make it work + // TODO(m0t0r): JSCS complains on TS code, decide if we actually can/need make it work //{ test: /\.ts$/, exclude: /node_modules/, loader: 'jscs-loader' } ], loaders: [
1
chore(project): Add tsconfig.json file and cleanup
1
.js
config
mit
Semantic-Org/Semantic-UI-Angular
10069894
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 1 MINOR = 4 PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v1.4.4 <DFF> @@ -2,6 +2,6 @@ module Split MAJOR = 1 MINOR = 4 - PATCH = 3 + PATCH = 4 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
v1.4.4
1
.rb
rb
mit
splitrb/split
10069895
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 1 MINOR = 4 PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v1.4.4 <DFF> @@ -2,6 +2,6 @@ module Split MAJOR = 1 MINOR = 4 - PATCH = 3 + PATCH = 4 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
v1.4.4
1
.rb
rb
mit
splitrb/split
10069896
<NME> version.rb <BEF> # frozen_string_literal: true module Split MAJOR = 1 MINOR = 4 PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> v1.4.4 <DFF> @@ -2,6 +2,6 @@ module Split MAJOR = 1 MINOR = 4 - PATCH = 3 + PATCH = 4 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
v1.4.4
1
.rb
rb
mit
splitrb/split
10069897
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end end e = Split::ExperimentCatalog.find_or_create('def', '4', '5', '6') e.winner = '4' alternative = ab_test('def', '4', '5', '6') another_alternative = ab_test('ghi', '7', '8', '9') expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, it 'should handle multiple experiments correctly' do experiment2 = Split::ExperimentCatalog.find_or_create('link_color2', 'blue', 'red') alternative_name = ab_test('link_color', 'blue', 'red') alternative_name2 = ab_test('link_color2', 'blue', 'red') ab_finished('link_color2') experiment2.alternatives.each do |alt| end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Fix unused variable warnings on specs <DFF> @@ -583,7 +583,7 @@ describe Split::Helper do end e = Split::ExperimentCatalog.find_or_create('def', '4', '5', '6') e.winner = '4' - alternative = ab_test('def', '4', '5', '6') + ab_test('def', '4', '5', '6') another_alternative = ab_test('ghi', '7', '8', '9') expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" @@ -1059,8 +1059,8 @@ describe Split::Helper do it 'should handle multiple experiments correctly' do experiment2 = Split::ExperimentCatalog.find_or_create('link_color2', 'blue', 'red') - alternative_name = ab_test('link_color', 'blue', 'red') - alternative_name2 = ab_test('link_color2', 'blue', 'red') + ab_test('link_color', 'blue', 'red') + ab_test('link_color2', 'blue', 'red') ab_finished('link_color2') experiment2.alternatives.each do |alt|
3
Fix unused variable warnings on specs
3
.rb
rb
mit
splitrb/split
10069898
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end end e = Split::ExperimentCatalog.find_or_create('def', '4', '5', '6') e.winner = '4' alternative = ab_test('def', '4', '5', '6') another_alternative = ab_test('ghi', '7', '8', '9') expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, it 'should handle multiple experiments correctly' do experiment2 = Split::ExperimentCatalog.find_or_create('link_color2', 'blue', 'red') alternative_name = ab_test('link_color', 'blue', 'red') alternative_name2 = ab_test('link_color2', 'blue', 'red') ab_finished('link_color2') experiment2.alternatives.each do |alt| end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Fix unused variable warnings on specs <DFF> @@ -583,7 +583,7 @@ describe Split::Helper do end e = Split::ExperimentCatalog.find_or_create('def', '4', '5', '6') e.winner = '4' - alternative = ab_test('def', '4', '5', '6') + ab_test('def', '4', '5', '6') another_alternative = ab_test('ghi', '7', '8', '9') expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" @@ -1059,8 +1059,8 @@ describe Split::Helper do it 'should handle multiple experiments correctly' do experiment2 = Split::ExperimentCatalog.find_or_create('link_color2', 'blue', 'red') - alternative_name = ab_test('link_color', 'blue', 'red') - alternative_name2 = ab_test('link_color2', 'blue', 'red') + ab_test('link_color', 'blue', 'red') + ab_test('link_color2', 'blue', 'red') ab_finished('link_color2') experiment2.alternatives.each do |alt|
3
Fix unused variable warnings on specs
3
.rb
rb
mit
splitrb/split
10069899
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end end e = Split::ExperimentCatalog.find_or_create('def', '4', '5', '6') e.winner = '4' alternative = ab_test('def', '4', '5', '6') another_alternative = ab_test('ghi', '7', '8', '9') expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, it 'should handle multiple experiments correctly' do experiment2 = Split::ExperimentCatalog.find_or_create('link_color2', 'blue', 'red') alternative_name = ab_test('link_color', 'blue', 'red') alternative_name2 = ab_test('link_color2', 'blue', 'red') ab_finished('link_color2') experiment2.alternatives.each do |alt| end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Fix unused variable warnings on specs <DFF> @@ -583,7 +583,7 @@ describe Split::Helper do end e = Split::ExperimentCatalog.find_or_create('def', '4', '5', '6') e.winner = '4' - alternative = ab_test('def', '4', '5', '6') + ab_test('def', '4', '5', '6') another_alternative = ab_test('ghi', '7', '8', '9') expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" @@ -1059,8 +1059,8 @@ describe Split::Helper do it 'should handle multiple experiments correctly' do experiment2 = Split::ExperimentCatalog.find_or_create('link_color2', 'blue', 'red') - alternative_name = ab_test('link_color', 'blue', 'red') - alternative_name2 = ab_test('link_color2', 'blue', 'red') + ab_test('link_color', 'blue', 'red') + ab_test('link_color2', 'blue', 'red') ab_finished('link_color2') experiment2.alternatives.each do |alt|
3
Fix unused variable warnings on specs
3
.rb
rb
mit
splitrb/split
10069900
<NME> split.gemspec <BEF> # -*- encoding: utf-8 -*- # frozen_string_literal: true $:.push File.expand_path("../lib", __FILE__) require "split/version" Gem::Specification.new do |s| s.name = "split" s.version = Split::VERSION s.licenses = ['MIT'] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" s.summary = %q{Rack based split testing framework} s.required_ruby_version = '>= 1.9.2' s.metadata = { "homepage_uri" => "https://github.com/splitrb/split", "changelog_uri" => "https://github.com/splitrb/split/blob/main/CHANGELOG.md", "source_code_uri" => "https://github.com/splitrb/split", "bug_tracker_uri" => "https://github.com/splitrb/split/issues", "wiki_uri" => "https://github.com/splitrb/split/wiki", "mailing_list_uri" => "https://groups.google.com/d/forum/split-ruby" } s.required_ruby_version = ">= 2.5.0" s.required_rubygems_version = ">= 2.0.0" s.files = `git ls-files`.split("\n") s.test_files = `git ls-files -- {test,spec,features}/*`.split("\n") s.require_paths = ["lib"] s.add_dependency "redis", ">= 4.2" s.add_dependency "sinatra", ">= 1.2.6" s.add_dependency "rubystats", ">= 0.3.0" s.add_development_dependency "bundler", ">= 1.17" s.add_development_dependency "simplecov", "~> 0.15" s.add_development_dependency "rack-test", "~> 2.0" s.add_development_dependency "rake", "~> 13" s.add_development_dependency "rspec", "~> 3.7" s.add_development_dependency "pry", "~> 0.10" s.add_development_dependency "rails", ">= 5.0" end <MSG> Update split.gemspec <DFF> @@ -10,7 +10,7 @@ Gem::Specification.new do |s| s.licenses = ['MIT'] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" - s.summary = %q{Rack based split testing framework} + s.summary = "Rack based split testing framework" s.required_ruby_version = '>= 1.9.2'
1
Update split.gemspec
1
.gemspec
gemspec
mit
splitrb/split
10069901
<NME> split.gemspec <BEF> # -*- encoding: utf-8 -*- # frozen_string_literal: true $:.push File.expand_path("../lib", __FILE__) require "split/version" Gem::Specification.new do |s| s.name = "split" s.version = Split::VERSION s.licenses = ['MIT'] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" s.summary = %q{Rack based split testing framework} s.required_ruby_version = '>= 1.9.2' s.metadata = { "homepage_uri" => "https://github.com/splitrb/split", "changelog_uri" => "https://github.com/splitrb/split/blob/main/CHANGELOG.md", "source_code_uri" => "https://github.com/splitrb/split", "bug_tracker_uri" => "https://github.com/splitrb/split/issues", "wiki_uri" => "https://github.com/splitrb/split/wiki", "mailing_list_uri" => "https://groups.google.com/d/forum/split-ruby" } s.required_ruby_version = ">= 2.5.0" s.required_rubygems_version = ">= 2.0.0" s.files = `git ls-files`.split("\n") s.test_files = `git ls-files -- {test,spec,features}/*`.split("\n") s.require_paths = ["lib"] s.add_dependency "redis", ">= 4.2" s.add_dependency "sinatra", ">= 1.2.6" s.add_dependency "rubystats", ">= 0.3.0" s.add_development_dependency "bundler", ">= 1.17" s.add_development_dependency "simplecov", "~> 0.15" s.add_development_dependency "rack-test", "~> 2.0" s.add_development_dependency "rake", "~> 13" s.add_development_dependency "rspec", "~> 3.7" s.add_development_dependency "pry", "~> 0.10" s.add_development_dependency "rails", ">= 5.0" end <MSG> Update split.gemspec <DFF> @@ -10,7 +10,7 @@ Gem::Specification.new do |s| s.licenses = ['MIT'] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" - s.summary = %q{Rack based split testing framework} + s.summary = "Rack based split testing framework" s.required_ruby_version = '>= 1.9.2'
1
Update split.gemspec
1
.gemspec
gemspec
mit
splitrb/split
10069902
<NME> split.gemspec <BEF> # -*- encoding: utf-8 -*- # frozen_string_literal: true $:.push File.expand_path("../lib", __FILE__) require "split/version" Gem::Specification.new do |s| s.name = "split" s.version = Split::VERSION s.licenses = ['MIT'] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" s.summary = %q{Rack based split testing framework} s.required_ruby_version = '>= 1.9.2' s.metadata = { "homepage_uri" => "https://github.com/splitrb/split", "changelog_uri" => "https://github.com/splitrb/split/blob/main/CHANGELOG.md", "source_code_uri" => "https://github.com/splitrb/split", "bug_tracker_uri" => "https://github.com/splitrb/split/issues", "wiki_uri" => "https://github.com/splitrb/split/wiki", "mailing_list_uri" => "https://groups.google.com/d/forum/split-ruby" } s.required_ruby_version = ">= 2.5.0" s.required_rubygems_version = ">= 2.0.0" s.files = `git ls-files`.split("\n") s.test_files = `git ls-files -- {test,spec,features}/*`.split("\n") s.require_paths = ["lib"] s.add_dependency "redis", ">= 4.2" s.add_dependency "sinatra", ">= 1.2.6" s.add_dependency "rubystats", ">= 0.3.0" s.add_development_dependency "bundler", ">= 1.17" s.add_development_dependency "simplecov", "~> 0.15" s.add_development_dependency "rack-test", "~> 2.0" s.add_development_dependency "rake", "~> 13" s.add_development_dependency "rspec", "~> 3.7" s.add_development_dependency "pry", "~> 0.10" s.add_development_dependency "rails", ">= 5.0" end <MSG> Update split.gemspec <DFF> @@ -10,7 +10,7 @@ Gem::Specification.new do |s| s.licenses = ['MIT'] s.email = ["[email protected]"] s.homepage = "https://github.com/splitrb/split" - s.summary = %q{Rack based split testing framework} + s.summary = "Rack based split testing framework" s.required_ruby_version = '>= 1.9.2'
1
Update split.gemspec
1
.gemspec
gemspec
mit
splitrb/split
10069903
<NME> alternative.rb <BEF> # frozen_string_literal: true module Split class Alternative attr_accessor :name attr_accessor :experiment_name attr_accessor :weight attr_accessor :recorded_info def initialize(name, experiment_name) @experiment_name = experiment_name if Hash === name @name = name.keys.first @weight = name.values.first else @name = name @weight = 1 end @p_winner = 0.0 end def to_s name end def goals self.experiment.goals end def p_winner(goal = nil) field = set_prob_field(goal) @p_winner = Split.redis.hget(key, field).to_f end def set_p_winner(prob, goal = nil) field = set_prob_field(goal) Split.redis.hset(key, field, prob.to_f) end def participant_count Split.redis.hget(key, "participant_count").to_i end def participant_count=(count) Split.redis.hset(key, "participant_count", count.to_i) end def completed_count(goal = nil) field = set_field(goal) Split.redis.hget(key, field).to_i end def all_completed_count if goals.empty? completed_count else goals.inject(completed_count) do |sum, g| sum + completed_count(g) end end end end def reset Split.redis.hmset "#{experiment_name}:#{name}", 'participant_count', 'completed_count', 0, 0 end def self.find(name, experiment_name) end def set_prob_field(goal) field = "p_winner" field += ":" + goal unless goal.nil? field end def set_completed_count(count, goal = nil) field = set_field(goal) Split.redis.hset(key, field, count.to_i) end def increment_participation Split.redis.hincrby key, "participant_count", 1 end def increment_completion(goal = nil) field = set_field(goal) Split.redis.hincrby(key, field, 1) end def control? experiment.control.name == self.name end def conversion_rate(goal = nil) return 0 if participant_count.zero? (completed_count(goal).to_f)/participant_count.to_f end def experiment Split::ExperimentCatalog.find(experiment_name) end def z_score(goal = nil) # p_a = Pa = proportion of users who converted within the experiment split (conversion rate) # p_c = Pc = proportion of users who converted within the control split (conversion rate) # n_a = Na = the number of impressions within the experiment split # n_c = Nc = the number of impressions within the control split control = experiment.control alternative = self return "N/A" if control.name == alternative.name p_a = alternative.conversion_rate(goal) p_c = control.conversion_rate(goal) n_a = alternative.participant_count n_c = control.participant_count # can't calculate zscore for P(x) > 1 return "N/A" if p_a > 1 || p_c > 1 Split::Zscore.calculate(p_a, n_a, p_c, n_c) end def extra_info data = Split.redis.hget(key, "recorded_info") if data && data.length > 1 begin JSON.parse(data) rescue {} end else {} end end def record_extra_info(k, value = 1) @recorded_info = self.extra_info || {} if value.kind_of?(Numeric) @recorded_info[k] ||= 0 @recorded_info[k] += value else @recorded_info[k] = value end Split.redis.hset key, "recorded_info", (@recorded_info || {}).to_json end def save Split.redis.hsetnx key, "participant_count", 0 Split.redis.hsetnx key, "completed_count", 0 Split.redis.hsetnx key, "p_winner", p_winner Split.redis.hsetnx key, "recorded_info", (@recorded_info || {}).to_json end def validate! unless String === @name || hash_with_correct_values?(@name) raise ArgumentError, "Alternative must be a string" end end def reset Split.redis.hmset key, "participant_count", 0, "completed_count", 0, "recorded_info", "" unless goals.empty? goals.each do |g| field = "completed_count:#{g}" Split.redis.hset key, field, 0 end end end def delete Split.redis.del(key) end private def hash_with_correct_values?(name) Hash === name && String === name.keys.first && Float(name.values.first) rescue false end def key "#{experiment_name}:#{name}" end end end <MSG> A much cleaner alternative reset <DFF> @@ -62,7 +62,9 @@ module Split end def reset - Split.redis.hmset "#{experiment_name}:#{name}", 'participant_count', 'completed_count', 0, 0 + @participant_count = 0 + @completed_count = 0 + save end def self.find(name, experiment_name)
3
A much cleaner alternative reset
1
.rb
rb
mit
splitrb/split
10069904
<NME> alternative.rb <BEF> # frozen_string_literal: true module Split class Alternative attr_accessor :name attr_accessor :experiment_name attr_accessor :weight attr_accessor :recorded_info def initialize(name, experiment_name) @experiment_name = experiment_name if Hash === name @name = name.keys.first @weight = name.values.first else @name = name @weight = 1 end @p_winner = 0.0 end def to_s name end def goals self.experiment.goals end def p_winner(goal = nil) field = set_prob_field(goal) @p_winner = Split.redis.hget(key, field).to_f end def set_p_winner(prob, goal = nil) field = set_prob_field(goal) Split.redis.hset(key, field, prob.to_f) end def participant_count Split.redis.hget(key, "participant_count").to_i end def participant_count=(count) Split.redis.hset(key, "participant_count", count.to_i) end def completed_count(goal = nil) field = set_field(goal) Split.redis.hget(key, field).to_i end def all_completed_count if goals.empty? completed_count else goals.inject(completed_count) do |sum, g| sum + completed_count(g) end end end end def reset Split.redis.hmset "#{experiment_name}:#{name}", 'participant_count', 'completed_count', 0, 0 end def self.find(name, experiment_name) end def set_prob_field(goal) field = "p_winner" field += ":" + goal unless goal.nil? field end def set_completed_count(count, goal = nil) field = set_field(goal) Split.redis.hset(key, field, count.to_i) end def increment_participation Split.redis.hincrby key, "participant_count", 1 end def increment_completion(goal = nil) field = set_field(goal) Split.redis.hincrby(key, field, 1) end def control? experiment.control.name == self.name end def conversion_rate(goal = nil) return 0 if participant_count.zero? (completed_count(goal).to_f)/participant_count.to_f end def experiment Split::ExperimentCatalog.find(experiment_name) end def z_score(goal = nil) # p_a = Pa = proportion of users who converted within the experiment split (conversion rate) # p_c = Pc = proportion of users who converted within the control split (conversion rate) # n_a = Na = the number of impressions within the experiment split # n_c = Nc = the number of impressions within the control split control = experiment.control alternative = self return "N/A" if control.name == alternative.name p_a = alternative.conversion_rate(goal) p_c = control.conversion_rate(goal) n_a = alternative.participant_count n_c = control.participant_count # can't calculate zscore for P(x) > 1 return "N/A" if p_a > 1 || p_c > 1 Split::Zscore.calculate(p_a, n_a, p_c, n_c) end def extra_info data = Split.redis.hget(key, "recorded_info") if data && data.length > 1 begin JSON.parse(data) rescue {} end else {} end end def record_extra_info(k, value = 1) @recorded_info = self.extra_info || {} if value.kind_of?(Numeric) @recorded_info[k] ||= 0 @recorded_info[k] += value else @recorded_info[k] = value end Split.redis.hset key, "recorded_info", (@recorded_info || {}).to_json end def save Split.redis.hsetnx key, "participant_count", 0 Split.redis.hsetnx key, "completed_count", 0 Split.redis.hsetnx key, "p_winner", p_winner Split.redis.hsetnx key, "recorded_info", (@recorded_info || {}).to_json end def validate! unless String === @name || hash_with_correct_values?(@name) raise ArgumentError, "Alternative must be a string" end end def reset Split.redis.hmset key, "participant_count", 0, "completed_count", 0, "recorded_info", "" unless goals.empty? goals.each do |g| field = "completed_count:#{g}" Split.redis.hset key, field, 0 end end end def delete Split.redis.del(key) end private def hash_with_correct_values?(name) Hash === name && String === name.keys.first && Float(name.values.first) rescue false end def key "#{experiment_name}:#{name}" end end end <MSG> A much cleaner alternative reset <DFF> @@ -62,7 +62,9 @@ module Split end def reset - Split.redis.hmset "#{experiment_name}:#{name}", 'participant_count', 'completed_count', 0, 0 + @participant_count = 0 + @completed_count = 0 + save end def self.find(name, experiment_name)
3
A much cleaner alternative reset
1
.rb
rb
mit
splitrb/split
10069905
<NME> alternative.rb <BEF> # frozen_string_literal: true module Split class Alternative attr_accessor :name attr_accessor :experiment_name attr_accessor :weight attr_accessor :recorded_info def initialize(name, experiment_name) @experiment_name = experiment_name if Hash === name @name = name.keys.first @weight = name.values.first else @name = name @weight = 1 end @p_winner = 0.0 end def to_s name end def goals self.experiment.goals end def p_winner(goal = nil) field = set_prob_field(goal) @p_winner = Split.redis.hget(key, field).to_f end def set_p_winner(prob, goal = nil) field = set_prob_field(goal) Split.redis.hset(key, field, prob.to_f) end def participant_count Split.redis.hget(key, "participant_count").to_i end def participant_count=(count) Split.redis.hset(key, "participant_count", count.to_i) end def completed_count(goal = nil) field = set_field(goal) Split.redis.hget(key, field).to_i end def all_completed_count if goals.empty? completed_count else goals.inject(completed_count) do |sum, g| sum + completed_count(g) end end end end def reset Split.redis.hmset "#{experiment_name}:#{name}", 'participant_count', 'completed_count', 0, 0 end def self.find(name, experiment_name) end def set_prob_field(goal) field = "p_winner" field += ":" + goal unless goal.nil? field end def set_completed_count(count, goal = nil) field = set_field(goal) Split.redis.hset(key, field, count.to_i) end def increment_participation Split.redis.hincrby key, "participant_count", 1 end def increment_completion(goal = nil) field = set_field(goal) Split.redis.hincrby(key, field, 1) end def control? experiment.control.name == self.name end def conversion_rate(goal = nil) return 0 if participant_count.zero? (completed_count(goal).to_f)/participant_count.to_f end def experiment Split::ExperimentCatalog.find(experiment_name) end def z_score(goal = nil) # p_a = Pa = proportion of users who converted within the experiment split (conversion rate) # p_c = Pc = proportion of users who converted within the control split (conversion rate) # n_a = Na = the number of impressions within the experiment split # n_c = Nc = the number of impressions within the control split control = experiment.control alternative = self return "N/A" if control.name == alternative.name p_a = alternative.conversion_rate(goal) p_c = control.conversion_rate(goal) n_a = alternative.participant_count n_c = control.participant_count # can't calculate zscore for P(x) > 1 return "N/A" if p_a > 1 || p_c > 1 Split::Zscore.calculate(p_a, n_a, p_c, n_c) end def extra_info data = Split.redis.hget(key, "recorded_info") if data && data.length > 1 begin JSON.parse(data) rescue {} end else {} end end def record_extra_info(k, value = 1) @recorded_info = self.extra_info || {} if value.kind_of?(Numeric) @recorded_info[k] ||= 0 @recorded_info[k] += value else @recorded_info[k] = value end Split.redis.hset key, "recorded_info", (@recorded_info || {}).to_json end def save Split.redis.hsetnx key, "participant_count", 0 Split.redis.hsetnx key, "completed_count", 0 Split.redis.hsetnx key, "p_winner", p_winner Split.redis.hsetnx key, "recorded_info", (@recorded_info || {}).to_json end def validate! unless String === @name || hash_with_correct_values?(@name) raise ArgumentError, "Alternative must be a string" end end def reset Split.redis.hmset key, "participant_count", 0, "completed_count", 0, "recorded_info", "" unless goals.empty? goals.each do |g| field = "completed_count:#{g}" Split.redis.hset key, field, 0 end end end def delete Split.redis.del(key) end private def hash_with_correct_values?(name) Hash === name && String === name.keys.first && Float(name.values.first) rescue false end def key "#{experiment_name}:#{name}" end end end <MSG> A much cleaner alternative reset <DFF> @@ -62,7 +62,9 @@ module Split end def reset - Split.redis.hmset "#{experiment_name}:#{name}", 'participant_count', 'completed_count', 0, 0 + @participant_count = 0 + @completed_count = 0 + save end def self.find(name, experiment_name)
3
A much cleaner alternative reset
1
.rb
rb
mit
splitrb/split
10069906
<NME> configuration_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" describe Split::Configuration do before(:each) { @config = Split::Configuration.new } it "should provide a default value for ignore_ip_addresses" do expect(@config.ignore_ip_addresses).to eq([]) end it "should provide default values for db failover" do expect(@config.db_failover).to be_falsey expect(@config.db_failover_on_db_error).to be_a Proc end it "should not allow multiple experiments by default" do expect(@config.allow_multiple_experiments).to be_falsey end it "should be enabled by default" do expect(@config.enabled).to be_truthy end it "disabled is the opposite of enabled" do @config.enabled = false end it "should provide a default pattern for robots" do %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| @config.robot_regex.should =~ robot end it "should provide a default pattern for robots" do %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg YandexBot AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| expect(@config.robot_regex).to match(robot) end expect(@config.robot_regex).to match("EventMachine HttpClient") expect(@config.robot_regex).to match("libwww-perl/5.836") expect(@config.robot_regex).to match("Pingdom.com_bot_version_1.4_(http://www.pingdom.com)") expect(@config.robot_regex).to match(" - ") end it "should accept real UAs with the robot regexp" do expect(@config.robot_regex).not_to match("Mozilla/5.0 (Windows; U; Windows NT 6.0; en-US; rv:1.9.1.4) Gecko/20091017 SeaMonkey/2.0") expect(@config.robot_regex).not_to match("Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; F-6.0SP2-20041109; .NET CLR 2.0.50727; .NET CLR 3.0.04506.648; .NET CLR 3.5.21022; .NET CLR 1.1.4322; InfoPath.3)") end it "should allow adding a bot to the bot list" do @config.bots["newbot"] = "An amazing test bot" expect(@config.robot_regex).to match("newbot") end it "should use the session adapter for persistence by default" do expect(@config.persistence).to eq(Split::Persistence::SessionAdapter) end it "should load a metric" do @config.experiments = { my_experiment: { alternatives: ["control_opt", "other_opt"], metric: :my_metric } } expect(@config.metrics).not_to be_nil expect(@config.metrics.keys).to eq([:my_metric]) end it "should allow loading of experiment using experment_for" do @config.experiments = { my_experiment: { alternatives: ["control_opt", "other_opt"], metric: :my_metric } } expect(@config.experiment_for(:my_experiment)).to eq({ alternatives: ["control_opt", ["other_opt"]] }) end context "when experiments are defined via YAML" do context "as strings" do context "in a basic configuration" do before do experiments_yaml = <<-eos my_experiment: alternatives: - Control Opt - Alt One - Alt Two resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: ["Control Opt", ["Alt One", "Alt Two"]] } }) end end context "in a configuration with metadata" do before do experiments_yaml = <<-eos my_experiment: alternatives: - name: Control Opt percent: 67 - name: Alt One percent: 10 - name: Alt Two percent: 23 metadata: Control Opt: text: 'Control Option' Alt One: text: 'Alternative One' Alt Two: text: 'Alternative Two' resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should have metadata on the experiment" do meta = @config.normalized_experiments[:my_experiment][:metadata] expect(meta).to_not be nil expect(meta["Control Opt"]["text"]).to eq("Control Option") end end context "in a complex configuration" do before do experiments_yaml = <<-eos my_experiment: alternatives: - name: Control Opt percent: 67 - name: Alt One percent: 10 - name: Alt Two percent: 23 resettable: false metric: my_metric another_experiment: alternatives: - a - b eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: [{ "Control Opt"=>0.67 }, [{ "Alt One"=>0.1 }, { "Alt Two"=>0.23 }]] }, another_experiment: { alternatives: ["a", ["b"]] } }) end it "should recognize metrics" do expect(@config.metrics).not_to be_nil expect(@config.metrics.keys).to eq([:my_metric]) end end end context "as symbols" do context "with valid YAML" do before do experiments_yaml = <<-eos :my_experiment: :alternatives: - Control Opt - Alt One - Alt Two :resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: ["Control Opt", ["Alt One", "Alt Two"]] } }) end end context "with invalid YAML" do let(:yaml) { YAML.load(input) } context "with an empty string" do let(:input) { "" } it "should raise an error" do expect { @config.experiments = yaml }.to raise_error(Split::InvalidExperimentsFormatError) end end context "with just the YAML header" do let(:input) { "---" } it "should raise an error" do expect { @config.experiments = yaml }.to raise_error(Split::InvalidExperimentsFormatError) end end end end end it "should normalize experiments" do @config.experiments = { my_experiment: { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } } expect(@config.normalized_experiments).to eq({ my_experiment: { alternatives: [{ "control_opt"=>0.67 }, [{ "second_opt"=>0.1 }, { "third_opt"=>0.23 }]] } }) end context "redis configuration" do it "should default to local redis server" do old_redis_url = ENV["REDIS_URL"] ENV.delete("REDIS_URL") expect(Split::Configuration.new.redis).to eq("redis://localhost:6379") ENV["REDIS_URL"] = old_redis_url end it "should allow for redis url to be configured" do @config.redis = "custom_redis_url" expect(@config.redis).to eq("custom_redis_url") end context "provided REDIS_URL environment variable" do it "should use the ENV variable" do old_redis_url = ENV["REDIS_URL"] ENV["REDIS_URL"] = "env_redis_url" expect(Split::Configuration.new.redis).to eq("env_redis_url") ENV["REDIS_URL"] = old_redis_url end end end context "persistence cookie length" do it "should default to 1 year" do expect(@config.persistence_cookie_length).to eq(31536000) end it "should allow the persistence cookie length to be configured" do @config.persistence_cookie_length = 2592000 expect(@config.persistence_cookie_length).to eq(2592000) end end context "persistence cookie domain" do it "should default to nil" do expect(@config.persistence_cookie_domain).to eq(nil) end it "should allow the persistence cookie domain to be configured" do @config.persistence_cookie_domain = ".acme.com" expect(@config.persistence_cookie_domain).to eq(".acme.com") end end end <MSG> Merge pull request #131 from dimko/patch-2 Added YandexBot to bot list <DFF> @@ -27,7 +27,7 @@ describe Split::Configuration do end it "should provide a default pattern for robots" do - %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| + %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg YandexBot AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| @config.robot_regex.should =~ robot end
1
Merge pull request #131 from dimko/patch-2
1
.rb
rb
mit
splitrb/split
10069907
<NME> configuration_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" describe Split::Configuration do before(:each) { @config = Split::Configuration.new } it "should provide a default value for ignore_ip_addresses" do expect(@config.ignore_ip_addresses).to eq([]) end it "should provide default values for db failover" do expect(@config.db_failover).to be_falsey expect(@config.db_failover_on_db_error).to be_a Proc end it "should not allow multiple experiments by default" do expect(@config.allow_multiple_experiments).to be_falsey end it "should be enabled by default" do expect(@config.enabled).to be_truthy end it "disabled is the opposite of enabled" do @config.enabled = false end it "should provide a default pattern for robots" do %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| @config.robot_regex.should =~ robot end it "should provide a default pattern for robots" do %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg YandexBot AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| expect(@config.robot_regex).to match(robot) end expect(@config.robot_regex).to match("EventMachine HttpClient") expect(@config.robot_regex).to match("libwww-perl/5.836") expect(@config.robot_regex).to match("Pingdom.com_bot_version_1.4_(http://www.pingdom.com)") expect(@config.robot_regex).to match(" - ") end it "should accept real UAs with the robot regexp" do expect(@config.robot_regex).not_to match("Mozilla/5.0 (Windows; U; Windows NT 6.0; en-US; rv:1.9.1.4) Gecko/20091017 SeaMonkey/2.0") expect(@config.robot_regex).not_to match("Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; F-6.0SP2-20041109; .NET CLR 2.0.50727; .NET CLR 3.0.04506.648; .NET CLR 3.5.21022; .NET CLR 1.1.4322; InfoPath.3)") end it "should allow adding a bot to the bot list" do @config.bots["newbot"] = "An amazing test bot" expect(@config.robot_regex).to match("newbot") end it "should use the session adapter for persistence by default" do expect(@config.persistence).to eq(Split::Persistence::SessionAdapter) end it "should load a metric" do @config.experiments = { my_experiment: { alternatives: ["control_opt", "other_opt"], metric: :my_metric } } expect(@config.metrics).not_to be_nil expect(@config.metrics.keys).to eq([:my_metric]) end it "should allow loading of experiment using experment_for" do @config.experiments = { my_experiment: { alternatives: ["control_opt", "other_opt"], metric: :my_metric } } expect(@config.experiment_for(:my_experiment)).to eq({ alternatives: ["control_opt", ["other_opt"]] }) end context "when experiments are defined via YAML" do context "as strings" do context "in a basic configuration" do before do experiments_yaml = <<-eos my_experiment: alternatives: - Control Opt - Alt One - Alt Two resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: ["Control Opt", ["Alt One", "Alt Two"]] } }) end end context "in a configuration with metadata" do before do experiments_yaml = <<-eos my_experiment: alternatives: - name: Control Opt percent: 67 - name: Alt One percent: 10 - name: Alt Two percent: 23 metadata: Control Opt: text: 'Control Option' Alt One: text: 'Alternative One' Alt Two: text: 'Alternative Two' resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should have metadata on the experiment" do meta = @config.normalized_experiments[:my_experiment][:metadata] expect(meta).to_not be nil expect(meta["Control Opt"]["text"]).to eq("Control Option") end end context "in a complex configuration" do before do experiments_yaml = <<-eos my_experiment: alternatives: - name: Control Opt percent: 67 - name: Alt One percent: 10 - name: Alt Two percent: 23 resettable: false metric: my_metric another_experiment: alternatives: - a - b eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: [{ "Control Opt"=>0.67 }, [{ "Alt One"=>0.1 }, { "Alt Two"=>0.23 }]] }, another_experiment: { alternatives: ["a", ["b"]] } }) end it "should recognize metrics" do expect(@config.metrics).not_to be_nil expect(@config.metrics.keys).to eq([:my_metric]) end end end context "as symbols" do context "with valid YAML" do before do experiments_yaml = <<-eos :my_experiment: :alternatives: - Control Opt - Alt One - Alt Two :resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: ["Control Opt", ["Alt One", "Alt Two"]] } }) end end context "with invalid YAML" do let(:yaml) { YAML.load(input) } context "with an empty string" do let(:input) { "" } it "should raise an error" do expect { @config.experiments = yaml }.to raise_error(Split::InvalidExperimentsFormatError) end end context "with just the YAML header" do let(:input) { "---" } it "should raise an error" do expect { @config.experiments = yaml }.to raise_error(Split::InvalidExperimentsFormatError) end end end end end it "should normalize experiments" do @config.experiments = { my_experiment: { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } } expect(@config.normalized_experiments).to eq({ my_experiment: { alternatives: [{ "control_opt"=>0.67 }, [{ "second_opt"=>0.1 }, { "third_opt"=>0.23 }]] } }) end context "redis configuration" do it "should default to local redis server" do old_redis_url = ENV["REDIS_URL"] ENV.delete("REDIS_URL") expect(Split::Configuration.new.redis).to eq("redis://localhost:6379") ENV["REDIS_URL"] = old_redis_url end it "should allow for redis url to be configured" do @config.redis = "custom_redis_url" expect(@config.redis).to eq("custom_redis_url") end context "provided REDIS_URL environment variable" do it "should use the ENV variable" do old_redis_url = ENV["REDIS_URL"] ENV["REDIS_URL"] = "env_redis_url" expect(Split::Configuration.new.redis).to eq("env_redis_url") ENV["REDIS_URL"] = old_redis_url end end end context "persistence cookie length" do it "should default to 1 year" do expect(@config.persistence_cookie_length).to eq(31536000) end it "should allow the persistence cookie length to be configured" do @config.persistence_cookie_length = 2592000 expect(@config.persistence_cookie_length).to eq(2592000) end end context "persistence cookie domain" do it "should default to nil" do expect(@config.persistence_cookie_domain).to eq(nil) end it "should allow the persistence cookie domain to be configured" do @config.persistence_cookie_domain = ".acme.com" expect(@config.persistence_cookie_domain).to eq(".acme.com") end end end <MSG> Merge pull request #131 from dimko/patch-2 Added YandexBot to bot list <DFF> @@ -27,7 +27,7 @@ describe Split::Configuration do end it "should provide a default pattern for robots" do - %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| + %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg YandexBot AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| @config.robot_regex.should =~ robot end
1
Merge pull request #131 from dimko/patch-2
1
.rb
rb
mit
splitrb/split
10069908
<NME> configuration_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" describe Split::Configuration do before(:each) { @config = Split::Configuration.new } it "should provide a default value for ignore_ip_addresses" do expect(@config.ignore_ip_addresses).to eq([]) end it "should provide default values for db failover" do expect(@config.db_failover).to be_falsey expect(@config.db_failover_on_db_error).to be_a Proc end it "should not allow multiple experiments by default" do expect(@config.allow_multiple_experiments).to be_falsey end it "should be enabled by default" do expect(@config.enabled).to be_truthy end it "disabled is the opposite of enabled" do @config.enabled = false end it "should provide a default pattern for robots" do %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| @config.robot_regex.should =~ robot end it "should provide a default pattern for robots" do %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg YandexBot AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| expect(@config.robot_regex).to match(robot) end expect(@config.robot_regex).to match("EventMachine HttpClient") expect(@config.robot_regex).to match("libwww-perl/5.836") expect(@config.robot_regex).to match("Pingdom.com_bot_version_1.4_(http://www.pingdom.com)") expect(@config.robot_regex).to match(" - ") end it "should accept real UAs with the robot regexp" do expect(@config.robot_regex).not_to match("Mozilla/5.0 (Windows; U; Windows NT 6.0; en-US; rv:1.9.1.4) Gecko/20091017 SeaMonkey/2.0") expect(@config.robot_regex).not_to match("Mozilla/4.0 (compatible; MSIE 8.0; Windows NT 5.1; Trident/4.0; F-6.0SP2-20041109; .NET CLR 2.0.50727; .NET CLR 3.0.04506.648; .NET CLR 3.5.21022; .NET CLR 1.1.4322; InfoPath.3)") end it "should allow adding a bot to the bot list" do @config.bots["newbot"] = "An amazing test bot" expect(@config.robot_regex).to match("newbot") end it "should use the session adapter for persistence by default" do expect(@config.persistence).to eq(Split::Persistence::SessionAdapter) end it "should load a metric" do @config.experiments = { my_experiment: { alternatives: ["control_opt", "other_opt"], metric: :my_metric } } expect(@config.metrics).not_to be_nil expect(@config.metrics.keys).to eq([:my_metric]) end it "should allow loading of experiment using experment_for" do @config.experiments = { my_experiment: { alternatives: ["control_opt", "other_opt"], metric: :my_metric } } expect(@config.experiment_for(:my_experiment)).to eq({ alternatives: ["control_opt", ["other_opt"]] }) end context "when experiments are defined via YAML" do context "as strings" do context "in a basic configuration" do before do experiments_yaml = <<-eos my_experiment: alternatives: - Control Opt - Alt One - Alt Two resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: ["Control Opt", ["Alt One", "Alt Two"]] } }) end end context "in a configuration with metadata" do before do experiments_yaml = <<-eos my_experiment: alternatives: - name: Control Opt percent: 67 - name: Alt One percent: 10 - name: Alt Two percent: 23 metadata: Control Opt: text: 'Control Option' Alt One: text: 'Alternative One' Alt Two: text: 'Alternative Two' resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should have metadata on the experiment" do meta = @config.normalized_experiments[:my_experiment][:metadata] expect(meta).to_not be nil expect(meta["Control Opt"]["text"]).to eq("Control Option") end end context "in a complex configuration" do before do experiments_yaml = <<-eos my_experiment: alternatives: - name: Control Opt percent: 67 - name: Alt One percent: 10 - name: Alt Two percent: 23 resettable: false metric: my_metric another_experiment: alternatives: - a - b eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: [{ "Control Opt"=>0.67 }, [{ "Alt One"=>0.1 }, { "Alt Two"=>0.23 }]] }, another_experiment: { alternatives: ["a", ["b"]] } }) end it "should recognize metrics" do expect(@config.metrics).not_to be_nil expect(@config.metrics.keys).to eq([:my_metric]) end end end context "as symbols" do context "with valid YAML" do before do experiments_yaml = <<-eos :my_experiment: :alternatives: - Control Opt - Alt One - Alt Two :resettable: false eos @config.experiments = YAML.load(experiments_yaml) end it "should normalize experiments" do expect(@config.normalized_experiments).to eq({ my_experiment: { resettable: false, alternatives: ["Control Opt", ["Alt One", "Alt Two"]] } }) end end context "with invalid YAML" do let(:yaml) { YAML.load(input) } context "with an empty string" do let(:input) { "" } it "should raise an error" do expect { @config.experiments = yaml }.to raise_error(Split::InvalidExperimentsFormatError) end end context "with just the YAML header" do let(:input) { "---" } it "should raise an error" do expect { @config.experiments = yaml }.to raise_error(Split::InvalidExperimentsFormatError) end end end end end it "should normalize experiments" do @config.experiments = { my_experiment: { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } } expect(@config.normalized_experiments).to eq({ my_experiment: { alternatives: [{ "control_opt"=>0.67 }, [{ "second_opt"=>0.1 }, { "third_opt"=>0.23 }]] } }) end context "redis configuration" do it "should default to local redis server" do old_redis_url = ENV["REDIS_URL"] ENV.delete("REDIS_URL") expect(Split::Configuration.new.redis).to eq("redis://localhost:6379") ENV["REDIS_URL"] = old_redis_url end it "should allow for redis url to be configured" do @config.redis = "custom_redis_url" expect(@config.redis).to eq("custom_redis_url") end context "provided REDIS_URL environment variable" do it "should use the ENV variable" do old_redis_url = ENV["REDIS_URL"] ENV["REDIS_URL"] = "env_redis_url" expect(Split::Configuration.new.redis).to eq("env_redis_url") ENV["REDIS_URL"] = old_redis_url end end end context "persistence cookie length" do it "should default to 1 year" do expect(@config.persistence_cookie_length).to eq(31536000) end it "should allow the persistence cookie length to be configured" do @config.persistence_cookie_length = 2592000 expect(@config.persistence_cookie_length).to eq(2592000) end end context "persistence cookie domain" do it "should default to nil" do expect(@config.persistence_cookie_domain).to eq(nil) end it "should allow the persistence cookie domain to be configured" do @config.persistence_cookie_domain = ".acme.com" expect(@config.persistence_cookie_domain).to eq(".acme.com") end end end <MSG> Merge pull request #131 from dimko/patch-2 Added YandexBot to bot list <DFF> @@ -27,7 +27,7 @@ describe Split::Configuration do end it "should provide a default pattern for robots" do - %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| + %w[Baidu Gigabot Googlebot libwww-perl lwp-trivial msnbot SiteUptime Slurp WordPress ZIBB ZyBorg YandexBot AdsBot-Google Wget curl bitlybot facebookexternalhit spider].each do |robot| @config.robot_regex.should =~ robot end
1
Merge pull request #131 from dimko/patch-2
1
.rb
rb
mit
splitrb/split
10069909
<NME> alternative.rb <BEF> # frozen_string_literal: true module Split class Alternative attr_accessor :name attr_accessor :experiment_name attr_accessor :weight attr_accessor :recorded_info def initialize(name, experiment_name) @experiment_name = experiment_name if Hash === name @name = name.keys.first @weight = name.values.first else @name = name @weight = 1 end @p_winner = 0.0 end def to_s name end return 0 if participant_count.zero? (completed_count.to_f/participant_count.to_f) end def z_score # CTR_E = the CTR within the experiment split # CTR_C = the CTR within the control split # E = the number of impressions within the experiment split # C = the number of impressions within the control split experiment = Split::Experiment.find(@experiment_name) control = experiment.alternatives[0] alternative = self return 'N/A' if control.name == alternative.name ctr_e = alternative.conversion_rate ctr_c = control.conversion_rate Split.redis.hset(key, "participant_count", count.to_i) c = control.participant_count standard_deviation = ((ctr_e / ctr_c**3) * ((e*ctr_e)+(c*ctr_c)-(ctr_c*ctr_e)*(c+e))/(c*e)) ** 0.5 z_score = ((ctr_e / ctr_c) - 1) / standard_deviation end def all_completed_count if goals.empty? completed_count else goals.inject(completed_count) do |sum, g| sum + completed_count(g) end end end def unfinished_count participant_count - all_completed_count end def set_field(goal) field = "completed_count" field += ":" + goal unless goal.nil? field end def set_prob_field(goal) field = "p_winner" field += ":" + goal unless goal.nil? field end def set_completed_count(count, goal = nil) field = set_field(goal) Split.redis.hset(key, field, count.to_i) end def increment_participation Split.redis.hincrby key, "participant_count", 1 end def increment_completion(goal = nil) field = set_field(goal) Split.redis.hincrby(key, field, 1) end def control? experiment.control.name == self.name end def conversion_rate(goal = nil) return 0 if participant_count.zero? (completed_count(goal).to_f)/participant_count.to_f end def experiment Split::ExperimentCatalog.find(experiment_name) end def z_score(goal = nil) # p_a = Pa = proportion of users who converted within the experiment split (conversion rate) # p_c = Pc = proportion of users who converted within the control split (conversion rate) # n_a = Na = the number of impressions within the experiment split # n_c = Nc = the number of impressions within the control split control = experiment.control alternative = self return "N/A" if control.name == alternative.name p_a = alternative.conversion_rate(goal) p_c = control.conversion_rate(goal) n_a = alternative.participant_count n_c = control.participant_count # can't calculate zscore for P(x) > 1 return "N/A" if p_a > 1 || p_c > 1 Split::Zscore.calculate(p_a, n_a, p_c, n_c) end def extra_info data = Split.redis.hget(key, "recorded_info") if data && data.length > 1 begin JSON.parse(data) rescue {} end else {} end end def record_extra_info(k, value = 1) @recorded_info = self.extra_info || {} if value.kind_of?(Numeric) @recorded_info[k] ||= 0 @recorded_info[k] += value else @recorded_info[k] = value end Split.redis.hset key, "recorded_info", (@recorded_info || {}).to_json end def save Split.redis.hsetnx key, "participant_count", 0 Split.redis.hsetnx key, "completed_count", 0 Split.redis.hsetnx key, "p_winner", p_winner Split.redis.hsetnx key, "recorded_info", (@recorded_info || {}).to_json end def validate! unless String === @name || hash_with_correct_values?(@name) raise ArgumentError, "Alternative must be a string" end end def reset Split.redis.hmset key, "participant_count", 0, "completed_count", 0, "recorded_info", "" unless goals.empty? goals.each do |g| field = "completed_count:#{g}" Split.redis.hset key, field, 0 end end end def delete Split.redis.del(key) end private def hash_with_correct_values?(name) Hash === name && String === name.keys.first && Float(name.values.first) rescue false end def key "#{experiment_name}:#{name}" end end end <MSG> whitespace <DFF> @@ -26,19 +26,19 @@ module Split return 0 if participant_count.zero? (completed_count.to_f/participant_count.to_f) end - + def z_score # CTR_E = the CTR within the experiment split # CTR_C = the CTR within the control split # E = the number of impressions within the experiment split # C = the number of impressions within the control split - + experiment = Split::Experiment.find(@experiment_name) control = experiment.alternatives[0] alternative = self - + return 'N/A' if control.name == alternative.name - + ctr_e = alternative.conversion_rate ctr_c = control.conversion_rate @@ -46,7 +46,7 @@ module Split c = control.participant_count standard_deviation = ((ctr_e / ctr_c**3) * ((e*ctr_e)+(c*ctr_c)-(ctr_c*ctr_e)*(c+e))/(c*e)) ** 0.5 - + z_score = ((ctr_e / ctr_c) - 1) / standard_deviation end
5
whitespace
5
.rb
rb
mit
splitrb/split
10069910
<NME> alternative.rb <BEF> # frozen_string_literal: true module Split class Alternative attr_accessor :name attr_accessor :experiment_name attr_accessor :weight attr_accessor :recorded_info def initialize(name, experiment_name) @experiment_name = experiment_name if Hash === name @name = name.keys.first @weight = name.values.first else @name = name @weight = 1 end @p_winner = 0.0 end def to_s name end return 0 if participant_count.zero? (completed_count.to_f/participant_count.to_f) end def z_score # CTR_E = the CTR within the experiment split # CTR_C = the CTR within the control split # E = the number of impressions within the experiment split # C = the number of impressions within the control split experiment = Split::Experiment.find(@experiment_name) control = experiment.alternatives[0] alternative = self return 'N/A' if control.name == alternative.name ctr_e = alternative.conversion_rate ctr_c = control.conversion_rate Split.redis.hset(key, "participant_count", count.to_i) c = control.participant_count standard_deviation = ((ctr_e / ctr_c**3) * ((e*ctr_e)+(c*ctr_c)-(ctr_c*ctr_e)*(c+e))/(c*e)) ** 0.5 z_score = ((ctr_e / ctr_c) - 1) / standard_deviation end def all_completed_count if goals.empty? completed_count else goals.inject(completed_count) do |sum, g| sum + completed_count(g) end end end def unfinished_count participant_count - all_completed_count end def set_field(goal) field = "completed_count" field += ":" + goal unless goal.nil? field end def set_prob_field(goal) field = "p_winner" field += ":" + goal unless goal.nil? field end def set_completed_count(count, goal = nil) field = set_field(goal) Split.redis.hset(key, field, count.to_i) end def increment_participation Split.redis.hincrby key, "participant_count", 1 end def increment_completion(goal = nil) field = set_field(goal) Split.redis.hincrby(key, field, 1) end def control? experiment.control.name == self.name end def conversion_rate(goal = nil) return 0 if participant_count.zero? (completed_count(goal).to_f)/participant_count.to_f end def experiment Split::ExperimentCatalog.find(experiment_name) end def z_score(goal = nil) # p_a = Pa = proportion of users who converted within the experiment split (conversion rate) # p_c = Pc = proportion of users who converted within the control split (conversion rate) # n_a = Na = the number of impressions within the experiment split # n_c = Nc = the number of impressions within the control split control = experiment.control alternative = self return "N/A" if control.name == alternative.name p_a = alternative.conversion_rate(goal) p_c = control.conversion_rate(goal) n_a = alternative.participant_count n_c = control.participant_count # can't calculate zscore for P(x) > 1 return "N/A" if p_a > 1 || p_c > 1 Split::Zscore.calculate(p_a, n_a, p_c, n_c) end def extra_info data = Split.redis.hget(key, "recorded_info") if data && data.length > 1 begin JSON.parse(data) rescue {} end else {} end end def record_extra_info(k, value = 1) @recorded_info = self.extra_info || {} if value.kind_of?(Numeric) @recorded_info[k] ||= 0 @recorded_info[k] += value else @recorded_info[k] = value end Split.redis.hset key, "recorded_info", (@recorded_info || {}).to_json end def save Split.redis.hsetnx key, "participant_count", 0 Split.redis.hsetnx key, "completed_count", 0 Split.redis.hsetnx key, "p_winner", p_winner Split.redis.hsetnx key, "recorded_info", (@recorded_info || {}).to_json end def validate! unless String === @name || hash_with_correct_values?(@name) raise ArgumentError, "Alternative must be a string" end end def reset Split.redis.hmset key, "participant_count", 0, "completed_count", 0, "recorded_info", "" unless goals.empty? goals.each do |g| field = "completed_count:#{g}" Split.redis.hset key, field, 0 end end end def delete Split.redis.del(key) end private def hash_with_correct_values?(name) Hash === name && String === name.keys.first && Float(name.values.first) rescue false end def key "#{experiment_name}:#{name}" end end end <MSG> whitespace <DFF> @@ -26,19 +26,19 @@ module Split return 0 if participant_count.zero? (completed_count.to_f/participant_count.to_f) end - + def z_score # CTR_E = the CTR within the experiment split # CTR_C = the CTR within the control split # E = the number of impressions within the experiment split # C = the number of impressions within the control split - + experiment = Split::Experiment.find(@experiment_name) control = experiment.alternatives[0] alternative = self - + return 'N/A' if control.name == alternative.name - + ctr_e = alternative.conversion_rate ctr_c = control.conversion_rate @@ -46,7 +46,7 @@ module Split c = control.participant_count standard_deviation = ((ctr_e / ctr_c**3) * ((e*ctr_e)+(c*ctr_c)-(ctr_c*ctr_e)*(c+e))/(c*e)) ** 0.5 - + z_score = ((ctr_e / ctr_c) - 1) / standard_deviation end
5
whitespace
5
.rb
rb
mit
splitrb/split
10069911
<NME> alternative.rb <BEF> # frozen_string_literal: true module Split class Alternative attr_accessor :name attr_accessor :experiment_name attr_accessor :weight attr_accessor :recorded_info def initialize(name, experiment_name) @experiment_name = experiment_name if Hash === name @name = name.keys.first @weight = name.values.first else @name = name @weight = 1 end @p_winner = 0.0 end def to_s name end return 0 if participant_count.zero? (completed_count.to_f/participant_count.to_f) end def z_score # CTR_E = the CTR within the experiment split # CTR_C = the CTR within the control split # E = the number of impressions within the experiment split # C = the number of impressions within the control split experiment = Split::Experiment.find(@experiment_name) control = experiment.alternatives[0] alternative = self return 'N/A' if control.name == alternative.name ctr_e = alternative.conversion_rate ctr_c = control.conversion_rate Split.redis.hset(key, "participant_count", count.to_i) c = control.participant_count standard_deviation = ((ctr_e / ctr_c**3) * ((e*ctr_e)+(c*ctr_c)-(ctr_c*ctr_e)*(c+e))/(c*e)) ** 0.5 z_score = ((ctr_e / ctr_c) - 1) / standard_deviation end def all_completed_count if goals.empty? completed_count else goals.inject(completed_count) do |sum, g| sum + completed_count(g) end end end def unfinished_count participant_count - all_completed_count end def set_field(goal) field = "completed_count" field += ":" + goal unless goal.nil? field end def set_prob_field(goal) field = "p_winner" field += ":" + goal unless goal.nil? field end def set_completed_count(count, goal = nil) field = set_field(goal) Split.redis.hset(key, field, count.to_i) end def increment_participation Split.redis.hincrby key, "participant_count", 1 end def increment_completion(goal = nil) field = set_field(goal) Split.redis.hincrby(key, field, 1) end def control? experiment.control.name == self.name end def conversion_rate(goal = nil) return 0 if participant_count.zero? (completed_count(goal).to_f)/participant_count.to_f end def experiment Split::ExperimentCatalog.find(experiment_name) end def z_score(goal = nil) # p_a = Pa = proportion of users who converted within the experiment split (conversion rate) # p_c = Pc = proportion of users who converted within the control split (conversion rate) # n_a = Na = the number of impressions within the experiment split # n_c = Nc = the number of impressions within the control split control = experiment.control alternative = self return "N/A" if control.name == alternative.name p_a = alternative.conversion_rate(goal) p_c = control.conversion_rate(goal) n_a = alternative.participant_count n_c = control.participant_count # can't calculate zscore for P(x) > 1 return "N/A" if p_a > 1 || p_c > 1 Split::Zscore.calculate(p_a, n_a, p_c, n_c) end def extra_info data = Split.redis.hget(key, "recorded_info") if data && data.length > 1 begin JSON.parse(data) rescue {} end else {} end end def record_extra_info(k, value = 1) @recorded_info = self.extra_info || {} if value.kind_of?(Numeric) @recorded_info[k] ||= 0 @recorded_info[k] += value else @recorded_info[k] = value end Split.redis.hset key, "recorded_info", (@recorded_info || {}).to_json end def save Split.redis.hsetnx key, "participant_count", 0 Split.redis.hsetnx key, "completed_count", 0 Split.redis.hsetnx key, "p_winner", p_winner Split.redis.hsetnx key, "recorded_info", (@recorded_info || {}).to_json end def validate! unless String === @name || hash_with_correct_values?(@name) raise ArgumentError, "Alternative must be a string" end end def reset Split.redis.hmset key, "participant_count", 0, "completed_count", 0, "recorded_info", "" unless goals.empty? goals.each do |g| field = "completed_count:#{g}" Split.redis.hset key, field, 0 end end end def delete Split.redis.del(key) end private def hash_with_correct_values?(name) Hash === name && String === name.keys.first && Float(name.values.first) rescue false end def key "#{experiment_name}:#{name}" end end end <MSG> whitespace <DFF> @@ -26,19 +26,19 @@ module Split return 0 if participant_count.zero? (completed_count.to_f/participant_count.to_f) end - + def z_score # CTR_E = the CTR within the experiment split # CTR_C = the CTR within the control split # E = the number of impressions within the experiment split # C = the number of impressions within the control split - + experiment = Split::Experiment.find(@experiment_name) control = experiment.alternatives[0] alternative = self - + return 'N/A' if control.name == alternative.name - + ctr_e = alternative.conversion_rate ctr_c = control.conversion_rate @@ -46,7 +46,7 @@ module Split c = control.participant_count standard_deviation = ((ctr_e / ctr_c**3) * ((e*ctr_e)+(c*ctr_c)-(ctr_c*ctr_e)*(c+e))/(c*e)) ** 0.5 - + z_score = ((ctr_e / ctr_c) - 1) / standard_deviation end
5
whitespace
5
.rb
rb
mit
splitrb/split
10069912
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do end end describe 'versioned experiments' do it "should use version zero if no version is present" do alternative_name = ab_test('link_color', 'blue', 'red') expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Ignore previewing requests (#531) <DFF> @@ -699,6 +699,14 @@ describe Split::Helper do end end + describe 'when user is previewing' do + before(:each) do + @request = OpenStruct.new(headers: { 'x-purpose' => 'preview' }) + end + + it_behaves_like "a disabled test" + end + describe 'versioned experiments' do it "should use version zero if no version is present" do alternative_name = ab_test('link_color', 'blue', 'red')
8
Ignore previewing requests (#531)
0
.rb
rb
mit
splitrb/split
10069913
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do end end describe 'versioned experiments' do it "should use version zero if no version is present" do alternative_name = ab_test('link_color', 'blue', 'red') expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Ignore previewing requests (#531) <DFF> @@ -699,6 +699,14 @@ describe Split::Helper do end end + describe 'when user is previewing' do + before(:each) do + @request = OpenStruct.new(headers: { 'x-purpose' => 'preview' }) + end + + it_behaves_like "a disabled test" + end + describe 'versioned experiments' do it "should use version zero if no version is present" do alternative_name = ab_test('link_color', 'blue', 'red')
8
Ignore previewing requests (#531)
0
.rb
rb
mit
splitrb/split
10069914
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do end end describe 'versioned experiments' do it "should use version zero if no version is present" do alternative_name = ab_test('link_color', 'blue', 'red') expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Ignore previewing requests (#531) <DFF> @@ -699,6 +699,14 @@ describe Split::Helper do end end + describe 'when user is previewing' do + before(:each) do + @request = OpenStruct.new(headers: { 'x-purpose' => 'preview' }) + end + + it_behaves_like "a disabled test" + end + describe 'versioned experiments' do it "should use version zero if no version is present" do alternative_name = ab_test('link_color', 'blue', 'red')
8
Ignore previewing requests (#531)
0
.rb
rb
mit
splitrb/split
10069915
<NME> experiment.rb <BEF> # frozen_string_literal: true module Split class Experiment attr_accessor :name attr_accessor :goals attr_accessor :alternative_probabilities attr_accessor :metadata attr_reader :alternatives attr_reader :resettable DEFAULT_OPTIONS = { resettable: true } def self.find(name) Split.cache(:experiments, name) do return unless Split.redis.exists?(name) Experiment.new(name).tap { |exp| exp.load_from_redis } end end def initialize(name, options = {}) options = DEFAULT_OPTIONS.merge(options) @name = name.to_s extract_alternatives_from_options(options) end def self.finished_key(key) "#{key}:finished" end def set_alternatives_and_options(options) options_with_defaults = DEFAULT_OPTIONS.merge( options.reject { |k, v| v.nil? } ) self.alternatives = options_with_defaults[:alternatives] self.goals = options_with_defaults[:goals] self.resettable = options_with_defaults[:resettable] self.algorithm = options_with_defaults[:algorithm] self.metadata = options_with_defaults[:metadata] end def extract_alternatives_from_options(options) alts = options[:alternatives] || [] if alts.length == 1 if alts[0].is_a? Hash alts = alts[0].map { |k, v| { k => v } } end end if alts.empty? exp_config = Split.configuration.experiment_for(name) if exp_config alts = load_alternatives_from_configuration options[:goals] = Split::GoalsCollection.new(@name).load_from_configuration options[:metadata] = load_metadata_from_configuration options[:resettable] = exp_config[:resettable] options[:algorithm] = exp_config[:algorithm] end end options[:alternatives] = alts set_alternatives_and_options(options) # calculate probability that each alternative is the winner @alternative_probabilities = {} alts end def save validate! persist_experiment_configuration end redis.hset(experiment_config_key, :resettable, resettable) redis.hset(experiment_config_key, :algorithm, algorithm.to_s) self end redis.hmset(experiment_config_key, :resettable, resettable.to_s, :algorithm, algorithm.to_s) self end def validate! if @alternatives.empty? && Split.configuration.experiment_for(@name).nil? raise ExperimentNotFound.new("Experiment #{@name} not found") end @alternatives.each { |a| a.validate! } goals_collection.validate! end def new_record? ExperimentCatalog.find(name).nil? end def ==(obj) self.name == obj.name end def [](name) alternatives.find { |a| a.name == name } end def algorithm @algorithm ||= Split.configuration.algorithm end def algorithm=(algorithm) @algorithm = algorithm.is_a?(String) ? algorithm.constantize : algorithm end def resettable=(resettable) @resettable = resettable.is_a?(String) ? resettable == "true" : resettable end def alternatives=(alts) @alternatives = alts.map do |alternative| if alternative.kind_of?(Split::Alternative) alternative else Split::Alternative.new(alternative, @name) end end end def winner Split.cache(:experiment_winner, name) do experiment_winner = redis.hget(:experiment_winner, name) if experiment_winner Split::Alternative.new(experiment_winner, name) else nil end end end def has_winner? return @has_winner if defined? @has_winner @has_winner = !winner.nil? end def winner=(winner_name) redis.hset(:experiment_winner, name, winner_name.to_s) @has_winner = true Split.configuration.on_experiment_winner_choose.call(self) end def participant_count alternatives.inject(0) { |sum, a| sum + a.participant_count } end def control alternatives.first end def reset_winner redis.hdel(:experiment_winner, name) @has_winner = false Split::Cache.clear_key(@name) end def start redis.hset(:experiment_start_times, @name, Time.now.to_i) end def start_time Split.cache(:experiment_start_times, @name) do t = redis.hget(:experiment_start_times, @name) if t # Check if stored time is an integer if t =~ /^[-+]?[0-9]+$/ Time.at(t.to_i) else Time.parse(t) end end end end def next_alternative winner || random_alternative end def random_alternative if alternatives.length > 1 algorithm.choose_alternative(self) else alternatives.first end end def version @version ||= (redis.get("#{name}:version").to_i || 0) end def increment_version @version = redis.incr("#{name}:version") end def key if version.to_i > 0 "#{name}:#{version}" else name end end def goals_key "#{name}:goals" end def finished_key self.class.finished_key(key) end def metadata_key "#{name}:metadata" end def resettable? resettable end def reset Split.configuration.on_before_experiment_reset.call(self) Split::Cache.clear_key(@name) alternatives.each(&:reset) reset_winner Split.configuration.on_experiment_reset.call(self) increment_version end def delete Split.configuration.on_before_experiment_delete.call(self) if Split.configuration.start_manually redis.hdel(:experiment_start_times, @name) end reset_winner redis.srem(:experiments, name) remove_experiment_cohorting remove_experiment_configuration Split.configuration.on_experiment_delete.call(self) increment_version end def delete_metadata redis.del(metadata_key) end def load_from_redis exp_config = redis.hgetall(experiment_config_key) options = { resettable: exp_config["resettable"], algorithm: exp_config["algorithm"], alternatives: load_alternatives_from_redis, goals: Split::GoalsCollection.new(@name).load_from_redis, metadata: load_metadata_from_redis } set_alternatives_and_options(options) end def calc_winning_alternatives # Cache the winning alternatives so we recalculate them once per the specified interval. intervals_since_epoch = Time.now.utc.to_i / Split.configuration.winning_alternative_recalculation_interval if self.calc_time != intervals_since_epoch if goals.empty? self.estimate_winning_alternative else goals.each do |goal| self.estimate_winning_alternative(goal) end end self.calc_time = intervals_since_epoch self.save end end def estimate_winning_alternative(goal = nil) # initialize a hash of beta distributions based on the alternatives' conversion rates beta_params = calc_beta_params(goal) winning_alternatives = [] Split.configuration.beta_probability_simulations.times do # calculate simulated conversion rates from the beta distributions simulated_cr_hash = calc_simulated_conversion_rates(beta_params) winning_alternative = find_simulated_winner(simulated_cr_hash) # push the winning pair to the winning_alternatives array winning_alternatives.push(winning_alternative) end winning_counts = count_simulated_wins(winning_alternatives) @alternative_probabilities = calc_alternative_probabilities(winning_counts, Split.configuration.beta_probability_simulations) write_to_alternatives(goal) self.save end def write_to_alternatives(goal = nil) alternatives.each do |alternative| alternative.set_p_winner(@alternative_probabilities[alternative], goal) end end def calc_alternative_probabilities(winning_counts, number_of_simulations) alternative_probabilities = {} winning_counts.each do |alternative, wins| alternative_probabilities[alternative] = wins / number_of_simulations.to_f end alternative_probabilities end def count_simulated_wins(winning_alternatives) # initialize a hash to keep track of winning alternative in simulations winning_counts = {} alternatives.each do |alternative| winning_counts[alternative] = 0 end # count number of times each alternative won, calculate probabilities, place in hash winning_alternatives.each do |alternative| winning_counts[alternative] += 1 end winning_counts end def find_simulated_winner(simulated_cr_hash) # figure out which alternative had the highest simulated conversion rate winning_pair = ["", 0.0] simulated_cr_hash.each do |alternative, rate| if rate > winning_pair[1] winning_pair = [alternative, rate] end end winner = winning_pair[0] winner end def calc_simulated_conversion_rates(beta_params) simulated_cr_hash = {} # create a hash which has the conversion rate pulled from each alternative's beta distribution beta_params.each do |alternative, params| alpha = params[0] beta = params[1] simulated_conversion_rate = Split::Algorithms.beta_distribution_rng(alpha, beta) simulated_cr_hash[alternative] = simulated_conversion_rate end simulated_cr_hash end def calc_beta_params(goal = nil) beta_params = {} alternatives.each do |alternative| conversions = goal.nil? ? alternative.completed_count : alternative.completed_count(goal) alpha = 1 + conversions beta = 1 + alternative.participant_count - conversions params = [alpha, beta] beta_params[alternative] = params end beta_params end def calc_time=(time) redis.hset(experiment_config_key, :calc_time, time) end def calc_time redis.hget(experiment_config_key, :calc_time).to_i end def jstring(goal = nil) js_id = if goal.nil? name else name + "-" + goal end js_id.gsub("/", "--") end def cohorting_disabled? @cohorting_disabled ||= begin value = redis.hget(experiment_config_key, :cohorting) value.nil? ? false : value.downcase == "true" end end def disable_cohorting @cohorting_disabled = true redis.hset(experiment_config_key, :cohorting, true.to_s) end def enable_cohorting @cohorting_disabled = false redis.hset(experiment_config_key, :cohorting, false.to_s) end protected def experiment_config_key "experiment_configurations/#{@name}" end def load_metadata_from_configuration Split.configuration.experiment_for(@name)[:metadata] end def load_metadata_from_redis meta = redis.get(metadata_key) JSON.parse(meta) unless meta.nil? end def load_alternatives_from_configuration alts = Split.configuration.experiment_for(@name)[:alternatives] raise ArgumentError, "Experiment configuration is missing :alternatives array" unless alts if alts.is_a?(Hash) alts.keys else alts.flatten end end def load_alternatives_from_redis alternatives = redis.lrange(@name, 0, -1) alternatives.map do |alt| alt = begin JSON.parse(alt) rescue alt end Split::Alternative.new(alt, @name) end end private def redis Split.redis end def redis_interface RedisInterface.new end def persist_experiment_configuration redis_interface.add_to_set(:experiments, name) redis_interface.persist_list(name, @alternatives.map { |alt| { alt.name => alt.weight }.to_json }) goals_collection.save if @metadata redis.set(metadata_key, @metadata.to_json) else delete_metadata end end def remove_experiment_configuration @alternatives.each(&:delete) goals_collection.delete delete_metadata redis.del(@name) end def experiment_configuration_has_changed? existing_experiment = Experiment.find(@name) existing_experiment.alternatives.map(&:to_s) != @alternatives.map(&:to_s) || existing_experiment.goals != @goals || existing_experiment.metadata != @metadata end def goals_collection Split::GoalsCollection.new(@name, @goals) end def remove_experiment_cohorting @cohorting_disabled = false redis.hdel(experiment_config_key, :cohorting) end end end <MSG> Merge pull request #640 from splitrb/reduce-extra-hset-call Single HSET to update values, instead of multiple ones. <DFF> @@ -80,8 +80,8 @@ module Split persist_experiment_configuration end - redis.hset(experiment_config_key, :resettable, resettable) - redis.hset(experiment_config_key, :algorithm, algorithm.to_s) + redis.hset(experiment_config_key, :resettable, resettable, + :algorithm, algorithm.to_s) self end
2
Merge pull request #640 from splitrb/reduce-extra-hset-call
2
.rb
rb
mit
splitrb/split
10069916
<NME> experiment.rb <BEF> # frozen_string_literal: true module Split class Experiment attr_accessor :name attr_accessor :goals attr_accessor :alternative_probabilities attr_accessor :metadata attr_reader :alternatives attr_reader :resettable DEFAULT_OPTIONS = { resettable: true } def self.find(name) Split.cache(:experiments, name) do return unless Split.redis.exists?(name) Experiment.new(name).tap { |exp| exp.load_from_redis } end end def initialize(name, options = {}) options = DEFAULT_OPTIONS.merge(options) @name = name.to_s extract_alternatives_from_options(options) end def self.finished_key(key) "#{key}:finished" end def set_alternatives_and_options(options) options_with_defaults = DEFAULT_OPTIONS.merge( options.reject { |k, v| v.nil? } ) self.alternatives = options_with_defaults[:alternatives] self.goals = options_with_defaults[:goals] self.resettable = options_with_defaults[:resettable] self.algorithm = options_with_defaults[:algorithm] self.metadata = options_with_defaults[:metadata] end def extract_alternatives_from_options(options) alts = options[:alternatives] || [] if alts.length == 1 if alts[0].is_a? Hash alts = alts[0].map { |k, v| { k => v } } end end if alts.empty? exp_config = Split.configuration.experiment_for(name) if exp_config alts = load_alternatives_from_configuration options[:goals] = Split::GoalsCollection.new(@name).load_from_configuration options[:metadata] = load_metadata_from_configuration options[:resettable] = exp_config[:resettable] options[:algorithm] = exp_config[:algorithm] end end options[:alternatives] = alts set_alternatives_and_options(options) # calculate probability that each alternative is the winner @alternative_probabilities = {} alts end def save validate! persist_experiment_configuration end redis.hset(experiment_config_key, :resettable, resettable) redis.hset(experiment_config_key, :algorithm, algorithm.to_s) self end redis.hmset(experiment_config_key, :resettable, resettable.to_s, :algorithm, algorithm.to_s) self end def validate! if @alternatives.empty? && Split.configuration.experiment_for(@name).nil? raise ExperimentNotFound.new("Experiment #{@name} not found") end @alternatives.each { |a| a.validate! } goals_collection.validate! end def new_record? ExperimentCatalog.find(name).nil? end def ==(obj) self.name == obj.name end def [](name) alternatives.find { |a| a.name == name } end def algorithm @algorithm ||= Split.configuration.algorithm end def algorithm=(algorithm) @algorithm = algorithm.is_a?(String) ? algorithm.constantize : algorithm end def resettable=(resettable) @resettable = resettable.is_a?(String) ? resettable == "true" : resettable end def alternatives=(alts) @alternatives = alts.map do |alternative| if alternative.kind_of?(Split::Alternative) alternative else Split::Alternative.new(alternative, @name) end end end def winner Split.cache(:experiment_winner, name) do experiment_winner = redis.hget(:experiment_winner, name) if experiment_winner Split::Alternative.new(experiment_winner, name) else nil end end end def has_winner? return @has_winner if defined? @has_winner @has_winner = !winner.nil? end def winner=(winner_name) redis.hset(:experiment_winner, name, winner_name.to_s) @has_winner = true Split.configuration.on_experiment_winner_choose.call(self) end def participant_count alternatives.inject(0) { |sum, a| sum + a.participant_count } end def control alternatives.first end def reset_winner redis.hdel(:experiment_winner, name) @has_winner = false Split::Cache.clear_key(@name) end def start redis.hset(:experiment_start_times, @name, Time.now.to_i) end def start_time Split.cache(:experiment_start_times, @name) do t = redis.hget(:experiment_start_times, @name) if t # Check if stored time is an integer if t =~ /^[-+]?[0-9]+$/ Time.at(t.to_i) else Time.parse(t) end end end end def next_alternative winner || random_alternative end def random_alternative if alternatives.length > 1 algorithm.choose_alternative(self) else alternatives.first end end def version @version ||= (redis.get("#{name}:version").to_i || 0) end def increment_version @version = redis.incr("#{name}:version") end def key if version.to_i > 0 "#{name}:#{version}" else name end end def goals_key "#{name}:goals" end def finished_key self.class.finished_key(key) end def metadata_key "#{name}:metadata" end def resettable? resettable end def reset Split.configuration.on_before_experiment_reset.call(self) Split::Cache.clear_key(@name) alternatives.each(&:reset) reset_winner Split.configuration.on_experiment_reset.call(self) increment_version end def delete Split.configuration.on_before_experiment_delete.call(self) if Split.configuration.start_manually redis.hdel(:experiment_start_times, @name) end reset_winner redis.srem(:experiments, name) remove_experiment_cohorting remove_experiment_configuration Split.configuration.on_experiment_delete.call(self) increment_version end def delete_metadata redis.del(metadata_key) end def load_from_redis exp_config = redis.hgetall(experiment_config_key) options = { resettable: exp_config["resettable"], algorithm: exp_config["algorithm"], alternatives: load_alternatives_from_redis, goals: Split::GoalsCollection.new(@name).load_from_redis, metadata: load_metadata_from_redis } set_alternatives_and_options(options) end def calc_winning_alternatives # Cache the winning alternatives so we recalculate them once per the specified interval. intervals_since_epoch = Time.now.utc.to_i / Split.configuration.winning_alternative_recalculation_interval if self.calc_time != intervals_since_epoch if goals.empty? self.estimate_winning_alternative else goals.each do |goal| self.estimate_winning_alternative(goal) end end self.calc_time = intervals_since_epoch self.save end end def estimate_winning_alternative(goal = nil) # initialize a hash of beta distributions based on the alternatives' conversion rates beta_params = calc_beta_params(goal) winning_alternatives = [] Split.configuration.beta_probability_simulations.times do # calculate simulated conversion rates from the beta distributions simulated_cr_hash = calc_simulated_conversion_rates(beta_params) winning_alternative = find_simulated_winner(simulated_cr_hash) # push the winning pair to the winning_alternatives array winning_alternatives.push(winning_alternative) end winning_counts = count_simulated_wins(winning_alternatives) @alternative_probabilities = calc_alternative_probabilities(winning_counts, Split.configuration.beta_probability_simulations) write_to_alternatives(goal) self.save end def write_to_alternatives(goal = nil) alternatives.each do |alternative| alternative.set_p_winner(@alternative_probabilities[alternative], goal) end end def calc_alternative_probabilities(winning_counts, number_of_simulations) alternative_probabilities = {} winning_counts.each do |alternative, wins| alternative_probabilities[alternative] = wins / number_of_simulations.to_f end alternative_probabilities end def count_simulated_wins(winning_alternatives) # initialize a hash to keep track of winning alternative in simulations winning_counts = {} alternatives.each do |alternative| winning_counts[alternative] = 0 end # count number of times each alternative won, calculate probabilities, place in hash winning_alternatives.each do |alternative| winning_counts[alternative] += 1 end winning_counts end def find_simulated_winner(simulated_cr_hash) # figure out which alternative had the highest simulated conversion rate winning_pair = ["", 0.0] simulated_cr_hash.each do |alternative, rate| if rate > winning_pair[1] winning_pair = [alternative, rate] end end winner = winning_pair[0] winner end def calc_simulated_conversion_rates(beta_params) simulated_cr_hash = {} # create a hash which has the conversion rate pulled from each alternative's beta distribution beta_params.each do |alternative, params| alpha = params[0] beta = params[1] simulated_conversion_rate = Split::Algorithms.beta_distribution_rng(alpha, beta) simulated_cr_hash[alternative] = simulated_conversion_rate end simulated_cr_hash end def calc_beta_params(goal = nil) beta_params = {} alternatives.each do |alternative| conversions = goal.nil? ? alternative.completed_count : alternative.completed_count(goal) alpha = 1 + conversions beta = 1 + alternative.participant_count - conversions params = [alpha, beta] beta_params[alternative] = params end beta_params end def calc_time=(time) redis.hset(experiment_config_key, :calc_time, time) end def calc_time redis.hget(experiment_config_key, :calc_time).to_i end def jstring(goal = nil) js_id = if goal.nil? name else name + "-" + goal end js_id.gsub("/", "--") end def cohorting_disabled? @cohorting_disabled ||= begin value = redis.hget(experiment_config_key, :cohorting) value.nil? ? false : value.downcase == "true" end end def disable_cohorting @cohorting_disabled = true redis.hset(experiment_config_key, :cohorting, true.to_s) end def enable_cohorting @cohorting_disabled = false redis.hset(experiment_config_key, :cohorting, false.to_s) end protected def experiment_config_key "experiment_configurations/#{@name}" end def load_metadata_from_configuration Split.configuration.experiment_for(@name)[:metadata] end def load_metadata_from_redis meta = redis.get(metadata_key) JSON.parse(meta) unless meta.nil? end def load_alternatives_from_configuration alts = Split.configuration.experiment_for(@name)[:alternatives] raise ArgumentError, "Experiment configuration is missing :alternatives array" unless alts if alts.is_a?(Hash) alts.keys else alts.flatten end end def load_alternatives_from_redis alternatives = redis.lrange(@name, 0, -1) alternatives.map do |alt| alt = begin JSON.parse(alt) rescue alt end Split::Alternative.new(alt, @name) end end private def redis Split.redis end def redis_interface RedisInterface.new end def persist_experiment_configuration redis_interface.add_to_set(:experiments, name) redis_interface.persist_list(name, @alternatives.map { |alt| { alt.name => alt.weight }.to_json }) goals_collection.save if @metadata redis.set(metadata_key, @metadata.to_json) else delete_metadata end end def remove_experiment_configuration @alternatives.each(&:delete) goals_collection.delete delete_metadata redis.del(@name) end def experiment_configuration_has_changed? existing_experiment = Experiment.find(@name) existing_experiment.alternatives.map(&:to_s) != @alternatives.map(&:to_s) || existing_experiment.goals != @goals || existing_experiment.metadata != @metadata end def goals_collection Split::GoalsCollection.new(@name, @goals) end def remove_experiment_cohorting @cohorting_disabled = false redis.hdel(experiment_config_key, :cohorting) end end end <MSG> Merge pull request #640 from splitrb/reduce-extra-hset-call Single HSET to update values, instead of multiple ones. <DFF> @@ -80,8 +80,8 @@ module Split persist_experiment_configuration end - redis.hset(experiment_config_key, :resettable, resettable) - redis.hset(experiment_config_key, :algorithm, algorithm.to_s) + redis.hset(experiment_config_key, :resettable, resettable, + :algorithm, algorithm.to_s) self end
2
Merge pull request #640 from splitrb/reduce-extra-hset-call
2
.rb
rb
mit
splitrb/split
10069917
<NME> experiment.rb <BEF> # frozen_string_literal: true module Split class Experiment attr_accessor :name attr_accessor :goals attr_accessor :alternative_probabilities attr_accessor :metadata attr_reader :alternatives attr_reader :resettable DEFAULT_OPTIONS = { resettable: true } def self.find(name) Split.cache(:experiments, name) do return unless Split.redis.exists?(name) Experiment.new(name).tap { |exp| exp.load_from_redis } end end def initialize(name, options = {}) options = DEFAULT_OPTIONS.merge(options) @name = name.to_s extract_alternatives_from_options(options) end def self.finished_key(key) "#{key}:finished" end def set_alternatives_and_options(options) options_with_defaults = DEFAULT_OPTIONS.merge( options.reject { |k, v| v.nil? } ) self.alternatives = options_with_defaults[:alternatives] self.goals = options_with_defaults[:goals] self.resettable = options_with_defaults[:resettable] self.algorithm = options_with_defaults[:algorithm] self.metadata = options_with_defaults[:metadata] end def extract_alternatives_from_options(options) alts = options[:alternatives] || [] if alts.length == 1 if alts[0].is_a? Hash alts = alts[0].map { |k, v| { k => v } } end end if alts.empty? exp_config = Split.configuration.experiment_for(name) if exp_config alts = load_alternatives_from_configuration options[:goals] = Split::GoalsCollection.new(@name).load_from_configuration options[:metadata] = load_metadata_from_configuration options[:resettable] = exp_config[:resettable] options[:algorithm] = exp_config[:algorithm] end end options[:alternatives] = alts set_alternatives_and_options(options) # calculate probability that each alternative is the winner @alternative_probabilities = {} alts end def save validate! persist_experiment_configuration end redis.hset(experiment_config_key, :resettable, resettable) redis.hset(experiment_config_key, :algorithm, algorithm.to_s) self end redis.hmset(experiment_config_key, :resettable, resettable.to_s, :algorithm, algorithm.to_s) self end def validate! if @alternatives.empty? && Split.configuration.experiment_for(@name).nil? raise ExperimentNotFound.new("Experiment #{@name} not found") end @alternatives.each { |a| a.validate! } goals_collection.validate! end def new_record? ExperimentCatalog.find(name).nil? end def ==(obj) self.name == obj.name end def [](name) alternatives.find { |a| a.name == name } end def algorithm @algorithm ||= Split.configuration.algorithm end def algorithm=(algorithm) @algorithm = algorithm.is_a?(String) ? algorithm.constantize : algorithm end def resettable=(resettable) @resettable = resettable.is_a?(String) ? resettable == "true" : resettable end def alternatives=(alts) @alternatives = alts.map do |alternative| if alternative.kind_of?(Split::Alternative) alternative else Split::Alternative.new(alternative, @name) end end end def winner Split.cache(:experiment_winner, name) do experiment_winner = redis.hget(:experiment_winner, name) if experiment_winner Split::Alternative.new(experiment_winner, name) else nil end end end def has_winner? return @has_winner if defined? @has_winner @has_winner = !winner.nil? end def winner=(winner_name) redis.hset(:experiment_winner, name, winner_name.to_s) @has_winner = true Split.configuration.on_experiment_winner_choose.call(self) end def participant_count alternatives.inject(0) { |sum, a| sum + a.participant_count } end def control alternatives.first end def reset_winner redis.hdel(:experiment_winner, name) @has_winner = false Split::Cache.clear_key(@name) end def start redis.hset(:experiment_start_times, @name, Time.now.to_i) end def start_time Split.cache(:experiment_start_times, @name) do t = redis.hget(:experiment_start_times, @name) if t # Check if stored time is an integer if t =~ /^[-+]?[0-9]+$/ Time.at(t.to_i) else Time.parse(t) end end end end def next_alternative winner || random_alternative end def random_alternative if alternatives.length > 1 algorithm.choose_alternative(self) else alternatives.first end end def version @version ||= (redis.get("#{name}:version").to_i || 0) end def increment_version @version = redis.incr("#{name}:version") end def key if version.to_i > 0 "#{name}:#{version}" else name end end def goals_key "#{name}:goals" end def finished_key self.class.finished_key(key) end def metadata_key "#{name}:metadata" end def resettable? resettable end def reset Split.configuration.on_before_experiment_reset.call(self) Split::Cache.clear_key(@name) alternatives.each(&:reset) reset_winner Split.configuration.on_experiment_reset.call(self) increment_version end def delete Split.configuration.on_before_experiment_delete.call(self) if Split.configuration.start_manually redis.hdel(:experiment_start_times, @name) end reset_winner redis.srem(:experiments, name) remove_experiment_cohorting remove_experiment_configuration Split.configuration.on_experiment_delete.call(self) increment_version end def delete_metadata redis.del(metadata_key) end def load_from_redis exp_config = redis.hgetall(experiment_config_key) options = { resettable: exp_config["resettable"], algorithm: exp_config["algorithm"], alternatives: load_alternatives_from_redis, goals: Split::GoalsCollection.new(@name).load_from_redis, metadata: load_metadata_from_redis } set_alternatives_and_options(options) end def calc_winning_alternatives # Cache the winning alternatives so we recalculate them once per the specified interval. intervals_since_epoch = Time.now.utc.to_i / Split.configuration.winning_alternative_recalculation_interval if self.calc_time != intervals_since_epoch if goals.empty? self.estimate_winning_alternative else goals.each do |goal| self.estimate_winning_alternative(goal) end end self.calc_time = intervals_since_epoch self.save end end def estimate_winning_alternative(goal = nil) # initialize a hash of beta distributions based on the alternatives' conversion rates beta_params = calc_beta_params(goal) winning_alternatives = [] Split.configuration.beta_probability_simulations.times do # calculate simulated conversion rates from the beta distributions simulated_cr_hash = calc_simulated_conversion_rates(beta_params) winning_alternative = find_simulated_winner(simulated_cr_hash) # push the winning pair to the winning_alternatives array winning_alternatives.push(winning_alternative) end winning_counts = count_simulated_wins(winning_alternatives) @alternative_probabilities = calc_alternative_probabilities(winning_counts, Split.configuration.beta_probability_simulations) write_to_alternatives(goal) self.save end def write_to_alternatives(goal = nil) alternatives.each do |alternative| alternative.set_p_winner(@alternative_probabilities[alternative], goal) end end def calc_alternative_probabilities(winning_counts, number_of_simulations) alternative_probabilities = {} winning_counts.each do |alternative, wins| alternative_probabilities[alternative] = wins / number_of_simulations.to_f end alternative_probabilities end def count_simulated_wins(winning_alternatives) # initialize a hash to keep track of winning alternative in simulations winning_counts = {} alternatives.each do |alternative| winning_counts[alternative] = 0 end # count number of times each alternative won, calculate probabilities, place in hash winning_alternatives.each do |alternative| winning_counts[alternative] += 1 end winning_counts end def find_simulated_winner(simulated_cr_hash) # figure out which alternative had the highest simulated conversion rate winning_pair = ["", 0.0] simulated_cr_hash.each do |alternative, rate| if rate > winning_pair[1] winning_pair = [alternative, rate] end end winner = winning_pair[0] winner end def calc_simulated_conversion_rates(beta_params) simulated_cr_hash = {} # create a hash which has the conversion rate pulled from each alternative's beta distribution beta_params.each do |alternative, params| alpha = params[0] beta = params[1] simulated_conversion_rate = Split::Algorithms.beta_distribution_rng(alpha, beta) simulated_cr_hash[alternative] = simulated_conversion_rate end simulated_cr_hash end def calc_beta_params(goal = nil) beta_params = {} alternatives.each do |alternative| conversions = goal.nil? ? alternative.completed_count : alternative.completed_count(goal) alpha = 1 + conversions beta = 1 + alternative.participant_count - conversions params = [alpha, beta] beta_params[alternative] = params end beta_params end def calc_time=(time) redis.hset(experiment_config_key, :calc_time, time) end def calc_time redis.hget(experiment_config_key, :calc_time).to_i end def jstring(goal = nil) js_id = if goal.nil? name else name + "-" + goal end js_id.gsub("/", "--") end def cohorting_disabled? @cohorting_disabled ||= begin value = redis.hget(experiment_config_key, :cohorting) value.nil? ? false : value.downcase == "true" end end def disable_cohorting @cohorting_disabled = true redis.hset(experiment_config_key, :cohorting, true.to_s) end def enable_cohorting @cohorting_disabled = false redis.hset(experiment_config_key, :cohorting, false.to_s) end protected def experiment_config_key "experiment_configurations/#{@name}" end def load_metadata_from_configuration Split.configuration.experiment_for(@name)[:metadata] end def load_metadata_from_redis meta = redis.get(metadata_key) JSON.parse(meta) unless meta.nil? end def load_alternatives_from_configuration alts = Split.configuration.experiment_for(@name)[:alternatives] raise ArgumentError, "Experiment configuration is missing :alternatives array" unless alts if alts.is_a?(Hash) alts.keys else alts.flatten end end def load_alternatives_from_redis alternatives = redis.lrange(@name, 0, -1) alternatives.map do |alt| alt = begin JSON.parse(alt) rescue alt end Split::Alternative.new(alt, @name) end end private def redis Split.redis end def redis_interface RedisInterface.new end def persist_experiment_configuration redis_interface.add_to_set(:experiments, name) redis_interface.persist_list(name, @alternatives.map { |alt| { alt.name => alt.weight }.to_json }) goals_collection.save if @metadata redis.set(metadata_key, @metadata.to_json) else delete_metadata end end def remove_experiment_configuration @alternatives.each(&:delete) goals_collection.delete delete_metadata redis.del(@name) end def experiment_configuration_has_changed? existing_experiment = Experiment.find(@name) existing_experiment.alternatives.map(&:to_s) != @alternatives.map(&:to_s) || existing_experiment.goals != @goals || existing_experiment.metadata != @metadata end def goals_collection Split::GoalsCollection.new(@name, @goals) end def remove_experiment_cohorting @cohorting_disabled = false redis.hdel(experiment_config_key, :cohorting) end end end <MSG> Merge pull request #640 from splitrb/reduce-extra-hset-call Single HSET to update values, instead of multiple ones. <DFF> @@ -80,8 +80,8 @@ module Split persist_experiment_configuration end - redis.hset(experiment_config_key, :resettable, resettable) - redis.hset(experiment_config_key, :algorithm, algorithm.to_s) + redis.hset(experiment_config_key, :resettable, resettable, + :algorithm, algorithm.to_s) self end
2
Merge pull request #640 from splitrb/reduce-extra-hset-call
2
.rb
rb
mit
splitrb/split
10069918
<NME> AUTHORS <BEF> Ask Solem <[email protected]> Rune Halvorsen <[email protected]> Russell Sim <[email protected]> Brian Rosner <[email protected]> Hugo Lopes Tavares <[email protected]> Bo Shi <[email protected]> Carl Meyer <[email protected]> Vinícius das Chagas Silva <[email protected]> Vanderson Mota dos Santos <[email protected]> Stefan Foulis <[email protected]> Michael Richardson <[email protected]> Halldór Rúnarsson <[email protected]> Brent Tubbs <[email protected]> David Cramer <[email protected]> <MSG> Added Sverre Johansen to AUTHORS <DFF> @@ -3,3 +3,4 @@ Rune Halvorsen <[email protected]> Russell Sim <[email protected]> Brian Rosner <[email protected]> Hugo Lopes Tavares <[email protected]> +Sverre Johansen <[email protected]>
1
Added Sverre Johansen to AUTHORS
0
AUTHORS
bsd-3-clause
ask/chishop
10069919
<NME> version.rb <BEF> module Split MAJOR = 0 MINOR = 7 PATCH = 2 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> Version 0.7.3 <DFF> @@ -1,6 +1,6 @@ module Split MAJOR = 0 MINOR = 7 - PATCH = 2 + PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
Version 0.7.3
1
.rb
rb
mit
splitrb/split
10069920
<NME> version.rb <BEF> module Split MAJOR = 0 MINOR = 7 PATCH = 2 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> Version 0.7.3 <DFF> @@ -1,6 +1,6 @@ module Split MAJOR = 0 MINOR = 7 - PATCH = 2 + PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
Version 0.7.3
1
.rb
rb
mit
splitrb/split
10069921
<NME> version.rb <BEF> module Split MAJOR = 0 MINOR = 7 PATCH = 2 VERSION = [MAJOR, MINOR, PATCH].join('.') end <MSG> Version 0.7.3 <DFF> @@ -1,6 +1,6 @@ module Split MAJOR = 0 MINOR = 7 - PATCH = 2 + PATCH = 3 VERSION = [MAJOR, MINOR, PATCH].join('.') end
1
Version 0.7.3
1
.rb
rb
mit
splitrb/split
10069922
<NME> dashboard.js <BEF> function confirmReset() { var agree=confirm("This will delete all data for this experiment?"); if (agree) return true; else return false; } function confirmDelete() { var agree=confirm("Are you sure you want to delete this experiment and all its data?"); if (agree) return true; else return false; } function confirmWinner() { var agree=confirm("This will now be returned for all users. Are you sure?"); if (agree) return true; else return false; } function confirmReopen() { var agree = confirm("This will reopen the experiment. Are you sure?"); return agree ? true : false; } function confirmEnableCohorting(){ var agree = confirm("This will enable the cohorting of the experiment. Are you sure?"); return agree ? true : false; } function confirmDisableCohorting(){ var agree = confirm("This will disable the cohorting of the experiment. Note: Existing participants will continue to receive their alternative and may continue to convert. Are you sure?"); return agree ? true : false; } <MSG> refactor dashboard js <DFF> @@ -1,23 +1,19 @@ function confirmReset() { - var agree=confirm("This will delete all data for this experiment?"); - if (agree) - return true; - else - return false; + var agree = confirm("This will delete all data for this experiment?"); + return agree ? true : false; } function confirmDelete() { - var agree=confirm("Are you sure you want to delete this experiment and all its data?"); - if (agree) - return true; - else - return false; + var agree = confirm("Are you sure you want to delete this experiment and all its data?"); + return agree ? true : false; } function confirmWinner() { - var agree=confirm("This will now be returned for all users. Are you sure?"); - if (agree) - return true; - else - return false; + var agree = confirm("This will now be returned for all users. Are you sure?"); + return agree ? true : false; +} + +function confirmStep(step) { + var agree = confirm(step); + return agree ? true : false; } \ No newline at end of file
11
refactor dashboard js
15
.js
js
mit
splitrb/split
10069923
<NME> dashboard.js <BEF> function confirmReset() { var agree=confirm("This will delete all data for this experiment?"); if (agree) return true; else return false; } function confirmDelete() { var agree=confirm("Are you sure you want to delete this experiment and all its data?"); if (agree) return true; else return false; } function confirmWinner() { var agree=confirm("This will now be returned for all users. Are you sure?"); if (agree) return true; else return false; } function confirmReopen() { var agree = confirm("This will reopen the experiment. Are you sure?"); return agree ? true : false; } function confirmEnableCohorting(){ var agree = confirm("This will enable the cohorting of the experiment. Are you sure?"); return agree ? true : false; } function confirmDisableCohorting(){ var agree = confirm("This will disable the cohorting of the experiment. Note: Existing participants will continue to receive their alternative and may continue to convert. Are you sure?"); return agree ? true : false; } <MSG> refactor dashboard js <DFF> @@ -1,23 +1,19 @@ function confirmReset() { - var agree=confirm("This will delete all data for this experiment?"); - if (agree) - return true; - else - return false; + var agree = confirm("This will delete all data for this experiment?"); + return agree ? true : false; } function confirmDelete() { - var agree=confirm("Are you sure you want to delete this experiment and all its data?"); - if (agree) - return true; - else - return false; + var agree = confirm("Are you sure you want to delete this experiment and all its data?"); + return agree ? true : false; } function confirmWinner() { - var agree=confirm("This will now be returned for all users. Are you sure?"); - if (agree) - return true; - else - return false; + var agree = confirm("This will now be returned for all users. Are you sure?"); + return agree ? true : false; +} + +function confirmStep(step) { + var agree = confirm(step); + return agree ? true : false; } \ No newline at end of file
11
refactor dashboard js
15
.js
js
mit
splitrb/split
10069924
<NME> dashboard.js <BEF> function confirmReset() { var agree=confirm("This will delete all data for this experiment?"); if (agree) return true; else return false; } function confirmDelete() { var agree=confirm("Are you sure you want to delete this experiment and all its data?"); if (agree) return true; else return false; } function confirmWinner() { var agree=confirm("This will now be returned for all users. Are you sure?"); if (agree) return true; else return false; } function confirmReopen() { var agree = confirm("This will reopen the experiment. Are you sure?"); return agree ? true : false; } function confirmEnableCohorting(){ var agree = confirm("This will enable the cohorting of the experiment. Are you sure?"); return agree ? true : false; } function confirmDisableCohorting(){ var agree = confirm("This will disable the cohorting of the experiment. Note: Existing participants will continue to receive their alternative and may continue to convert. Are you sure?"); return agree ? true : false; } <MSG> refactor dashboard js <DFF> @@ -1,23 +1,19 @@ function confirmReset() { - var agree=confirm("This will delete all data for this experiment?"); - if (agree) - return true; - else - return false; + var agree = confirm("This will delete all data for this experiment?"); + return agree ? true : false; } function confirmDelete() { - var agree=confirm("Are you sure you want to delete this experiment and all its data?"); - if (agree) - return true; - else - return false; + var agree = confirm("Are you sure you want to delete this experiment and all its data?"); + return agree ? true : false; } function confirmWinner() { - var agree=confirm("This will now be returned for all users. Are you sure?"); - if (agree) - return true; - else - return false; + var agree = confirm("This will now be returned for all users. Are you sure?"); + return agree ? true : false; +} + +function confirmStep(step) { + var agree = confirm(step); + return agree ? true : false; } \ No newline at end of file
11
refactor dashboard js
15
.js
js
mit
splitrb/split
10069925
<NME> transducers.js <BEF> // basic protocol helpers var symbolExists = typeof Symbol !== 'undefined'; var protocols = { iterator: symbolExists ? Symbol.iterator : '@@iterator' }; function throwProtocolError(name, coll) { throw new Error("don't know how to " + name + " collection: " + coll); } function fulfillsProtocol(obj, name) { if(name === 'iterator') { // Accept ill-formed iterators that don't conform to the // protocol by accepting just next() return obj[protocols.iterator] || obj.next; } return obj[protocols[name]]; } function getProtocolProperty(obj, name) { return obj[protocols[name]]; } function iterator(coll) { var iter = getProtocolProperty(coll, 'iterator'); if(iter) { return iter.call(coll); } else if(coll.next) { // Basic duck typing to accept an ill-formed iterator that doesn't // conform to the iterator protocol (all iterators should have the // @@iterator method and return themselves, but some engines don't // have that on generators like older v8) return coll; } else if(isArray(coll)) { return new ArrayIterator(coll); } else if(isObject(coll)) { return new ObjectIterator(coll); } } function ArrayIterator(arr) { this.arr = arr; this.index = 0; } ArrayIterator.prototype.next = function() { if(this.index < this.arr.length) { return { value: this.arr[this.index++], done: false }; } return { done: true } }; function ObjectIterator(obj) { this.obj = obj; this.keys = Object.keys(obj); this.index = 0; } ObjectIterator.prototype.next = function() { if(this.index < this.keys.length) { var k = this.keys[this.index++]; return { value: [k, this.obj[k]], done: false }; } return { done: true } }; // helpers var toString = Object.prototype.toString; function isArray(x) { return x instanceof Array; } function isFunction(x) { return typeof x === 'function'; Object.getPrototypeOf(x) === Object.getPrototypeOf({}); } function isNumber(x) { return typeof x === 'number'; } function Reduced(value) { this['@@transducer/reduced'] = true; this['@@transducer/value'] = value; } function isReduced(x) { return (x instanceof Reduced) || (x && x['@@transducer/reduced']); } function deref(x) { return x['@@transducer/value']; } /** * This is for transforms that may call their nested transforms before * Reduced-wrapping the result (e.g. "take"), to avoid nested Reduced. */ function ensureReduced(val) { if(isReduced(val)) { return val; } else { return new Reduced(val); } } /** * This is for tranforms that call their nested transforms when * performing completion (like "partition"), to avoid signaling * termination after already completing. */ function ensureUnreduced(v) { if(isReduced(v)) { return deref(v); } else { return v; } } function reduce(coll, xform, init) { if(isArray(coll)) { var result = init; var index = -1; var len = coll.length; while(++index < len) { result = xform['@@transducer/step'](result, coll[index]); if(isReduced(result)) { result = deref(result); break; } } return xform['@@transducer/result'](result); } else if(isObject(coll) || fulfillsProtocol(coll, 'iterator')) { var result = init; var iter = iterator(coll); var val = iter.next(); while(!val.done) { result = xform['@@transducer/step'](result, val.value); if(isReduced(result)) { result = deref(result); break; } val = iter.next(); } return xform['@@transducer/result'](result); } throwProtocolError('iterate', coll); } function transduce(coll, xform, reducer, init) { xform = xform(reducer); if(init === undefined) { init = xform['@@transducer/init'](); } return reduce(coll, xform, init); } function compose() { var funcs = Array.prototype.slice.call(arguments); return function(r) { var value = r; for(var i=funcs.length-1; i>=0; i--) { value = funcs[i](value); } return value; } } // transformations function transformer(f) { var t = {}; t['@@transducer/init'] = function() { throw new Error('init value unavailable'); }; t['@@transducer/result'] = function(v) { return v; }; t['@@transducer/step'] = f; return t; } function bound(f, ctx, count) { count = count != null ? count : 1; if(!ctx) { return f; } else { switch(count) { case 1: return function(x) { return f.call(ctx, x); } case 2: return function(x, y) { return f.call(ctx, x, y); } default: return f.bind(ctx); } } } function arrayMap(arr, f, ctx) { var index = -1; var length = arr.length; var result = Array(length); f = bound(f, ctx, 2); while (++index < length) { result[index] = f(arr[index], index); } return result; } function arrayFilter(arr, f, ctx) { var len = arr.length; var result = []; f = bound(f, ctx, 2); for(var i=0; i<len; i++) { if(f(arr[i], i)) { result.push(arr[i]); } } return result; } function Map(f, xform) { this.xform = xform; this.f = f; } Map.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Map.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Map.prototype['@@transducer/step'] = function(res, input) { return this.xform['@@transducer/step'](res, this.f(input)); }; function map(coll, f, ctx) { if(isFunction(coll)) { ctx = f; f = coll; coll = null; } f = bound(f, ctx); if(coll) { if(isArray(coll)) { return arrayMap(coll, f, ctx); } return seq(coll, map(f)); } return function(xform) { return new Map(f, xform); } } function Filter(f, xform) { this.xform = xform; this.f = f; } Filter.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Filter.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Filter.prototype['@@transducer/step'] = function(res, input) { if(this.f(input)) { return this.xform['@@transducer/step'](res, input); } return res; }; function filter(coll, f, ctx) { if(isFunction(coll)) { ctx = f; f = coll; coll = null; } f = bound(f, ctx); if(coll) { if(isArray(coll)) { return arrayFilter(coll, f, ctx); } return seq(coll, filter(f)); } return function(xform) { return new Filter(f, xform); }; } function remove(coll, f, ctx) { if(isFunction(coll)) { ctx = f; f = coll; coll = null; } f = bound(f, ctx); return filter(coll, function(x) { return !f(x); }); } function keep(coll) { return filter(coll, function(x) { return x != null }); } function Dedupe(xform) { this.xform = xform; this.last = undefined; } Dedupe.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Dedupe.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Dedupe.prototype['@@transducer/step'] = function(result, input) { if(input !== this.last) { this.last = input; return this.xform['@@transducer/step'](result, input); } return result; }; function dedupe(coll) { if(coll) { return seq(coll, dedupe()); } return function(xform) { return new Dedupe(xform); } } function TakeWhile(f, xform) { this.xform = xform; this.f = f; } TakeWhile.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; TakeWhile.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; TakeWhile.prototype['@@transducer/step'] = function(result, input) { if(this.f(input)) { return this.xform['@@transducer/step'](result, input); } return new Reduced(result); }; function takeWhile(coll, f, ctx) { if(isFunction(coll)) { ctx = f; f = coll; coll = null; } f = bound(f, ctx); if(coll) { return seq(coll, takeWhile(f)); } return function(xform) { return new TakeWhile(f, xform); } } function Take(n, xform) { this.n = n; this.i = 0; this.xform = xform; } Take.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Take.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Take.prototype['@@transducer/step'] = function(result, input) { if (this.i < this.n) { result = this.xform['@@transducer/step'](result, input); if(this.i + 1 >= this.n) { // Finish reducing on the same step as the final value. TODO: // double-check that this doesn't break any semantics result = ensureReduced(result); } } this.i++; return result; }; function take(coll, n) { if(isNumber(coll)) { n = coll; coll = null } if(coll) { return seq(coll, take(n)); } return function(xform) { return new Take(n, xform); } } function Drop(n, xform) { this.n = n; this.i = 0; this.xform = xform; } Drop.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Drop.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Drop.prototype['@@transducer/step'] = function(result, input) { if(this.i++ < this.n) { return result; } return this.xform['@@transducer/step'](result, input); }; function drop(coll, n) { if(isNumber(coll)) { n = coll; coll = null } if(coll) { return seq(coll, drop(n)); } return function(xform) { return new Drop(n, xform); } } function DropWhile(f, xform) { this.xform = xform; this.f = f; this.dropping = true; } DropWhile.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; DropWhile.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; DropWhile.prototype['@@transducer/step'] = function(result, input) { if(this.dropping) { if(this.f(input)) { return result; } else { this.dropping = false; } } return this.xform['@@transducer/step'](result, input); }; function dropWhile(coll, f, ctx) { if(isFunction(coll)) { ctx = f; f = coll; coll = null; } f = bound(f, ctx); if(coll) { return seq(coll, dropWhile(f)); } return function(xform) { return new DropWhile(f, xform); } } function Partition(n, xform) { this.n = n; this.i = 0; this.xform = xform; this.part = new Array(n); } Partition.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Partition.prototype['@@transducer/result'] = function(v) { if (this.i > 0) { return ensureUnreduced(this.xform['@@transducer/step'](v, this.part.slice(0, this.i))); } return this.xform['@@transducer/result'](v); }; Partition.prototype['@@transducer/step'] = function(result, input) { this.part[this.i] = input; this.i += 1; if (this.i === this.n) { var out = this.part.slice(0, this.n); this.part = new Array(this.n); this.i = 0; return this.xform['@@transducer/step'](result, out); } return result; }; function partition(coll, n) { if (isNumber(coll)) { n = coll; coll = null; } if (coll) { return seq(coll, partition(n)); } return function(xform) { return new Partition(n, xform); }; } var NOTHING = {}; function PartitionBy(f, xform) { // TODO: take an "opts" object that allows the user to specify // equality this.f = f; this.xform = xform; this.part = []; this.last = NOTHING; } PartitionBy.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; PartitionBy.prototype['@@transducer/result'] = function(v) { var l = this.part.length; if (l > 0) { return ensureUnreduced(this.xform['@@transducer/step'](v, this.part.slice(0, l))); } return this.xform['@@transducer/result'](v); }; PartitionBy.prototype['@@transducer/step'] = function(result, input) { var current = this.f(input); if (current === this.last || this.last === NOTHING) { this.part.push(input); } else { result = this.xform['@@transducer/step'](result, this.part); this.part = [input]; } this.last = current; return result; }; function partitionBy(coll, f, ctx) { if (isFunction(coll)) { ctx = f; f = coll; coll = null; } f = bound(f, ctx); if (coll) { return seq(coll, partitionBy(f)); } return function(xform) { return new PartitionBy(f, xform); }; } function Interpose(sep, xform) { this.sep = sep; this.xform = xform; this.started = false; } Interpose.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Interpose.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Interpose.prototype['@@transducer/step'] = function(result, input) { if (this.started) { var withSep = this.xform['@@transducer/step'](result, this.sep); if (isReduced(withSep)) { return withSep; } else { return this.xform['@@transducer/step'](withSep, input); } } else { this.started = true; return this.xform['@@transducer/step'](result, input); } }; /** * Returns a new collection containing elements of the given * collection, separated by the specified separator. Returns a * transducer if a collection is not provided. */ function interpose(coll, separator) { if (arguments.length === 1) { separator = coll; return function(xform) { return new Interpose(separator, xform); }; } return seq(coll, interpose(separator)); } function Repeat(n, xform) { this.xform = xform; this.n = n; } Repeat.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Repeat.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Repeat.prototype['@@transducer/step'] = function(result, input) { var n = this.n; var r = result; for (var i = 0; i < n; i++) { r = this.xform['@@transducer/step'](r, input); if (isReduced(r)) { break; } } return r; }; /** * Returns a new collection containing elements of the given * collection, each repeated n times. Returns a transducer if a * collection is not provided. */ function repeat(coll, n) { if (arguments.length === 1) { n = coll; return function(xform) { return new Repeat(n, xform); }; } return seq(coll, repeat(n)); } function TakeNth(n, xform) { this.xform = xform; this.n = n; this.i = -1; } TakeNth.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; TakeNth.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; TakeNth.prototype['@@transducer/step'] = function(result, input) { this.i += 1; if (this.i % this.n === 0) { return this.xform['@@transducer/step'](result, input); } return result; }; /** * Returns a new collection of every nth element of the given * collection. Returns a transducer if a collection is not provided. */ function takeNth(coll, nth) { if (arguments.length === 1) { nth = coll; return function(xform) { return new TakeNth(nth, xform); }; } return seq(coll, takeNth(nth)); } // pure transducers (cannot take collections) function Cat(xform) { this.xform = xform; } Cat.prototype['@@transducer/init'] = function() { return this.xform['@@transducer/init'](); }; Cat.prototype['@@transducer/result'] = function(v) { return this.xform['@@transducer/result'](v); }; Cat.prototype['@@transducer/step'] = function(result, input) { var xform = this.xform; var newxform = {}; newxform['@@transducer/init'] = function() { return xform['@@transducer/init'](); }; newxform['@@transducer/result'] = function(v) { return v; }; newxform['@@transducer/step'] = function(result, input) { var val = xform['@@transducer/step'](result, input); return isReduced(val) ? deref(val) : val; }; return reduce(input, newxform, result); }; function cat(xform) { return new Cat(xform); } function mapcat(f, ctx) { f = bound(f, ctx); return compose(map(f), cat); } // collection helpers function push(arr, x) { arr.push(x); return arr; } function merge(obj, x) { if(isArray(x) && x.length === 2) { obj[x[0]] = x[1]; } else { var keys = Object.keys(x); var len = keys.length; for(var i=0; i<len; i++) { obj[keys[i]] = x[keys[i]]; } } return obj; } var arrayReducer = {}; arrayReducer['@@transducer/init'] = function() { return []; }; arrayReducer['@@transducer/result'] = function(v) { return v; }; arrayReducer['@@transducer/step'] = push; var objReducer = {}; objReducer['@@transducer/init'] = function() { return {}; }; objReducer['@@transducer/result'] = function(v) { return v; }; objReducer['@@transducer/step'] = merge; // building new collections function toArray(coll, xform) { if(!xform) { return reduce(coll, arrayReducer, []); } return transduce(coll, xform, arrayReducer, []); } function toObj(coll, xform) { if(!xform) { return reduce(coll, objReducer, {}); } return transduce(coll, xform, objReducer, {}); } function toIter(coll, xform) { if(!xform) { return iterator(coll); } return new LazyTransformer(xform, coll); } function seq(coll, xform) { if(isArray(coll)) { return transduce(coll, xform, arrayReducer, []); } else if(isObject(coll)) { return transduce(coll, xform, objReducer, {}); } else if(coll['@@transducer/step']) { var init; if(coll['@@transducer/init']) { init = coll['@@transducer/init'](); } else { init = new coll.constructor(); } return transduce(coll, xform, coll, init); } else if(fulfillsProtocol(coll, 'iterator')) { return new LazyTransformer(xform, coll); } throwProtocolError('sequence', coll); } function into(to, xform, from) { if(isArray(to)) { return transduce(from, xform, arrayReducer, to); } else if(isObject(to)) { return transduce(from, xform, objReducer, to); } else if(to['@@transducer/step']) { return transduce(from, xform, to, to); } throwProtocolError('into', to); } // laziness var stepper = {}; stepper['@@transducer/result'] = function(v) { return isReduced(v) ? deref(v) : v; }; stepper['@@transducer/step'] = function(lt, x) { lt.items.push(x); return lt.rest; }; function Stepper(xform, iter) { this.xform = xform(stepper); this.iter = iter; } Stepper.prototype['@@transducer/step'] = function(lt) { var len = lt.items.length; while(lt.items.length === len) { var n = this.iter.next(); if(n.done || isReduced(n.value)) { // finalize this.xform['@@transducer/result'](this); break; } // step this.xform['@@transducer/step'](lt, n.value); } } function LazyTransformer(xform, coll) { this.iter = iterator(coll); this.items = []; this.stepper = new Stepper(xform, iterator(coll)); } LazyTransformer.prototype[protocols.iterator] = function() { return this; } LazyTransformer.prototype.next = function() { this['@@transducer/step'](); if(this.items.length) { return { value: this.items.pop(), done: false } } else { return { done: true }; } }; LazyTransformer.prototype['@@transducer/step'] = function() { if(!this.items.length) { this.stepper['@@transducer/step'](this); } } // util function range(n) { var arr = new Array(n); for(var i=0; i<arr.length; i++) { arr[i] = i; } return arr; } module.exports = { reduce: reduce, transformer: transformer, Reduced: Reduced, isReduced: isReduced, iterator: iterator, push: push, merge: merge, transduce: transduce, seq: seq, toArray: toArray, toObj: toObj, toIter: toIter, into: into, compose: compose, map: map, filter: filter, remove: remove, cat: cat, mapcat: mapcat, keep: keep, dedupe: dedupe, take: take, takeWhile: takeWhile, takeNth: takeNth, drop: drop, dropWhile: dropWhile, partition: partition, partitionBy: partitionBy, interpose: interpose, repeat: repeat, range: range, LazyTransformer: LazyTransformer }; <MSG> Merge remote-tracking branch 'origin/master' <DFF> @@ -88,6 +88,10 @@ ObjectIterator.prototype.next = function() { function isArray(x) { return x instanceof Array; } +var toString = Object.prototype.toString; +var isArray = typeof Array.isArray === 'function' ? Array.isArray : function(obj) { + return toString.call(obj) == '[object Array]'; +}; function isFunction(x) { return typeof x === 'function';
4
Merge remote-tracking branch 'origin/master'
0
.js
js
bsd-2-clause
jlongster/transducers.js
10069926
<NME> FUNDING.yml <BEF> # These are supported funding model platforms github: # Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2] patreon: # Replace with a single Patreon username open_collective: emmet ko_fi: # Replace with a single Ko-fi username tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry liberapay: # Replace with a single Liberapay username issuehunt: # Replace with a single IssueHunt username otechie: # Replace with a single Otechie username custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2'] <MSG> Update FUNDING.yml <DFF> @@ -1,6 +1,6 @@ # These are supported funding model platforms -github: # Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2] +github: emmetio patreon: # Replace with a single Patreon username open_collective: emmet ko_fi: # Replace with a single Ko-fi username
1
Update FUNDING.yml
1
.yml
github/FUNDING
mit
emmetio/emmet
10069927
<NME> FUNDING.yml <BEF> # These are supported funding model platforms github: # Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2] patreon: # Replace with a single Patreon username open_collective: emmet ko_fi: # Replace with a single Ko-fi username tidelift: # Replace with a single Tidelift platform-name/package-name e.g., npm/babel community_bridge: # Replace with a single Community Bridge project-name e.g., cloud-foundry liberapay: # Replace with a single Liberapay username issuehunt: # Replace with a single IssueHunt username otechie: # Replace with a single Otechie username custom: # Replace with up to 4 custom sponsorship URLs e.g., ['link1', 'link2'] <MSG> Update FUNDING.yml <DFF> @@ -1,6 +1,6 @@ # These are supported funding model platforms -github: # Replace with up to 4 GitHub Sponsors-enabled usernames e.g., [user1, user2] +github: emmetio patreon: # Replace with a single Patreon username open_collective: emmet ko_fi: # Replace with a single Ko-fi username
1
Update FUNDING.yml
1
.yml
github/FUNDING
mit
emmetio/emmet
10069928
<NME> version.rb <BEF> module Split VERSION = "0.4.3" end VERSION = "4.0.1" end <MSG> Version 0.4.4 <DFF> @@ -1,3 +1,3 @@ module Split - VERSION = "0.4.3" + VERSION = "0.4.4" end
1
Version 0.4.4
1
.rb
rb
mit
splitrb/split
10069929
<NME> version.rb <BEF> module Split VERSION = "0.4.3" end VERSION = "4.0.1" end <MSG> Version 0.4.4 <DFF> @@ -1,3 +1,3 @@ module Split - VERSION = "0.4.3" + VERSION = "0.4.4" end
1
Version 0.4.4
1
.rb
rb
mit
splitrb/split
10069930
<NME> version.rb <BEF> module Split VERSION = "0.4.3" end VERSION = "4.0.1" end <MSG> Version 0.4.4 <DFF> @@ -1,3 +1,3 @@ module Split - VERSION = "0.4.3" + VERSION = "0.4.4" end
1
Version 0.4.4
1
.rb
rb
mit
splitrb/split
10069931
<NME> loadclassifiers.py <BEF> ADDFILE <MSG> Added management command for loading classifiers from pypi <DFF> @@ -0,0 +1,53 @@ +""" +Management command for loading all the known classifiers from the official +pypi, or from a file/url. + +Note, pypi docs says to not add classifiers that are not used in submitted +projects. On the other hand it can be usefull to have a list of classifiers +to choose if you have to modify package data. Use it if you need it. +""" + +from __future__ import with_statement +import urllib +import os.path + +from django.core.management.base import BaseCommand +from djangopypi.models import Classifier + +CLASSIFIERS_URL = "http://pypi.python.org/pypi?%3Aaction=list_classifiers" + +class Command(BaseCommand): + help = """Load all classifiers from pypi. If any arguments are given, +they will be used as paths or urls for classifiers instead of using the +official pypi list url""" + + def handle(self, *args, **options): + args = args or [CLASSIFIERS_URL] + + cnt = 0 + for location in args: + print "Loading %s" % location + lines = self._get_lines(location) + for name in lines: + c, created = Classifier.objects.get_or_create(name=name) + if created: + c.save() + cnt += 1 + + print "Added %s new classifiers from %s source(s)" % (cnt, len(args)) + + def _get_lines(self, location): + """Return a list of lines for a lication that can be a file or + a url. If path/url doesn't exist, returns an empty list""" + try: # This is dirty, but OK I think. both net and file ops raise IOE + if location.startswith(("http://", "https://")): + fp = urllib.urlopen(location) + return [e.strip() for e in fp.read().split('\n') + if e and not e.isspace()] + else: + fp = open(location) + return [e.strip() for e in fp.readlines() + if e and not e.isspace()] + except IOError: + print "Couldn't load %s" % location + return []
53
Added management command for loading classifiers from pypi
0
.py
py
bsd-3-clause
ask/chishop
10069932
<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` You now have a Redis daemon running on port `6379`. ### Setup ```bash gem install split ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" <% end %> ``` #### Metrics You might wish to track generic metrics, such as conversions, and use <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ``` Starting the combined test starts all combined experiments ```ruby ab_combined_test(:button_color_experiment) ``` Finish each combined test as normal ```ruby ab_finished(:button_color_on_login) ab_finished(:button_color_on_signup) ``` **Additional Configuration**: * Be sure to enable `allow_multiple_experiments` * In Sinatra include the CombinedExperimentsHelper ``` helpers Split::CombinedExperimentsHelper ``` ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Update README.md This issue is related to https://github.com/splitrb/split/issues/185. I ran into the same problem when creating an experiment that used symbols in the experiment's metadata configuration. This caused `Split::Experiment#experiment_configuration_has_changed?` to always return `true`, which reset the experiment. 😭 ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => { text: "Hello" }, "b" => { text: "Hi" } } } } end ``` Maybe `split` should stringify metadata hash keys? I'm not convinced it should, but I do think this behavior should be noted in the README. <DFF> @@ -556,7 +556,7 @@ and: ab_finished(:my_first_experiment) ``` -You can also add meta data for each experiment, very useful when you need more than an alternative name to change behaviour: +You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| @@ -601,6 +601,8 @@ or in views: <% end %> ``` +The keys used in meta data should be Strings + #### Metrics You might wish to track generic metrics, such as conversions, and use
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<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` You now have a Redis daemon running on port `6379`. ### Setup ```bash gem install split ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" <% end %> ``` #### Metrics You might wish to track generic metrics, such as conversions, and use <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ``` Starting the combined test starts all combined experiments ```ruby ab_combined_test(:button_color_experiment) ``` Finish each combined test as normal ```ruby ab_finished(:button_color_on_login) ab_finished(:button_color_on_signup) ``` **Additional Configuration**: * Be sure to enable `allow_multiple_experiments` * In Sinatra include the CombinedExperimentsHelper ``` helpers Split::CombinedExperimentsHelper ``` ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Update README.md This issue is related to https://github.com/splitrb/split/issues/185. I ran into the same problem when creating an experiment that used symbols in the experiment's metadata configuration. This caused `Split::Experiment#experiment_configuration_has_changed?` to always return `true`, which reset the experiment. 😭 ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => { text: "Hello" }, "b" => { text: "Hi" } } } } end ``` Maybe `split` should stringify metadata hash keys? I'm not convinced it should, but I do think this behavior should be noted in the README. <DFF> @@ -556,7 +556,7 @@ and: ab_finished(:my_first_experiment) ``` -You can also add meta data for each experiment, very useful when you need more than an alternative name to change behaviour: +You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| @@ -601,6 +601,8 @@ or in views: <% end %> ``` +The keys used in meta data should be Strings + #### Metrics You might wish to track generic metrics, such as conversions, and use
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<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` You now have a Redis daemon running on port `6379`. ### Setup ```bash gem install split ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" <% end %> ``` #### Metrics You might wish to track generic metrics, such as conversions, and use <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ``` Starting the combined test starts all combined experiments ```ruby ab_combined_test(:button_color_experiment) ``` Finish each combined test as normal ```ruby ab_finished(:button_color_on_login) ab_finished(:button_color_on_signup) ``` **Additional Configuration**: * Be sure to enable `allow_multiple_experiments` * In Sinatra include the CombinedExperimentsHelper ``` helpers Split::CombinedExperimentsHelper ``` ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Update README.md This issue is related to https://github.com/splitrb/split/issues/185. I ran into the same problem when creating an experiment that used symbols in the experiment's metadata configuration. This caused `Split::Experiment#experiment_configuration_has_changed?` to always return `true`, which reset the experiment. 😭 ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => { text: "Hello" }, "b" => { text: "Hi" } } } } end ``` Maybe `split` should stringify metadata hash keys? I'm not convinced it should, but I do think this behavior should be noted in the README. <DFF> @@ -556,7 +556,7 @@ and: ab_finished(:my_first_experiment) ``` -You can also add meta data for each experiment, very useful when you need more than an alternative name to change behaviour: +You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| @@ -601,6 +601,8 @@ or in views: <% end %> ``` +The keys used in meta data should be Strings + #### Metrics You might wish to track generic metrics, such as conversions, and use
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Update README.md
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.md
md
mit
splitrb/split
10069935
<NME> AUTHORS <BEF> Ask Solem <[email protected]> Rune Halvorsen <[email protected]> Russell Sim <[email protected]> Brian Rosner <[email protected]> Hugo Lopes Tavares <[email protected]> Sverre Johansen <[email protected]> Bo Shi <[email protected]> Vinícius das Chagas Silva <[email protected]> Vanderson Mota dos Santos <[email protected]> Stefan Foulis <[email protected]> Michael Richardson <[email protected]> Halldór Rúnarsson <[email protected]> Brent Tubbs <[email protected]> David Cramer <[email protected]> <MSG> Added Carl Meyer to AUTHORS <DFF> @@ -5,3 +5,4 @@ Brian Rosner <[email protected]> Hugo Lopes Tavares <[email protected]> Sverre Johansen <[email protected]> Bo Shi <[email protected]> +Carl Meyer <[email protected]>
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bsd-3-clause
ask/chishop
10069936
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do ret = ab_test('link_color', 'blue', 'red') { |alternative| "shared/#{alternative}" } ret.should eql("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specificed" do ab_test('link_color', {'blue' => 0.8}, {'red' => 20}) ['red', 'blue'].should include(ab_user['link_color']) end it "should allow alternative weighting interface as a single hash" do ab_test('link_color', 'blue' => 0.01, 'red' => 0.2) experiment = Split::Experiment.find('link_color') ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Merge pull request #28 from econsultancy/tidy-up Remove rendundant code and whitespace <DFF> @@ -57,12 +57,12 @@ describe Split::Helper do ret = ab_test('link_color', 'blue', 'red') { |alternative| "shared/#{alternative}" } ret.should eql("shared/#{alt}") end - + it "should allow the share of visitors see an alternative to be specificed" do ab_test('link_color', {'blue' => 0.8}, {'red' => 20}) ['red', 'blue'].should include(ab_user['link_color']) end - + it "should allow alternative weighting interface as a single hash" do ab_test('link_color', 'blue' => 0.01, 'red' => 0.2) experiment = Split::Experiment.find('link_color')
2
Merge pull request #28 from econsultancy/tidy-up
2
.rb
rb
mit
splitrb/split
10069937
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do ret = ab_test('link_color', 'blue', 'red') { |alternative| "shared/#{alternative}" } ret.should eql("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specificed" do ab_test('link_color', {'blue' => 0.8}, {'red' => 20}) ['red', 'blue'].should include(ab_user['link_color']) end it "should allow alternative weighting interface as a single hash" do ab_test('link_color', 'blue' => 0.01, 'red' => 0.2) experiment = Split::Experiment.find('link_color') ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Merge pull request #28 from econsultancy/tidy-up Remove rendundant code and whitespace <DFF> @@ -57,12 +57,12 @@ describe Split::Helper do ret = ab_test('link_color', 'blue', 'red') { |alternative| "shared/#{alternative}" } ret.should eql("shared/#{alt}") end - + it "should allow the share of visitors see an alternative to be specificed" do ab_test('link_color', {'blue' => 0.8}, {'red' => 20}) ['red', 'blue'].should include(ab_user['link_color']) end - + it "should allow alternative weighting interface as a single hash" do ab_test('link_color', 'blue' => 0.01, 'red' => 0.2) experiment = Split::Experiment.find('link_color')
2
Merge pull request #28 from econsultancy/tidy-up
2
.rb
rb
mit
splitrb/split
10069938
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do ret = ab_test('link_color', 'blue', 'red') { |alternative| "shared/#{alternative}" } ret.should eql("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specificed" do ab_test('link_color', {'blue' => 0.8}, {'red' => 20}) ['red', 'blue'].should include(ab_user['link_color']) end it "should allow alternative weighting interface as a single hash" do ab_test('link_color', 'blue' => 0.01, 'red' => 0.2) experiment = Split::Experiment.find('link_color') ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should not increment the counter for an not started experiment" do expect(Split.configuration).to receive(:start_manually).and_return(true) e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> Merge pull request #28 from econsultancy/tidy-up Remove rendundant code and whitespace <DFF> @@ -57,12 +57,12 @@ describe Split::Helper do ret = ab_test('link_color', 'blue', 'red') { |alternative| "shared/#{alternative}" } ret.should eql("shared/#{alt}") end - + it "should allow the share of visitors see an alternative to be specificed" do ab_test('link_color', {'blue' => 0.8}, {'red' => 20}) ['red', 'blue'].should include(ab_user['link_color']) end - + it "should allow alternative weighting interface as a single hash" do ab_test('link_color', 'blue' => 0.01, 'red' => 0.2) experiment = Split::Experiment.find('link_color')
2
Merge pull request #28 from econsultancy/tidy-up
2
.rb
rb
mit
splitrb/split
10069939
<NME> utils.py <BEF> ADDFILE <MSG> improved distutils POST data handling based on how PyPI actually does it <DFF> @@ -0,0 +1,38 @@ +import sys +import traceback + +from django.core.files.uploadedfile import SimpleUploadedFile +from django.utils.datastructures import MultiValueDict + + +def transmute(f): + if hasattr(f, "filename") and f.filename: + v = SimpleUploadedFile(f.filename, f.value, f.type) + else: + v = f.value.decode("utf-8") + return v + + +def decode_fs(fs): + POST, FILES = {}, {} + for k in fs.keys(): + v = transmute(fs[k]) + if isinstance(v, SimpleUploadedFile): + FILES[k] = [v] + else: + # Distutils sends UNKNOWN for empty fields (e.g platform) + # [[email protected]] + if v == "UNKNOWN": + v = None + POST[k] = [v] + return MultiValueDict(POST), MultiValueDict(FILES) + + +def debug(func): + # @debug is handy when debugging distutils requests + def _wrapped(*args, **kwargs): + try: + return func(*args, **kwargs) + except: + traceback.print_exception(*sys.exc_info()) + return _wrapped \ No newline at end of file
38
improved distutils POST data handling based on how PyPI actually does it
0
.py
py
bsd-3-clause
ask/chishop
10069940
<NME> trial_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "split/trial" describe Split::Trial do let(:user) { mock_user } let(:alternatives) { ["basket", "cart"] } let(:experiment) do Split::Experiment.new("basket_text", alternatives: alternatives).save end it "should be initializeable" do experiment = double("experiment") alternative = double("alternative", kind_of?: Split::Alternative) trial = Split::Trial.new(experiment: experiment, alternative: alternative) expect(trial.experiment).to eq(experiment) expect(trial.alternative).to eq(alternative) end describe "alternative" do it "should use the alternative if specified" do alternative = double("alternative", kind_of?: Split::Alternative) trial = Split::Trial.new(experiment: double("experiment"), alternative: alternative, user: user) expect(trial).not_to receive(:choose) expect(trial.alternative).to eq(alternative) end it "should load the alternative when the alternative name is set" do experiment = Split::Experiment.new("basket_text", alternatives: ["basket", "cart"]) experiment.save trial = Split::Trial.new(experiment: experiment, alternative: "basket") expect(trial.alternative.name).to eq("basket") end end describe "metadata" do let(:metadata) { Hash[alternatives.map { |k| [k, "Metadata for #{k}"] }] } let(:experiment) do Split::Experiment.new("basket_text", alternatives: alternatives, metadata: metadata).save end it "has metadata on each trial" do trial = Split::Trial.new(experiment: experiment, user: user, metadata: metadata["cart"], override: "cart") expect(trial.metadata).to eq(metadata["cart"]) end it "has metadata on each trial from the experiment" do trial = Split::Trial.new(experiment: experiment, user: user) trial.choose! expect(trial.metadata).to eq(metadata[trial.alternative.name]) expect(trial.metadata).to match(/#{trial.alternative.name}/) end end describe "#choose!" do let(:context) { double(on_trial_callback: "test callback") } let(:trial) do Split::Trial.new(user: user, experiment: experiment) end shared_examples_for "a trial with callbacks" do it "does not run if on_trial callback is not respondable" do Split.configuration.on_trial = :foo allow(context).to receive(:respond_to?).with(:foo, true).and_return false expect(context).to_not receive(:foo) trial.choose! context end it "runs on_trial callback" do Split.configuration.on_trial = :on_trial_callback expect(context).to receive(:on_trial_callback) trial.choose! context end it "does not run nil on_trial callback" do Split.configuration.on_trial = nil expect(context).not_to receive(:on_trial_callback) trial.choose! context end end def expect_alternative(trial, alternative_name) 3.times do trial.choose! context expect(alternative_name).to include(trial.alternative.name) end end context "when override is present" do let(:override) { "cart" } let(:trial) do Split::Trial.new(user: user, experiment: experiment, override: override) end it_behaves_like "a trial with callbacks" it "picks the override" do expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, override) end context "when alternative doesn't exist" do let(:override) { nil } it "falls back on next_alternative" do expect(experiment).to receive(:next_alternative).and_call_original expect_alternative(trial, alternatives) end end end context "when disabled option is true" do let(:trial) do Split::Trial.new(user: user, experiment: experiment, disabled: true) end it "picks the control", :aggregate_failures do Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.on_trial = nil end end context "when Split is globally disabled" do it "picks the control and does not run on_trial callbacks", :aggregate_failures do Split.configuration.enabled = false Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.enabled = true Split.configuration.on_trial = nil end end context "when experiment has winner" do let(:trial) do Split::Trial.new(user: user, experiment: experiment) end it_behaves_like "a trial with callbacks" it "picks the winner" do experiment.winner = "cart" expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, "cart") end end context "when exclude is true" do let(:trial) do Split::Trial.new(user: user, experiment: experiment, exclude: true) end it_behaves_like "a trial with callbacks" it "picks the control" do expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, "basket") end end context "when user is already participating" do it_behaves_like "a trial with callbacks" it "picks the same alternative" do user[experiment.key] = "basket" expect_alternative(trial, 'basket') end end context "when user is a new participant" do context "when user is a new participant" do it "picks a new alternative and runs on_trial_choose callback", :aggregate_failures do Split.configuration.on_trial_choose = :on_trial_choose_callback expect(experiment).to receive(:next_alternative).and_call_original expect(context).to receive(:on_trial_choose_callback) trial.choose! context expect(trial.alternative.name).to_not be_empty Split.configuration.on_trial_choose = nil end it "assigns user to an alternative" do trial.choose! context expect(alternatives).to include(user[experiment.name]) end context "when cohorting is disabled" do before(:each) { allow(experiment).to receive(:cohorting_disabled?).and_return(true) } it "picks the control and does not run on_trial callbacks" do Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.enabled = true Split.configuration.on_trial = nil end it "user is not assigned an alternative" do trial.choose! context expect(user[experiment]).to eq(nil) end end end end describe "#complete!" do context "when there are no goals" do let(:trial) { Split::Trial.new(user: user, experiment: experiment) } it "should complete the trial" do trial.choose! old_completed_count = trial.alternative.completed_count trial.complete! expect(trial.alternative.completed_count).to eq(old_completed_count + 1) end end context "when there are many goals" do let(:goals) { [ "goal1", "goal2" ] } let(:trial) { Split::Trial.new(user: user, experiment: experiment, goals: goals) } it "increments the completed count corresponding to the goals" do trial.choose! old_completed_counts = goals.map { |goal| [goal, trial.alternative.completed_count(goal)] }.to_h trial.complete! goals.each { | goal | expect(trial.alternative.completed_count(goal)).to eq(old_completed_counts[goal] + 1) } end end context "when there is 1 goal of type string" do let(:goal) { "goal" } let(:trial) { Split::Trial.new(user: user, experiment: experiment, goals: goal) } it "increments the completed count corresponding to the goal" do trial.choose! old_completed_count = trial.alternative.completed_count(goal) trial.complete! expect(trial.alternative.completed_count(goal)).to eq(old_completed_count + 1) end end end describe "alternative recording" do before(:each) { Split.configuration.store_override = false } context "when override is present" do it "stores when store_override is true" do trial = Split::Trial.new(user: user, experiment: experiment, override: "basket") Split.configuration.store_override = true expect(user).to receive("[]=") trial.choose! expect(trial.alternative.participant_count).to eq(1) end it "does not store when store_override is false" do trial = Split::Trial.new(user: user, experiment: experiment, override: "basket") expect(user).to_not receive("[]=") trial.choose! end end context "when disabled is present" do it "stores when store_override is true" do trial = Split::Trial.new(user: user, experiment: experiment, disabled: true) Split.configuration.store_override = true expect(user).to receive("[]=") trial.choose! end it "does not store when store_override is false" do trial = Split::Trial.new(user: user, experiment: experiment, disabled: true) expect(user).to_not receive("[]=") trial.choose! end end context "when exclude is present" do it "does not store" do trial = Split::Trial.new(user: user, experiment: experiment, exclude: true) expect(user).to_not receive("[]=") trial.choose! end end context "when experiment has winner" do let(:trial) do experiment.winner = "cart" Split::Trial.new(user: user, experiment: experiment) end it "does not store" do expect(user).to_not receive("[]=") trial.choose! end end end end <MSG> fix user participating alternative not found (#536) <DFF> @@ -176,6 +176,14 @@ describe Split::Trial do expect_alternative(trial, 'basket') end + + context "when alternative is not found" do + it "falls back on next_alternative" do + user[experiment.key] = 'notfound' + expect(experiment).to receive(:next_alternative).and_call_original + expect_alternative(trial, alternatives) + end + end end context "when user is a new participant" do
8
fix user participating alternative not found (#536)
0
.rb
rb
mit
splitrb/split
10069941
<NME> trial_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "split/trial" describe Split::Trial do let(:user) { mock_user } let(:alternatives) { ["basket", "cart"] } let(:experiment) do Split::Experiment.new("basket_text", alternatives: alternatives).save end it "should be initializeable" do experiment = double("experiment") alternative = double("alternative", kind_of?: Split::Alternative) trial = Split::Trial.new(experiment: experiment, alternative: alternative) expect(trial.experiment).to eq(experiment) expect(trial.alternative).to eq(alternative) end describe "alternative" do it "should use the alternative if specified" do alternative = double("alternative", kind_of?: Split::Alternative) trial = Split::Trial.new(experiment: double("experiment"), alternative: alternative, user: user) expect(trial).not_to receive(:choose) expect(trial.alternative).to eq(alternative) end it "should load the alternative when the alternative name is set" do experiment = Split::Experiment.new("basket_text", alternatives: ["basket", "cart"]) experiment.save trial = Split::Trial.new(experiment: experiment, alternative: "basket") expect(trial.alternative.name).to eq("basket") end end describe "metadata" do let(:metadata) { Hash[alternatives.map { |k| [k, "Metadata for #{k}"] }] } let(:experiment) do Split::Experiment.new("basket_text", alternatives: alternatives, metadata: metadata).save end it "has metadata on each trial" do trial = Split::Trial.new(experiment: experiment, user: user, metadata: metadata["cart"], override: "cart") expect(trial.metadata).to eq(metadata["cart"]) end it "has metadata on each trial from the experiment" do trial = Split::Trial.new(experiment: experiment, user: user) trial.choose! expect(trial.metadata).to eq(metadata[trial.alternative.name]) expect(trial.metadata).to match(/#{trial.alternative.name}/) end end describe "#choose!" do let(:context) { double(on_trial_callback: "test callback") } let(:trial) do Split::Trial.new(user: user, experiment: experiment) end shared_examples_for "a trial with callbacks" do it "does not run if on_trial callback is not respondable" do Split.configuration.on_trial = :foo allow(context).to receive(:respond_to?).with(:foo, true).and_return false expect(context).to_not receive(:foo) trial.choose! context end it "runs on_trial callback" do Split.configuration.on_trial = :on_trial_callback expect(context).to receive(:on_trial_callback) trial.choose! context end it "does not run nil on_trial callback" do Split.configuration.on_trial = nil expect(context).not_to receive(:on_trial_callback) trial.choose! context end end def expect_alternative(trial, alternative_name) 3.times do trial.choose! context expect(alternative_name).to include(trial.alternative.name) end end context "when override is present" do let(:override) { "cart" } let(:trial) do Split::Trial.new(user: user, experiment: experiment, override: override) end it_behaves_like "a trial with callbacks" it "picks the override" do expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, override) end context "when alternative doesn't exist" do let(:override) { nil } it "falls back on next_alternative" do expect(experiment).to receive(:next_alternative).and_call_original expect_alternative(trial, alternatives) end end end context "when disabled option is true" do let(:trial) do Split::Trial.new(user: user, experiment: experiment, disabled: true) end it "picks the control", :aggregate_failures do Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.on_trial = nil end end context "when Split is globally disabled" do it "picks the control and does not run on_trial callbacks", :aggregate_failures do Split.configuration.enabled = false Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.enabled = true Split.configuration.on_trial = nil end end context "when experiment has winner" do let(:trial) do Split::Trial.new(user: user, experiment: experiment) end it_behaves_like "a trial with callbacks" it "picks the winner" do experiment.winner = "cart" expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, "cart") end end context "when exclude is true" do let(:trial) do Split::Trial.new(user: user, experiment: experiment, exclude: true) end it_behaves_like "a trial with callbacks" it "picks the control" do expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, "basket") end end context "when user is already participating" do it_behaves_like "a trial with callbacks" it "picks the same alternative" do user[experiment.key] = "basket" expect_alternative(trial, 'basket') end end context "when user is a new participant" do context "when user is a new participant" do it "picks a new alternative and runs on_trial_choose callback", :aggregate_failures do Split.configuration.on_trial_choose = :on_trial_choose_callback expect(experiment).to receive(:next_alternative).and_call_original expect(context).to receive(:on_trial_choose_callback) trial.choose! context expect(trial.alternative.name).to_not be_empty Split.configuration.on_trial_choose = nil end it "assigns user to an alternative" do trial.choose! context expect(alternatives).to include(user[experiment.name]) end context "when cohorting is disabled" do before(:each) { allow(experiment).to receive(:cohorting_disabled?).and_return(true) } it "picks the control and does not run on_trial callbacks" do Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.enabled = true Split.configuration.on_trial = nil end it "user is not assigned an alternative" do trial.choose! context expect(user[experiment]).to eq(nil) end end end end describe "#complete!" do context "when there are no goals" do let(:trial) { Split::Trial.new(user: user, experiment: experiment) } it "should complete the trial" do trial.choose! old_completed_count = trial.alternative.completed_count trial.complete! expect(trial.alternative.completed_count).to eq(old_completed_count + 1) end end context "when there are many goals" do let(:goals) { [ "goal1", "goal2" ] } let(:trial) { Split::Trial.new(user: user, experiment: experiment, goals: goals) } it "increments the completed count corresponding to the goals" do trial.choose! old_completed_counts = goals.map { |goal| [goal, trial.alternative.completed_count(goal)] }.to_h trial.complete! goals.each { | goal | expect(trial.alternative.completed_count(goal)).to eq(old_completed_counts[goal] + 1) } end end context "when there is 1 goal of type string" do let(:goal) { "goal" } let(:trial) { Split::Trial.new(user: user, experiment: experiment, goals: goal) } it "increments the completed count corresponding to the goal" do trial.choose! old_completed_count = trial.alternative.completed_count(goal) trial.complete! expect(trial.alternative.completed_count(goal)).to eq(old_completed_count + 1) end end end describe "alternative recording" do before(:each) { Split.configuration.store_override = false } context "when override is present" do it "stores when store_override is true" do trial = Split::Trial.new(user: user, experiment: experiment, override: "basket") Split.configuration.store_override = true expect(user).to receive("[]=") trial.choose! expect(trial.alternative.participant_count).to eq(1) end it "does not store when store_override is false" do trial = Split::Trial.new(user: user, experiment: experiment, override: "basket") expect(user).to_not receive("[]=") trial.choose! end end context "when disabled is present" do it "stores when store_override is true" do trial = Split::Trial.new(user: user, experiment: experiment, disabled: true) Split.configuration.store_override = true expect(user).to receive("[]=") trial.choose! end it "does not store when store_override is false" do trial = Split::Trial.new(user: user, experiment: experiment, disabled: true) expect(user).to_not receive("[]=") trial.choose! end end context "when exclude is present" do it "does not store" do trial = Split::Trial.new(user: user, experiment: experiment, exclude: true) expect(user).to_not receive("[]=") trial.choose! end end context "when experiment has winner" do let(:trial) do experiment.winner = "cart" Split::Trial.new(user: user, experiment: experiment) end it "does not store" do expect(user).to_not receive("[]=") trial.choose! end end end end <MSG> fix user participating alternative not found (#536) <DFF> @@ -176,6 +176,14 @@ describe Split::Trial do expect_alternative(trial, 'basket') end + + context "when alternative is not found" do + it "falls back on next_alternative" do + user[experiment.key] = 'notfound' + expect(experiment).to receive(:next_alternative).and_call_original + expect_alternative(trial, alternatives) + end + end end context "when user is a new participant" do
8
fix user participating alternative not found (#536)
0
.rb
rb
mit
splitrb/split
10069942
<NME> trial_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" require "split/trial" describe Split::Trial do let(:user) { mock_user } let(:alternatives) { ["basket", "cart"] } let(:experiment) do Split::Experiment.new("basket_text", alternatives: alternatives).save end it "should be initializeable" do experiment = double("experiment") alternative = double("alternative", kind_of?: Split::Alternative) trial = Split::Trial.new(experiment: experiment, alternative: alternative) expect(trial.experiment).to eq(experiment) expect(trial.alternative).to eq(alternative) end describe "alternative" do it "should use the alternative if specified" do alternative = double("alternative", kind_of?: Split::Alternative) trial = Split::Trial.new(experiment: double("experiment"), alternative: alternative, user: user) expect(trial).not_to receive(:choose) expect(trial.alternative).to eq(alternative) end it "should load the alternative when the alternative name is set" do experiment = Split::Experiment.new("basket_text", alternatives: ["basket", "cart"]) experiment.save trial = Split::Trial.new(experiment: experiment, alternative: "basket") expect(trial.alternative.name).to eq("basket") end end describe "metadata" do let(:metadata) { Hash[alternatives.map { |k| [k, "Metadata for #{k}"] }] } let(:experiment) do Split::Experiment.new("basket_text", alternatives: alternatives, metadata: metadata).save end it "has metadata on each trial" do trial = Split::Trial.new(experiment: experiment, user: user, metadata: metadata["cart"], override: "cart") expect(trial.metadata).to eq(metadata["cart"]) end it "has metadata on each trial from the experiment" do trial = Split::Trial.new(experiment: experiment, user: user) trial.choose! expect(trial.metadata).to eq(metadata[trial.alternative.name]) expect(trial.metadata).to match(/#{trial.alternative.name}/) end end describe "#choose!" do let(:context) { double(on_trial_callback: "test callback") } let(:trial) do Split::Trial.new(user: user, experiment: experiment) end shared_examples_for "a trial with callbacks" do it "does not run if on_trial callback is not respondable" do Split.configuration.on_trial = :foo allow(context).to receive(:respond_to?).with(:foo, true).and_return false expect(context).to_not receive(:foo) trial.choose! context end it "runs on_trial callback" do Split.configuration.on_trial = :on_trial_callback expect(context).to receive(:on_trial_callback) trial.choose! context end it "does not run nil on_trial callback" do Split.configuration.on_trial = nil expect(context).not_to receive(:on_trial_callback) trial.choose! context end end def expect_alternative(trial, alternative_name) 3.times do trial.choose! context expect(alternative_name).to include(trial.alternative.name) end end context "when override is present" do let(:override) { "cart" } let(:trial) do Split::Trial.new(user: user, experiment: experiment, override: override) end it_behaves_like "a trial with callbacks" it "picks the override" do expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, override) end context "when alternative doesn't exist" do let(:override) { nil } it "falls back on next_alternative" do expect(experiment).to receive(:next_alternative).and_call_original expect_alternative(trial, alternatives) end end end context "when disabled option is true" do let(:trial) do Split::Trial.new(user: user, experiment: experiment, disabled: true) end it "picks the control", :aggregate_failures do Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.on_trial = nil end end context "when Split is globally disabled" do it "picks the control and does not run on_trial callbacks", :aggregate_failures do Split.configuration.enabled = false Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.enabled = true Split.configuration.on_trial = nil end end context "when experiment has winner" do let(:trial) do Split::Trial.new(user: user, experiment: experiment) end it_behaves_like "a trial with callbacks" it "picks the winner" do experiment.winner = "cart" expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, "cart") end end context "when exclude is true" do let(:trial) do Split::Trial.new(user: user, experiment: experiment, exclude: true) end it_behaves_like "a trial with callbacks" it "picks the control" do expect(experiment).to_not receive(:next_alternative) expect_alternative(trial, "basket") end end context "when user is already participating" do it_behaves_like "a trial with callbacks" it "picks the same alternative" do user[experiment.key] = "basket" expect_alternative(trial, 'basket') end end context "when user is a new participant" do context "when user is a new participant" do it "picks a new alternative and runs on_trial_choose callback", :aggregate_failures do Split.configuration.on_trial_choose = :on_trial_choose_callback expect(experiment).to receive(:next_alternative).and_call_original expect(context).to receive(:on_trial_choose_callback) trial.choose! context expect(trial.alternative.name).to_not be_empty Split.configuration.on_trial_choose = nil end it "assigns user to an alternative" do trial.choose! context expect(alternatives).to include(user[experiment.name]) end context "when cohorting is disabled" do before(:each) { allow(experiment).to receive(:cohorting_disabled?).and_return(true) } it "picks the control and does not run on_trial callbacks" do Split.configuration.on_trial = :on_trial_callback expect(experiment).to_not receive(:next_alternative) expect(context).not_to receive(:on_trial_callback) expect_alternative(trial, "basket") Split.configuration.enabled = true Split.configuration.on_trial = nil end it "user is not assigned an alternative" do trial.choose! context expect(user[experiment]).to eq(nil) end end end end describe "#complete!" do context "when there are no goals" do let(:trial) { Split::Trial.new(user: user, experiment: experiment) } it "should complete the trial" do trial.choose! old_completed_count = trial.alternative.completed_count trial.complete! expect(trial.alternative.completed_count).to eq(old_completed_count + 1) end end context "when there are many goals" do let(:goals) { [ "goal1", "goal2" ] } let(:trial) { Split::Trial.new(user: user, experiment: experiment, goals: goals) } it "increments the completed count corresponding to the goals" do trial.choose! old_completed_counts = goals.map { |goal| [goal, trial.alternative.completed_count(goal)] }.to_h trial.complete! goals.each { | goal | expect(trial.alternative.completed_count(goal)).to eq(old_completed_counts[goal] + 1) } end end context "when there is 1 goal of type string" do let(:goal) { "goal" } let(:trial) { Split::Trial.new(user: user, experiment: experiment, goals: goal) } it "increments the completed count corresponding to the goal" do trial.choose! old_completed_count = trial.alternative.completed_count(goal) trial.complete! expect(trial.alternative.completed_count(goal)).to eq(old_completed_count + 1) end end end describe "alternative recording" do before(:each) { Split.configuration.store_override = false } context "when override is present" do it "stores when store_override is true" do trial = Split::Trial.new(user: user, experiment: experiment, override: "basket") Split.configuration.store_override = true expect(user).to receive("[]=") trial.choose! expect(trial.alternative.participant_count).to eq(1) end it "does not store when store_override is false" do trial = Split::Trial.new(user: user, experiment: experiment, override: "basket") expect(user).to_not receive("[]=") trial.choose! end end context "when disabled is present" do it "stores when store_override is true" do trial = Split::Trial.new(user: user, experiment: experiment, disabled: true) Split.configuration.store_override = true expect(user).to receive("[]=") trial.choose! end it "does not store when store_override is false" do trial = Split::Trial.new(user: user, experiment: experiment, disabled: true) expect(user).to_not receive("[]=") trial.choose! end end context "when exclude is present" do it "does not store" do trial = Split::Trial.new(user: user, experiment: experiment, exclude: true) expect(user).to_not receive("[]=") trial.choose! end end context "when experiment has winner" do let(:trial) do experiment.winner = "cart" Split::Trial.new(user: user, experiment: experiment) end it "does not store" do expect(user).to_not receive("[]=") trial.choose! end end end end <MSG> fix user participating alternative not found (#536) <DFF> @@ -176,6 +176,14 @@ describe Split::Trial do expect_alternative(trial, 'basket') end + + context "when alternative is not found" do + it "falls back on next_alternative" do + user[experiment.key] = 'notfound' + expect(experiment).to receive(:next_alternative).and_call_original + expect_alternative(trial, alternatives) + end + end end context "when user is a new participant" do
8
fix user participating alternative not found (#536)
0
.rb
rb
mit
splitrb/split
10069943
<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` ### Rails Adding `gem 'split'` to your Gemfile will autoloaded it when rails starts up, as long as you've configured redis it will 'just work'. ### Sinatra ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ```ruby ab_test(:my_first_experiment) ``` and: ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" ``` or in views: ```erb <% ab_test("my_first_experiment") do |alternative, meta| %> <%= alternative %> <small><%= meta['text'] %></small> <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ``` Starting the combined test starts all combined experiments ```ruby ab_combined_test(:button_color_experiment) ``` Finish each combined test as normal ```ruby ab_finished(:button_color_on_login) ab_finished(:button_color_on_signup) ``` **Additional Configuration**: * Be sure to enable `allow_multiple_experiments` * In Sinatra include the CombinedExperimentsHelper ``` helpers Split::CombinedExperimentsHelper ``` ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Fix typo in README <DFF> @@ -36,7 +36,7 @@ gem install split ### Rails -Adding `gem 'split'` to your Gemfile will autoloaded it when rails starts up, as long as you've configured redis it will 'just work'. +Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured redis it will 'just work'. ### Sinatra
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<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` ### Rails Adding `gem 'split'` to your Gemfile will autoloaded it when rails starts up, as long as you've configured redis it will 'just work'. ### Sinatra ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ```ruby ab_test(:my_first_experiment) ``` and: ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" ``` or in views: ```erb <% ab_test("my_first_experiment") do |alternative, meta| %> <%= alternative %> <small><%= meta['text'] %></small> <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ``` Starting the combined test starts all combined experiments ```ruby ab_combined_test(:button_color_experiment) ``` Finish each combined test as normal ```ruby ab_finished(:button_color_on_login) ab_finished(:button_color_on_signup) ``` **Additional Configuration**: * Be sure to enable `allow_multiple_experiments` * In Sinatra include the CombinedExperimentsHelper ``` helpers Split::CombinedExperimentsHelper ``` ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Fix typo in README <DFF> @@ -36,7 +36,7 @@ gem install split ### Rails -Adding `gem 'split'` to your Gemfile will autoloaded it when rails starts up, as long as you've configured redis it will 'just work'. +Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured redis it will 'just work'. ### Sinatra
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<NME> README.md <BEF> # [Split](https://libraries.io/rubygems/split) [![Gem Version](https://badge.fury.io/rb/split.svg)](http://badge.fury.io/rb/split) ![Build status](https://github.com/splitrb/split/actions/workflows/ci.yml/badge.svg?branch=main) [![Code Climate](https://codeclimate.com/github/splitrb/split/badges/gpa.svg)](https://codeclimate.com/github/splitrb/split) [![Test Coverage](https://codeclimate.com/github/splitrb/split/badges/coverage.svg)](https://codeclimate.com/github/splitrb/split/coverage) [![standard-readme compliant](https://img.shields.io/badge/readme%20style-standard-brightgreen.svg?style=flat-square)](https://github.com/RichardLitt/standard-readme) [![Open Source Helpers](https://www.codetriage.com/splitrb/split/badges/users.svg)](https://www.codetriage.com/splitrb/split) > 📈 The Rack Based A/B testing framework https://libraries.io/rubygems/split Split is a rack based A/B testing framework designed to work with Rails, Sinatra or any other rack based app. Split is heavily inspired by the [Abingo](https://github.com/ryanb/abingo) and [Vanity](https://github.com/assaf/vanity) Rails A/B testing plugins and [Resque](https://github.com/resque/resque) in its use of Redis. Split is designed to be hacker friendly, allowing for maximum customisation and extensibility. ## Install ### Requirements Split v4.0+ is currently tested with Ruby >= 2.5 and Rails >= 5.2. If your project requires compatibility with Ruby 2.4.x or older Rails versions. You can try v3.0 or v0.8.0(for Ruby 1.9.3) Split uses Redis as a datastore. Split only supports Redis 4.0 or greater. If you're on OS X, Homebrew is the simplest way to install Redis: ```bash brew install redis redis-server /usr/local/etc/redis.conf ``` ### Rails Adding `gem 'split'` to your Gemfile will autoloaded it when rails starts up, as long as you've configured redis it will 'just work'. ### Sinatra ``` #### Rails Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured Redis it will 'just work'. #### Sinatra To configure Sinatra with Split you need to enable sessions and mix in the helper methods. Add the following lines at the top of your Sinatra app: ```ruby require 'split' class MySinatraApp < Sinatra::Base enable :sessions helpers Split::Helper get '/' do ... end ``` ## Usage To begin your A/B test use the `ab_test` method, naming your experiment with the first argument and then the different alternatives which you wish to test on as the other arguments. `ab_test` returns one of the alternatives, if a user has already seen that test they will get the same alternative as before, which you can use to split your code on. It can be used to render different templates, show different text or any other case based logic. `ab_finished` is used to make a completion of an experiment, or conversion. Example: View ```erb <% ab_test(:login_button, "/images/button1.jpg", "/images/button2.jpg") do |button_file| %> <%= image_tag(button_file, alt: "Login!") %> <% end %> ``` Example: Controller ```ruby def register_new_user # See what level of free points maximizes users' decision to buy replacement points. @starter_points = ab_test(:new_user_free_points, '100', '200', '300') end ``` Example: Conversion tracking (in a controller!) ```ruby def buy_new_points # some business logic ab_finished(:new_user_free_points) end ``` Example: Conversion tracking (in a view) ```erb Thanks for signing up, dude! <% ab_finished(:signup_page_redesign) %> ``` You can find more examples, tutorials and guides on the [wiki](https://github.com/splitrb/split/wiki). ## Statistical Validity Split has two options for you to use to determine which alternative is the best. The first option (default on the dashboard) uses a z test (n>30) for the difference between your control and alternative conversion rates to calculate statistical significance. This test will tell you whether an alternative is better or worse than your control, but it will not distinguish between which alternative is the best in an experiment with multiple alternatives. Split will only tell you if your experiment is 90%, 95%, or 99% significant, and this test only works if you have more than 30 participants and 5 conversions for each branch. As per this [blog post](https://www.evanmiller.org/how-not-to-run-an-ab-test.html) on the pitfalls of A/B testing, it is highly recommended that you determine your requisite sample size for each branch before running the experiment. Otherwise, you'll have an increased rate of false positives (experiments which show a significant effect where really there is none). [Here](https://www.evanmiller.org/ab-testing/sample-size.html) is a sample size calculator for your convenience. The second option uses simulations from a beta distribution to determine the probability that the given alternative is the winner compared to all other alternatives. You can view these probabilities by clicking on the drop-down menu labeled "Confidence." This option should be used when the experiment has more than just 1 control and 1 alternative. It can also be used for a simple, 2-alternative A/B test. Calculating the beta-distribution simulations for a large number of experiments can be slow, so the results are cached. You can specify how often they should be recalculated (the default is once per day). ```ruby Split.configure do |config| config.winning_alternative_recalculation_interval = 3600 # 1 hour end ``` ## Extras ### Weighted alternatives Perhaps you only want to show an alternative to 10% of your visitors because it is very experimental or not yet fully load tested. To do this you can pass a weight with each alternative in the following ways: ```ruby ab_test(:homepage_design, {'Old' => 18}, {'New' => 2}) ab_test(:homepage_design, 'Old', {'New' => 1.0/9}) ab_test(:homepage_design, {'Old' => 9}, 'New') ``` This will only show the new alternative to visitors 1 in 10 times, the default weight for an alternative is 1. ### Overriding alternatives For development and testing, you may wish to force your app to always return an alternative. You can do this by passing it as a parameter in the url. If you have an experiment called `button_color` with alternatives called `red` and `blue` used on your homepage, a url such as: http://myawesomesite.com?ab_test[button_color]=red will always have red buttons. This won't be stored in your session or count towards to results, unless you set the `store_override` configuration option. In the event you want to disable all tests without having to know the individual experiment names, add a `SPLIT_DISABLE` query parameter. http://myawesomesite.com?SPLIT_DISABLE=true It is not required to send `SPLIT_DISABLE=false` to activate Split. ### Rspec Helper To aid testing with RSpec, write `spec/support/split_helper.rb` and call `use_ab_test(alternatives_by_experiment)` in your specs as instructed below: ```ruby # Create a file with these contents at 'spec/support/split_helper.rb' # and ensure it is `require`d in your rails_helper.rb or spec_helper.rb module SplitHelper # Force a specific experiment alternative to always be returned: # use_ab_test(signup_form: "single_page") # # Force alternatives for multiple experiments: # use_ab_test(signup_form: "single_page", pricing: "show_enterprise_prices") # def use_ab_test(alternatives_by_experiment) allow_any_instance_of(Split::Helper).to receive(:ab_test) do |_receiver, experiment, &block| variant = alternatives_by_experiment.fetch(experiment) { |key| raise "Unknown experiment '#{key}'" } block.call(variant) unless block.nil? variant end end end # Make the `use_ab_test` method available to all specs: RSpec.configure do |config| config.include SplitHelper end ``` Now you can call `use_ab_test(alternatives_by_experiment)` in your specs, for example: ```ruby it "registers using experimental signup" do use_ab_test experiment_name: "alternative_name" post "/signups" ... end ``` ### Starting experiments manually By default new A/B tests will be active right after deployment. In case you would like to start new test a while after the deploy, you can do it by setting the `start_manually` configuration option to `true`. After choosing this option tests won't be started right after deploy, but after pressing the `Start` button in Split admin dashboard. If a test is deleted from the Split dashboard, then it can only be started after pressing the `Start` button whenever being re-initialized. ### Reset after completion When a user completes a test their session is reset so that they may start the test again in the future. To stop this behaviour you can pass the following option to the `ab_finished` method: ```ruby ab_finished(:experiment_name, reset: false) ``` The user will then always see the alternative they started with. Any old unfinished experiment key will be deleted from the user's data storage if the experiment had been removed or is over and a winner had been chosen. This allows a user to enroll into any new experiment in cases when the `allow_multiple_experiments` config option is set to `false`. ### Reset experiments manually By default Split automatically resets the experiment whenever it detects the configuration for an experiment has changed (e.g. you call `ab_test` with different alternatives). You can prevent this by setting the option `reset_manually` to `true`. You may want to do this when you want to change something, like the variants' names, the metadata about an experiment, etc. without resetting everything. ### Multiple experiments at once By default Split will avoid users participating in multiple experiments at once. This means you are less likely to skew results by adding in more variation to your tests. To stop this behaviour and allow users to participate in multiple experiments at once set the `allow_multiple_experiments` config option to true like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = true end ``` This will allow the user to participate in any number of experiments and belong to any alternative in each experiment. This has the possible downside of a variation in one experiment influencing the outcome of another. To address this, setting the `allow_multiple_experiments` config option to 'control' like so: ```ruby Split.configure do |config| config.allow_multiple_experiments = 'control' end ``` For this to work, each and every experiment you define must have an alternative named 'control'. This will allow the user to participate in multiple experiments as long as the user belongs to the alternative 'control' in each experiment. As soon as the user belongs to an alternative named something other than 'control' the user may not participate in any more experiments. Calling ab_test(<other experiments>) will always return the first alternative without adding the user to that experiment. ### Experiment Persistence Split comes with three built-in persistence adapters for storing users and the alternatives they've been given for each experiment. By default Split will store the tests for each user in the session. You can optionally configure Split to use a cookie, Redis, or any custom adapter of your choosing. #### Cookies ```ruby Split.configure do |config| config.persistence = :cookie end ``` When using the cookie persistence, Split stores data into an anonymous tracking cookie named 'split', which expires in 1 year. To change that, set the `persistence_cookie_length` in the configuration (unit of time in seconds). ```ruby Split.configure do |config| config.persistence = :cookie config.persistence_cookie_length = 2592000 # 30 days end ``` The data stored consists of the experiment name and the variants the user is in. Example: { "experiment_name" => "variant_a" } __Note:__ Using cookies depends on `ActionDispatch::Cookies` or any identical API #### Redis Using Redis will allow ab_users to persist across sessions or machines. ```ruby Split.configure do |config| config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: -> (context) { context.current_user_id }) # Equivalent # config.persistence = Split::Persistence::RedisAdapter.with_config(lookup_by: :current_user_id) end ``` Options: * `lookup_by`: method to invoke per request for uniquely identifying ab_users (mandatory configuration) * `namespace`: separate namespace to store these persisted values (default "persistence") * `expire_seconds`: sets TTL for user key. (if a user is in multiple experiments most recent update will reset TTL for all their assignments) #### Dual Adapter The Dual Adapter allows the use of different persistence adapters for logged-in and logged-out users. A common use case is to use Redis for logged-in users and Cookies for logged-out users. ```ruby cookie_adapter = Split::Persistence::CookieAdapter redis_adapter = Split::Persistence::RedisAdapter.with_config( lookup_by: -> (context) { context.send(:current_user).try(:id) }, expire_seconds: 2592000) Split.configure do |config| config.persistence = Split::Persistence::DualAdapter.with_config( logged_in: -> (context) { !context.send(:current_user).try(:id).nil? }, logged_in_adapter: redis_adapter, logged_out_adapter: cookie_adapter) config.persistence_cookie_length = 2592000 # 30 days end ``` #### Custom Adapter Your custom adapter needs to implement the same API as existing adapters. See `Split::Persistence::CookieAdapter` or `Split::Persistence::SessionAdapter` for a starting point. ```ruby Split.configure do |config| config.persistence = YourCustomAdapterClass end ``` ### Trial Event Hooks You can define methods that will be called at the same time as experiment alternative participation and goal completion. For example: ``` ruby Split.configure do |config| config.on_trial = :log_trial # run on every trial config.on_trial_choose = :log_trial_choose # run on trials with new users only config.on_trial_complete = :log_trial_complete end ``` Set these attributes to a method name available in the same context as the `ab_test` method. These methods should accept one argument, a `Trial` instance. ``` ruby def log_trial(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_choose(trial) logger.info "[new user] experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end def log_trial_complete(trial) logger.info "experiment=%s alternative=%s user=%s complete=true" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` #### Views If you are running `ab_test` from a view, you must define your event hook callback as a [helper_method](https://apidock.com/rails/AbstractController/Helpers/ClassMethods/helper_method) in the controller: ``` ruby helper_method :log_trial_choose def log_trial_choose(trial) logger.info "experiment=%s alternative=%s user=%s" % [ trial.experiment.name, trial.alternative, current_user.id ] end ``` ### Experiment Hooks You can assign a proc that will be called when an experiment is reset or deleted. You can use these hooks to call methods within your application to keep data related to experiments in sync with Split. For example: ``` ruby Split.configure do |config| # after experiment reset or deleted config.on_experiment_reset = -> (example) { # Do something on reset } config.on_experiment_delete = -> (experiment) { # Do something else on delete } # before experiment reset or deleted config.on_before_experiment_reset = -> (example) { # Do something on reset } config.on_before_experiment_delete = -> (experiment) { # Do something else on delete } # after experiment winner had been set config.on_experiment_winner_choose = -> (experiment) { # Do something on winner choose } end ``` ## Web Interface Split comes with a Sinatra-based front end to get an overview of how your experiments are doing. If you are running Rails 2: You can mount this inside your app using Rack::URLMap in your `config.ru` ```ruby require 'split/dashboard' run Rack::URLMap.new \ "/" => Your::App.new, "/split" => Split::Dashboard.new ``` However, if you are using Rails 3 or higher: You can mount this inside your app routes by first adding this to the Gemfile: ```ruby gem 'split', require: 'split/dashboard' ``` Then adding this to config/routes.rb ```ruby mount Split::Dashboard, at: 'split' ``` You may want to password protect that page, you can do so with `Rack::Auth::Basic` (in your split initializer file) ```ruby # Rails apps or apps that already depend on activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & ActiveSupport::SecurityUtils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end # Apps without activesupport Split::Dashboard.use Rack::Auth::Basic do |username, password| # Protect against timing attacks: # - Use & (do not use &&) so that it doesn't short circuit. # - Use digests to stop length information leaking Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(username), ::Digest::SHA256.hexdigest(ENV["SPLIT_USERNAME"])) & Rack::Utils.secure_compare(::Digest::SHA256.hexdigest(password), ::Digest::SHA256.hexdigest(ENV["SPLIT_PASSWORD"])) end ``` You can even use Devise or any other Warden-based authentication method to authorize users. Just replace `mount Split::Dashboard, :at => 'split'` in `config/routes.rb` with the following: ```ruby match "/split" => Split::Dashboard, anchor: false, via: [:get, :post, :delete], constraints: -> (request) do request.env['warden'].authenticated? # are we authenticated? request.env['warden'].authenticate! # authenticate if not already # or even check any other condition such as request.env['warden'].user.is_admin? end ``` More information on this [here](https://steve.dynedge.co.uk/2011/12/09/controlling-access-to-routes-and-rack-apps-in-rails-3-with-devise-and-warden/) ### Screenshot ![split_screenshot](https://raw.githubusercontent.com/caser/caser.github.io/master/dashboard.png) ## Configuration You can override the default configuration options of Split like so: ```ruby Split.configure do |config| config.db_failover = true # handle Redis errors gracefully config.db_failover_on_db_error = -> (error) { Rails.logger.error(error.message) } config.allow_multiple_experiments = true config.enabled = true config.persistence = Split::Persistence::SessionAdapter #config.start_manually = false ## new test will have to be started manually from the admin panel. default false #config.reset_manually = false ## if true, it never resets the experiment data, even if the configuration changes config.include_rails_helper = true config.redis = "redis://custom.redis.url:6380" end ``` Split looks for the Redis host in the environment variable `REDIS_URL` then defaults to `redis://localhost:6379` if not specified by configure block. On platforms like Heroku, Split will use the value of `REDIS_PROVIDER` to determine which env variable key to use when retrieving the host config. This defaults to `REDIS_URL`. ### Filtering In most scenarios you don't want to have AB-Testing enabled for web spiders, robots or special groups of users. Split provides functionality to filter this based on a predefined, extensible list of bots, IP-lists or custom exclude logic. ```ruby Split.configure do |config| # bot config config.robot_regex = /my_custom_robot_regex/ # or config.bots['newbot'] = "Description for bot with 'newbot' user agent, which will be added to config.robot_regex for exclusion" # IP config config.ignore_ip_addresses << '81.19.48.130' # or regex: /81\.19\.48\.[0-9]+/ # or provide your own filter functionality, the default is proc{ |request| is_robot? || is_ignored_ip_address? || is_preview? } config.ignore_filter = -> (request) { CustomExcludeLogic.excludes?(request) } end ``` ### Experiment configuration Instead of providing the experiment options inline, you can store them in a hash. This hash can control your experiment's alternatives, weights, algorithm and if the experiment resets once finished: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], resettable: false }, :my_second_experiment => { algorithm: 'Split::Algorithms::Whiplash', alternatives: [ { name: "a", percent: 67 }, { name: "b", percent: 33 } ] } } end ``` You can also store your experiments in a YAML file: ```ruby Split.configure do |config| config.experiments = YAML.load_file "config/experiments.yml" end ``` You can then define the YAML file like: ```yaml my_first_experiment: alternatives: - a - b my_second_experiment: alternatives: - name: a percent: 67 - name: b percent: 33 resettable: false ``` This simplifies the calls from your code: ```ruby ab_test(:my_first_experiment) ``` and: ```ruby ab_finished(:my_first_experiment) ``` You can also add meta data for each experiment, which is very useful when you need more than an alternative name to change behaviour: ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metadata: { "a" => {"text" => "Have a fantastic day"}, "b" => {"text" => "Don't get hit by a bus"} } } } end ``` ```yaml my_first_experiment: alternatives: - a - b metadata: a: text: "Have a fantastic day" b: text: "Don't get hit by a bus" ``` This allows for some advanced experiment configuration using methods like: ```ruby trial.alternative.name # => "a" trial.metadata['text'] # => "Have a fantastic day" ``` or in views: ```erb <% ab_test("my_first_experiment") do |alternative, meta| %> <%= alternative %> <small><%= meta['text'] %></small> <% end %> ``` The keys used in meta data should be Strings #### Metrics You might wish to track generic metrics, such as conversions, and use those to complete multiple different experiments without adding more to your code. You can use the configuration hash to do this, thanks to the `:metric` option. ```ruby Split.configure do |config| config.experiments = { my_first_experiment: { alternatives: ["a", "b"], metric: :my_metric } } end ``` Your code may then track a completion using the metric instead of the experiment name: ```ruby ab_finished(:my_metric) ``` You can also create a new metric by instantiating and saving a new Metric object. ```ruby Split::Metric.new(:my_metric) Split::Metric.save ``` #### Goals You might wish to allow an experiment to have multiple, distinguishable goals. The API to define goals for an experiment is this: ```ruby ab_test({link_color: ["purchase", "refund"]}, "red", "blue") ``` or you can define them in a configuration file: ```ruby Split.configure do |config| config.experiments = { link_color: { alternatives: ["red", "blue"], goals: ["purchase", "refund"] } } end ``` To complete a goal conversion, you do it like: ```ruby ab_finished(link_color: "purchase") ``` Note that if you pass additional options, that should be a separate hash: ```ruby ab_finished({ link_color: "purchase" }, reset: false) ``` **NOTE:** This does not mean that a single experiment can complete more than one goal. Once you finish one of the goals, the test is considered to be completed, and finishing the other goal will no longer register. (Assuming the test runs with `reset: false`.) **Good Example**: Test if listing Plan A first result in more conversions to Plan A (goal: "plana_conversion") or Plan B (goal: "planb_conversion"). **Bad Example**: Test if button color increases conversion rate through multiple steps of a funnel. THIS WILL NOT WORK. **Bad Example**: Test both how button color affects signup *and* how it affects login, at the same time. THIS WILL NOT WORK. #### Combined Experiments If you want to test how button color affects signup *and* how it affects login at the same time, use combined experiments. Configure like so: ```ruby Split.configuration.experiments = { :button_color_experiment => { :alternatives => ["blue", "green"], :combined_experiments => ["button_color_on_signup", "button_color_on_login"] } } ``` Starting the combined test starts all combined experiments ```ruby ab_combined_test(:button_color_experiment) ``` Finish each combined test as normal ```ruby ab_finished(:button_color_on_login) ab_finished(:button_color_on_signup) ``` **Additional Configuration**: * Be sure to enable `allow_multiple_experiments` * In Sinatra include the CombinedExperimentsHelper ``` helpers Split::CombinedExperimentsHelper ``` ### DB failover solution Due to the fact that Redis has no automatic failover mechanism, it's possible to switch on the `db_failover` config option, so that `ab_test` and `ab_finished` will not crash in case of a db failure. `ab_test` always delivers alternative A (the first one) in that case. It's also possible to set a `db_failover_on_db_error` callback (proc) for example to log these errors via Rails.logger. ### Redis You may want to change the Redis host and port Split connects to, or set various other options at startup. Split has a `redis` setter which can be given a string or a Redis object. This means if you're already using Redis in your app, Split can re-use the existing connection. String: `Split.redis = 'redis://localhost:6379'` Redis: `Split.redis = $redis` For our rails app we have a `config/initializers/split.rb` file where we load `config/split.yml` by hand and set the Redis information appropriately. Here's our `config/split.yml`: ```yml development: redis://localhost:6379 test: redis://localhost:6379 staging: redis://redis1.example.com:6379 fi: redis://localhost:6379 production: redis://redis1.example.com:6379 ``` And our initializer: ```ruby split_config = YAML.load_file(Rails.root.join('config', 'split.yml')) Split.redis = split_config[Rails.env] ``` ### Redis Caching (v4.0+) In some high-volume usage scenarios, Redis load can be incurred by repeated fetches for fairly static data. Enabling caching will reduce this load. ```ruby Split.configuration.cache = true ```` This currently caches: - `Split::ExperimentCatalog.find` - `Split::Experiment.start_time` - `Split::Experiment.winner` ## Namespaces If you're running multiple, separate instances of Split you may want to namespace the keyspaces so they do not overlap. This is not unlike the approach taken by many memcached clients. This feature can be provided by the [redis-namespace](https://github.com/defunkt/redis-namespace) library. To configure Split to use `Redis::Namespace`, do the following: 1. Add `redis-namespace` to your Gemfile: ```ruby gem 'redis-namespace' ``` 2. Configure `Split.redis` to use a `Redis::Namespace` instance (possible in an initializer): ```ruby redis = Redis.new(url: ENV['REDIS_URL']) # or whatever config you want Split.redis = Redis::Namespace.new(:your_namespace, redis: redis) ``` ## Outside of a Web Session Split provides the Helper module to facilitate running experiments inside web sessions. Alternatively, you can access the underlying Metric, Trial, Experiment and Alternative objects to conduct experiments that are not tied to a web session. ```ruby # create a new experiment experiment = Split::ExperimentCatalog.find_or_create('color', 'red', 'blue') # create a new trial trial = Split::Trial.new(:experiment => experiment) # run trial trial.choose! # get the result, returns either red or blue trial.alternative.name # if the goal has been achieved, increment the successful completions for this alternative. if goal_achieved? trial.complete! end ``` ## Algorithms By default, Split ships with `Split::Algorithms::WeightedSample` that randomly selects from possible alternatives for a traditional a/b test. It is possible to specify static weights to favor certain alternatives. `Split::Algorithms::Whiplash` is an implementation of a [multi-armed bandit algorithm](http://stevehanov.ca/blog/index.php?id=132). This algorithm will automatically weight the alternatives based on their relative performance, choosing the better-performing ones more often as trials are completed. `Split::Algorithms::BlockRandomization` is an algorithm that ensures equal participation across all alternatives. This algorithm will choose the alternative with the fewest participants. In the event of multiple minimum participant alternatives (i.e. starting a new "Block") the algorithm will choose a random alternative from those minimum participant alternatives. Users may also write their own algorithms. The default algorithm may be specified globally in the configuration file, or on a per experiment basis using the experiments hash of the configuration file. To change the algorithm globally for all experiments, use the following in your initializer: ```ruby Split.configure do |config| config.algorithm = Split::Algorithms::Whiplash end ``` ## Extensions - [Split::Export](https://github.com/splitrb/split-export) - Easily export A/B test data out of Split. - [Split::Analytics](https://github.com/splitrb/split-analytics) - Push test data to Google Analytics. - [Split::Mongoid](https://github.com/MongoHQ/split-mongoid) - Store experiment data in mongoid (still uses redis). - [Split::Cacheable](https://github.com/harrystech/split_cacheable) - Automatically create cache buckets per test. - [Split::Counters](https://github.com/bernardkroes/split-counters) - Add counters per experiment and alternative. - [Split::Cli](https://github.com/craigmcnamara/split-cli) - A CLI to trigger Split A/B tests. ## Screencast Ryan bates has produced an excellent 10 minute screencast about split on the Railscasts site: [A/B Testing with Split](http://railscasts.com/episodes/331-a-b-testing-with-split) ## Blogposts * [Recipe: A/B testing with KISSMetrics and the split gem](https://robots.thoughtbot.com/post/9595887299/recipe-a-b-testing-with-kissmetrics-and-the-split-gem) * [Rails A/B testing with Split on Heroku](http://blog.nathanhumbert.com/2012/02/rails-ab-testing-with-split-on-heroku.html) ## Backers Support us with a monthly donation and help us continue our activities. 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Over 70 different people have contributed to the project, you can see them all here: https://github.com/splitrb/split/graphs/contributors. ### Development The source code is hosted at [GitHub](https://github.com/splitrb/split). Report issues and feature requests on [GitHub Issues](https://github.com/splitrb/split/issues). You can find a discussion form on [Google Groups](https://groups.google.com/d/forum/split-ruby). ### Tests Run the tests like this: # Start a Redis server in another tab. redis-server bundle rake spec ### A Note on Patches and Pull Requests * Fork the project. * Make your feature addition or bug fix. * Add tests for it. This is important so I don't break it in a future version unintentionally. * Add documentation if necessary. * Commit. Do not mess with the rakefile, version, or history. (If you want to have your own version, that is fine. But bump the version in a commit by itself, which I can ignore when I pull.) * Send a pull request. Bonus points for topic branches. ### Code of Conduct Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. ## Copyright [MIT License](LICENSE) © 2019 [Andrew Nesbitt](https://github.com/andrew). <MSG> Fix typo in README <DFF> @@ -36,7 +36,7 @@ gem install split ### Rails -Adding `gem 'split'` to your Gemfile will autoloaded it when rails starts up, as long as you've configured redis it will 'just work'. +Adding `gem 'split'` to your Gemfile will autoload it when rails starts up, as long as you've configured redis it will 'just work'. ### Sinatra
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Fix typo in README
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splitrb/split
10069946
<NME> metric.rb <BEF> # frozen_string_literal: true module Split class Metric attr_accessor :name attr_accessor :experiments def initialize(attrs = {}) attrs.each do |key, value| if self.respond_to?("#{key}=") self.send("#{key}=", value) end end end def self.load_from_redis(name) metric = Split.redis.hget(:metrics, name) if metric experiment_names = metric.split(",") experiments = experiment_names.collect do |experiment_name| Split::ExperimentCatalog.find(experiment_name) end Split::Metric.new(name: name, experiments: experiments) else nil end end def self.load_from_configuration(name) metrics = Split.configuration.metrics if metrics && metrics[name] Split::Metric.new(experiments: metrics[name], name: name) else nil end end def self.find(name) return if Split.configuration.disable_metrics name = name.intern if name.is_a?(String) metric = load_from_configuration(name) metric = load_from_redis(name) if metric.nil? metric end def self.find_or_create(attrs) metric = find(attrs[:name]) unless metric metric = new(attrs) metric.save end metric end def self.all redis_metrics = Split.redis.hgetall(:metrics).collect do |key, value| find(key) end configuration_metrics = Split.configuration.metrics.collect do |key, value| new(name: key, experiments: value) end redis_metrics | configuration_metrics end def self.possible_experiments(metric_name) experiments = [] metric = Split::Metric.find(metric_name) if metric experiments << metric.experiments end experiment = Split::ExperimentCatalog.find(metric_name) if experiment experiments << experiment end experiments.flatten end def save Split.redis.hset(:metrics, name, experiments.map(&:name).join(",")) end def complete! experiments.each do |experiment| experiment.complete! end end def self.normalize_metric(label) if Hash === label metric_name = label.keys.first goals = label.values.first else metric_name = label goals = [] end return metric_name, goals end private_class_method :normalize_metric end end <MSG> Back out `Split.configuration.disable_metrics` <DFF> @@ -38,8 +38,6 @@ module Split end def self.find(name) - return if Split.configuration.disable_metrics - name = name.intern if name.is_a?(String) metric = load_from_configuration(name) metric = load_from_redis(name) if metric.nil?
0
Back out `Split.configuration.disable_metrics`
2
.rb
rb
mit
splitrb/split
10069947
<NME> metric.rb <BEF> # frozen_string_literal: true module Split class Metric attr_accessor :name attr_accessor :experiments def initialize(attrs = {}) attrs.each do |key, value| if self.respond_to?("#{key}=") self.send("#{key}=", value) end end end def self.load_from_redis(name) metric = Split.redis.hget(:metrics, name) if metric experiment_names = metric.split(",") experiments = experiment_names.collect do |experiment_name| Split::ExperimentCatalog.find(experiment_name) end Split::Metric.new(name: name, experiments: experiments) else nil end end def self.load_from_configuration(name) metrics = Split.configuration.metrics if metrics && metrics[name] Split::Metric.new(experiments: metrics[name], name: name) else nil end end def self.find(name) return if Split.configuration.disable_metrics name = name.intern if name.is_a?(String) metric = load_from_configuration(name) metric = load_from_redis(name) if metric.nil? metric end def self.find_or_create(attrs) metric = find(attrs[:name]) unless metric metric = new(attrs) metric.save end metric end def self.all redis_metrics = Split.redis.hgetall(:metrics).collect do |key, value| find(key) end configuration_metrics = Split.configuration.metrics.collect do |key, value| new(name: key, experiments: value) end redis_metrics | configuration_metrics end def self.possible_experiments(metric_name) experiments = [] metric = Split::Metric.find(metric_name) if metric experiments << metric.experiments end experiment = Split::ExperimentCatalog.find(metric_name) if experiment experiments << experiment end experiments.flatten end def save Split.redis.hset(:metrics, name, experiments.map(&:name).join(",")) end def complete! experiments.each do |experiment| experiment.complete! end end def self.normalize_metric(label) if Hash === label metric_name = label.keys.first goals = label.values.first else metric_name = label goals = [] end return metric_name, goals end private_class_method :normalize_metric end end <MSG> Back out `Split.configuration.disable_metrics` <DFF> @@ -38,8 +38,6 @@ module Split end def self.find(name) - return if Split.configuration.disable_metrics - name = name.intern if name.is_a?(String) metric = load_from_configuration(name) metric = load_from_redis(name) if metric.nil?
0
Back out `Split.configuration.disable_metrics`
2
.rb
rb
mit
splitrb/split
10069948
<NME> metric.rb <BEF> # frozen_string_literal: true module Split class Metric attr_accessor :name attr_accessor :experiments def initialize(attrs = {}) attrs.each do |key, value| if self.respond_to?("#{key}=") self.send("#{key}=", value) end end end def self.load_from_redis(name) metric = Split.redis.hget(:metrics, name) if metric experiment_names = metric.split(",") experiments = experiment_names.collect do |experiment_name| Split::ExperimentCatalog.find(experiment_name) end Split::Metric.new(name: name, experiments: experiments) else nil end end def self.load_from_configuration(name) metrics = Split.configuration.metrics if metrics && metrics[name] Split::Metric.new(experiments: metrics[name], name: name) else nil end end def self.find(name) return if Split.configuration.disable_metrics name = name.intern if name.is_a?(String) metric = load_from_configuration(name) metric = load_from_redis(name) if metric.nil? metric end def self.find_or_create(attrs) metric = find(attrs[:name]) unless metric metric = new(attrs) metric.save end metric end def self.all redis_metrics = Split.redis.hgetall(:metrics).collect do |key, value| find(key) end configuration_metrics = Split.configuration.metrics.collect do |key, value| new(name: key, experiments: value) end redis_metrics | configuration_metrics end def self.possible_experiments(metric_name) experiments = [] metric = Split::Metric.find(metric_name) if metric experiments << metric.experiments end experiment = Split::ExperimentCatalog.find(metric_name) if experiment experiments << experiment end experiments.flatten end def save Split.redis.hset(:metrics, name, experiments.map(&:name).join(",")) end def complete! experiments.each do |experiment| experiment.complete! end end def self.normalize_metric(label) if Hash === label metric_name = label.keys.first goals = label.values.first else metric_name = label goals = [] end return metric_name, goals end private_class_method :normalize_metric end end <MSG> Back out `Split.configuration.disable_metrics` <DFF> @@ -38,8 +38,6 @@ module Split end def self.find(name) - return if Split.configuration.disable_metrics - name = name.intern if name.is_a?(String) metric = load_from_configuration(name) metric = load_from_redis(name) if metric.nil?
0
Back out `Split.configuration.disable_metrics`
2
.rb
rb
mit
splitrb/split
10069949
<NME> helper_spec.rb <BEF> # frozen_string_literal: true require "spec_helper" # TODO change some of these tests to use Rack::Test describe Split::Helper do include Split::Helper let(:experiment) { Split::ExperimentCatalog.find_or_create("link_color", "blue", "red") } describe "ab_test" do it "should not raise an error when passed strings for alternatives" do expect { ab_test("xyz", "1", "2", "3") }.not_to raise_error end it "should not raise an error when passed an array for alternatives" do expect { ab_test("xyz", ["1", "2", "3"]) }.not_to raise_error end it "should raise the appropriate error when passed integers for alternatives" do expect { ab_test("xyz", 1, 2, 3) }.to raise_error(ArgumentError) end it "should raise the appropriate error when passed symbols for alternatives" do expect { ab_test("xyz", :a, :b, :c) }.to raise_error(ArgumentError) end it "should not raise error when passed an array for goals" do expect { ab_test({ "link_color" => ["purchase", "refund"] }, "blue", "red") }.not_to raise_error end it "should not raise error when passed just one goal" do expect { ab_test({ "link_color" => "purchase" }, "blue", "red") }.not_to raise_error end it "raises an appropriate error when processing combined expirements" do Split.configuration.experiments = { combined_exp_1: { alternatives: [ { name: "control", percent: 50 }, { name: "test-alt", percent: 50 } ], metric: :my_metric, combined_experiments: [:combined_exp_1_sub_1] } } Split::ExperimentCatalog.find_or_create("combined_exp_1") expect { ab_test("combined_exp_1") }.to raise_error(Split::InvalidExperimentsFormatError) end it "should assign a random alternative to a new user when there are an equal number of alternatives assigned" do ab_test("link_color", "blue", "red") expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should increment the participation counter after assignment to a new user" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count + 1) end it "should not increment the counter for an experiment that the user is not participating in" do ab_test("link_color", "blue", "red") e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") expect { # User shouldn't participate in this second experiment ab_test("button_size", "small", "big") }.not_to change { e.participant_count } end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" expect { a = ab_test("button_size", "small", "big") expect(a).to eq("small") finished('link_color') new_convertion_rate = Multivariate::Alternative.find(alternative_name, 'link_color').conversion_rate new_convertion_rate.should eql(100.0) end end end a = ab_test("button_size", "small", "big") expect(a).to eq("small") }.not_to change { e.participant_count } end it "should return the given alternative for an existing user" do expect(ab_test("link_color", "blue", "red")).to eq ab_test("link_color", "blue", "red") end it "should always return the winner if one is present" do experiment.winner = "orange" expect(ab_test("link_color", "blue", "red")).to eq("orange") end it "should allow the alternative to be forced by passing it in the params" do # ?ab_test[link_color]=blue @params = { "ab_test" => { "link_color" => "blue" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") @params = { "ab_test" => { "link_color" => "red" } } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("red") alternative = ab_test("link_color", { "blue" => 5 }, "red" => 1) expect(alternative).to eq("red") end it "should not allow an arbitrary alternative" do @params = { "ab_test" => { "link_color" => "pink" } } alternative = ab_test("link_color", "blue") expect(alternative).to eq("blue") end it "should not store the split when a param forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end it "SPLIT_DISABLE query parameter should also force the alternative (uses control)" do @params = { "SPLIT_DISABLE" => "true" } alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq("blue") alternative = ab_test("link_color", { "blue" => 1 }, "red" => 5) expect(alternative).to eq("blue") alternative = ab_test("link_color", "red", "blue") expect(alternative).to eq("red") alternative = ab_test("link_color", { "red" => 5 }, "blue" => 1) expect(alternative).to eq("red") end it "should not store the split when Split generically disabled" do @params = { "SPLIT_DISABLE" => "true" } expect(ab_user).not_to receive(:[]=) ab_test("link_color", "blue", "red") end context "when store_override is set" do before { Split.configuration.store_override = true } it "should store the forced alternative" do @params = { "ab_test" => { "link_color" => "blue" } } expect(ab_user).to receive(:[]=).with("link_color", "blue") ab_test("link_color", "blue", "red") end end context "when on_trial_choose is set" do before { Split.configuration.on_trial_choose = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_test("link_color", "blue", "red") end end it "should allow passing a block" do alt = ab_test("link_color", "blue", "red") ret = ab_test("link_color", "blue", "red") { |alternative| "shared/#{alternative}" } expect(ret).to eq("shared/#{alt}") end it "should allow the share of visitors see an alternative to be specified" do ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 }) expect(["red", "blue"]).to include(ab_user["link_color"]) end it "should allow alternative weighting interface as a single hash" do ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.alternatives.map(&:name)).to eq(["blue", "red"]) expect(experiment.alternatives.collect { |a| a.weight }).to match_array([0.01, 0.2]) end it "should only let a user participate in one experiment at a time" do link_color = ab_test("link_color", "blue", "red") ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) big = Split::Alternative.new("big", "button_size") expect(big.participant_count).to eq(0) small = Split::Alternative.new("small", "button_size") expect(small.participant_count).to eq(0) end it "should let a user participate in many experiment with allow_multiple_experiments option" do Split.configure do |config| config.allow_multiple_experiments = true end link_color = ab_test("link_color", "blue", "red") button_size = ab_test("button_size", "small", "big") expect(ab_user["link_color"]).to eq(link_color) expect(ab_user["button_size"]).to eq(button_size) button_size_alt = Split::Alternative.new(button_size, "button_size") expect(button_size_alt.participant_count).to eq(1) end context "with allow_multiple_experiments = 'control'" do it "should let a user participate in many experiment with one non-'control' alternative" do Split.configure do |config| config.allow_multiple_experiments = "control" end groups = 100.times.map do |n| ab_test("test#{n}".to_sym, { "control" => (100 - n) }, { "test#{n}-alt" => n }) end experiments = ab_user.active_experiments expect(experiments.size).to be > 1 count_control = experiments.values.count { |g| g == "control" } expect(count_control).to eq(experiments.size - 1) count_alts = groups.count { |g| g != "control" } expect(count_alts).to eq(1) end context "when user already has experiment" do let(:mock_user) { Split::User.new(self, { "test_0" => "test-alt" }) } before do Split.configure do |config| config.allow_multiple_experiments = "control" end Split::ExperimentCatalog.find_or_initialize("test_0", "control", "test-alt").save Split::ExperimentCatalog.find_or_initialize("test_1", "control", "test-alt").save end it "should restore previously selected alternative" do expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 1 }, { "test-alt" => 100 })).to eq "test-alt" end it "should select the correct alternatives after experiment resets" do experiment = Split::ExperimentCatalog.find(:test_0) experiment.reset mock_user[experiment.key] = "test-alt" expect(ab_user.active_experiments.size).to eq 1 expect(ab_test(:test_0, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "test-alt" end it "lets override existing choice" do pending "this requires user store reset on first call not depending on whelther it is current trial" @params = { "ab_test" => { "test_1" => "test-alt" } } expect(ab_test(:test_0, { "control" => 0 }, { "test-alt" => 100 })).to eq "control" expect(ab_test(:test_1, { "control" => 100 }, { "test-alt" => 1 })).to eq "test-alt" end end end it "should not over-write a finished key when an experiment is on a later version" do experiment.increment_version ab_user = { experiment.key => "blue", experiment.finished_key => true } finished_session = ab_user.dup ab_test("link_color", "blue", "red") expect(ab_user).to eq(finished_session) end end describe "metadata" do context "is defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: { "one" => "Meta1", "two" => "Meta2" } } } end it "should be passed to helper block" do @params = { "ab_test" => { "my_experiment" => "two" } } expect(ab_test("my_experiment")).to eq "two" expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq("Meta2") end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment")).to eq "one" expect(ab_test("my_experiment") do |_, meta| meta end).to eq("Meta1") end end context "is not defined" do before do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, metadata: nil } } end it "should be passed to helper block" do expect(ab_test("my_experiment") do |alternative, meta| meta end).to eq({}) end it "should pass control metadata helper block if library disabled" do Split.configure do |config| config.enabled = false end expect(ab_test("my_experiment") do |_, meta| meta end).to eq({}) end end end describe "ab_finished" do context "for an experiment that the user participates in" do before(:each) do @experiment_name = "link_color" @alternatives = ["blue", "red"] @experiment = Split::ExperimentCatalog.find_or_create(@experiment_name, *@alternatives) @alternative_name = ab_test(@experiment_name, *@alternatives) @previous_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count end it "should increment the counter for the completed alternative" do ab_finished(@experiment_name) new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should set experiment's finished key if reset is false" do ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should not increment the counter if reset is false and the experiment has been already finished" do 2.times { ab_finished(@experiment_name, { reset: false }) } new_completion_count = Split::Alternative.new(@alternative_name, @experiment_name).completed_count expect(new_completion_count).to eq(@previous_completion_count + 1) end it "should not increment the counter for an ended experiment" do e = Split::ExperimentCatalog.find_or_create("button_size", "small", "big") e.winner = "small" a = ab_test("button_size", "small", "big") expect(a).to eq("small") expect { ab_finished("button_size") }.not_to change { Split::Alternative.new(a, "button_size").completed_count } end it "should clear out the user's participation from their session" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should not clear out the users session if reset is false" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name, { reset: false }) expect(ab_user[@experiment.key]).to eq(@alternative_name) expect(ab_user[@experiment.finished_key]).to eq(true) end it "should reset the users session when experiment is not versioned" do expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end it "should reset the users session when experiment is versioned" do @experiment.increment_version @alternative_name = ab_test(@experiment_name, *@alternatives) expect(ab_user[@experiment.key]).to eq(@alternative_name) ab_finished(@experiment_name) expect(ab_user.keys).to be_empty end context "when on_trial_complete is set" do before { Split.configuration.on_trial_complete = :some_method } it "should call the method" do expect(self).to receive(:some_method) ab_finished(@experiment_name) end it "should not call the method without alternative" do ab_user[@experiment.key] = nil expect(self).not_to receive(:some_method) ab_finished(@experiment_name) end end end context "for an experiment that the user is excluded from" do before do alternative = ab_test("link_color", "blue", "red") expect(Split::Alternative.new(alternative, "link_color").participant_count).to eq(1) alternative = ab_test("button_size", "small", "big") expect(Split::Alternative.new(alternative, "button_size").participant_count).to eq(0) end it "should not increment the completed counter" do # So, user should be participating in the link_color experiment and # receive the control for button_size. As the user is not participating in # the button size experiment, finishing it should not increase the # completion count for that alternative. expect { ab_finished("button_size") }.not_to change { Split::Alternative.new("small", "button_size").completed_count } end end context "for an experiment that the user does not participate in" do before do Split::ExperimentCatalog.find_or_create(:not_started_experiment, "control", "alt") end it "should not raise an exception" do expect { ab_finished(:not_started_experiment) }.not_to raise_exception end it "should not change the user state when reset is false" do expect { ab_finished(:not_started_experiment, reset: false) }.not_to change { ab_user.keys }.from([]) end it "should not change the user state when reset is true" do expect(self).not_to receive(:reset!) ab_finished(:not_started_experiment) end it "should not increment the completed counter" do ab_finished(:not_started_experiment) expect(Split::Alternative.new("control", :not_started_experiment).completed_count).to eq(0) expect(Split::Alternative.new("alt", :not_started_experiment).completed_count).to eq(0) end end end context "finished with config" do it "passes reset option" do Split.configuration.experiments = { my_experiment: { alternatives: ["one", "two"], resettable: false, } } alternative = ab_test(:my_experiment) experiment = Split::ExperimentCatalog.find :my_experiment ab_finished :my_experiment expect(ab_user[experiment.key]).to eq(alternative) expect(ab_user[experiment.finished_key]).to eq(true) end end context "finished with metric name" do before { Split.configuration.experiments = {} } before { expect(Split::Alternative).to receive(:new).at_least(1).times.and_call_original } def should_finish_experiment(experiment_name, should_finish = true) alts = Split.configuration.experiments[experiment_name][:alternatives] experiment = Split::ExperimentCatalog.find_or_create(experiment_name, *alts) alt_name = ab_user[experiment.key] = alts.first alt = double("alternative") expect(alt).to receive(:name).at_most(1).times.and_return(alt_name) expect(Split::Alternative).to receive(:new).at_most(1).times.with(alt_name, experiment_name.to_s).and_return(alt) if should_finish expect(alt).to receive(:increment_completion).at_most(1).times else expect(alt).not_to receive(:increment_completion) end end it "completes the test" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], metric: :my_metric } should_finish_experiment :my_experiment ab_finished :my_metric end it "completes all relevant tests" do Split.configuration.experiments = { exp_1: { alternatives: [ "1-1", "1-2" ], metric: :my_metric }, exp_2: { alternatives: [ "2-1", "2-2" ], metric: :another_metric }, exp_3: { alternatives: [ "3-1", "3-2" ], metric: :my_metric }, } should_finish_experiment :exp_1 should_finish_experiment :exp_2, false should_finish_experiment :exp_3 ab_finished :my_metric end it "passes reset option" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, resettable: false, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end it "passes through options" do Split.configuration.experiments = { my_exp: { alternatives: ["one", "two"], metric: :my_metric, } } alternative_name = ab_test(:my_exp) exp = Split::ExperimentCatalog.find :my_exp ab_finished :my_metric, reset: false expect(ab_user[exp.key]).to eq(alternative_name) expect(ab_user[exp.finished_key]).to be_truthy end end describe "conversions" do it "should return a conversion rate for an alternative" do alternative_name = ab_test("link_color", "blue", "red") previous_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(previous_convertion_rate).to eq(0.0) ab_finished("link_color") new_convertion_rate = Split::Alternative.new(alternative_name, "link_color").conversion_rate expect(new_convertion_rate).to eq(1.0) end end describe "active experiments" do it "should show an active test" do alternative = ab_test("def", "4", "5", "6") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show a finished test" do alternative = ab_test("def", "4", "5", "6") ab_finished("def", { reset: false }) expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "def" expect(active_experiments.first[1]).to eq alternative end it "should show an active test when an experiment is on a later version" do experiment.reset expect(experiment.version).to eq(1) ab_test("link_color", "blue", "red") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "link_color" end it "should show versioned tests properly" do 10.times { experiment.reset } alternative = ab_test(experiment.name, "blue", "red") ab_finished(experiment.name, reset: false) expect(experiment.version).to eq(10) expect(active_experiments.count).to eq 1 expect(active_experiments).to eq({ "link_color" => alternative }) end it "should show multiple tests" do Split.configure do |config| config.allow_multiple_experiments = true end alternative = ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 2 expect(active_experiments["def"]).to eq alternative expect(active_experiments["ghi"]).to eq another_alternative end it "should not show tests with winners" do Split.configure do |config| config.allow_multiple_experiments = true end e = Split::ExperimentCatalog.find_or_create("def", "4", "5", "6") e.winner = "4" ab_test("def", "4", "5", "6") another_alternative = ab_test("ghi", "7", "8", "9") expect(active_experiments.count).to eq 1 expect(active_experiments.first[0]).to eq "ghi" expect(active_experiments.first[1]).to eq another_alternative end end describe "when user is a robot" do before(:each) do @request = OpenStruct.new(user_agent: "Googlebot/2.1 (+http://www.google.com/bot.html)") end describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not create a experiment" do ab_test("link_color", "blue", "red") expect(Split::Experiment.new("link_color")).to be_a_new_record end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when providing custom ignore logic" do context "using a proc to configure custom logic" do before(:each) do Split.configure do |c| c.ignore_filter = proc { |request| true } # ignore everything end end it "ignores the ab_test" do ab_test("link_color", "blue", "red") red_count = Split::Alternative.new("red", "link_color").participant_count blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((red_count + blue_count)).to be(0) end end end shared_examples_for "a disabled test" do describe "ab_test" do it "should return the control" do alternative = ab_test("link_color", "blue", "red") expect(alternative).to eq experiment.control.name end it "should not increment the participation count" do previous_red_count = Split::Alternative.new("red", "link_color").participant_count previous_blue_count = Split::Alternative.new("blue", "link_color").participant_count ab_test("link_color", "blue", "red") new_red_count = Split::Alternative.new("red", "link_color").participant_count new_blue_count = Split::Alternative.new("blue", "link_color").participant_count expect((new_red_count + new_blue_count)).to eq(previous_red_count + previous_blue_count) end end describe "finished" do it "should not increment the completed count" do alternative_name = ab_test("link_color", "blue", "red") previous_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count ab_finished("link_color") new_completion_count = Split::Alternative.new(alternative_name, "link_color").completed_count expect(new_completion_count).to eq(previous_completion_count) end end end describe "when ip address is ignored" do context "individually" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.130") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it_behaves_like "a disabled test" end context "for a range" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.129") Split.configure do |c| c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "using both a range and a specific value" do before(:each) do @request = OpenStruct.new(ip: "81.19.48.128") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" c.ignore_ip_addresses << /81\.19\.48\.[0-9]+/ end end it_behaves_like "a disabled test" end context "when ignored other address" do before do @request = OpenStruct.new(ip: "1.1.1.1") Split.configure do |c| c.ignore_ip_addresses << "81.19.48.130" end end it "works as usual" do alternative_name = ab_test("link_color", "red", "blue") expect { ab_finished("link_color") }.to change(Split::Alternative.new(alternative_name, "link_color"), :completed_count).by(1) end end end describe "when user is previewing" do before(:each) do @request = OpenStruct.new(headers: { "x-purpose" => "preview" }) end it_behaves_like "a disabled test" end describe "versioned experiments" do it "should use version zero if no version is present" do alternative_name = ab_test("link_color", "blue", "red") expect(experiment.version).to eq(0) expect(ab_user["link_color"]).to eq(alternative_name) end it "should save the version of the experiment to the session" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) end it "should load the experiment even if the version is not 0" do experiment.reset expect(experiment.version).to eq(1) alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(alternative_name) return_alternative_name = ab_test("link_color", "blue", "red") expect(return_alternative_name).to eq(alternative_name) end it "should reset the session of a user on an older version of the experiment" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) new_alternative = Split::Alternative.new(new_alternative_name, "link_color") expect(new_alternative.participant_count).to eq(1) end it "should cleanup old versions of experiments from the session" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(1) experiment.reset expect(experiment.version).to eq(1) alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.participant_count).to eq(0) new_alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color:1"]).to eq(new_alternative_name) end it "should only count completion of users on the current version" do alternative_name = ab_test("link_color", "blue", "red") expect(ab_user["link_color"]).to eq(alternative_name) Split::Alternative.new(alternative_name, "link_color") experiment.reset expect(experiment.version).to eq(1) ab_finished("link_color") alternative = Split::Alternative.new(alternative_name, "link_color") expect(alternative.completed_count).to eq(0) end end context "when redis is not available" do before(:each) do expect(Split).to receive(:redis).at_most(5).times.and_raise(Errno::ECONNREFUSED.new) end context "and db_failover config option is turned off" do before(:each) do Split.configure do |config| config.db_failover = false end end describe "ab_test" do it "should raise an exception" do expect { ab_test("link_color", "blue", "red") }.to raise_error(Errno::ECONNREFUSED) end end describe "finished" do it "should raise an exception" do expect { ab_finished("link_color") }.to raise_error(Errno::ECONNREFUSED) end end describe "disable split testing" do before(:each) do Split.configure do |config| config.enabled = false end end it "should not attempt to connect to redis" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should return control variable" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect { ab_finished("link_color") }.not_to raise_error end end end context "and db_failover config option is turned on" do before(:each) do Split.configure do |config| config.db_failover = true end end describe "ab_test" do it "should not raise an exception" do expect { ab_test("link_color", "blue", "red") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_test("link_color", "blue", "red") end it "should always use first alternative" do expect(ab_test("link_color", "blue", "red")).to eq("blue") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("blue") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("blue") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/blue") end context "and db_failover_allow_parameter_override config option is turned on" do before(:each) do Split.configure do |config| config.db_failover_allow_parameter_override = true end end context "and given an override parameter" do it "should use given override instead of the first alternative" do @params = { "ab_test" => { "link_color" => "red" } } expect(ab_test("link_color", "blue", "red")).to eq("red") expect(ab_test("link_color", "blue", "red", "green")).to eq("red") expect(ab_test("link_color", { "blue" => 0.01 }, "red" => 0.2)).to eq("red") expect(ab_test("link_color", { "blue" => 0.8 }, { "red" => 20 })).to eq("red") expect(ab_test("link_color", "blue", "red") do |alternative| "shared/#{alternative}" end).to eq("shared/red") end end end context "and preloaded config given" do before do Split.configuration.experiments[:link_color] = { alternatives: [ "blue", "red" ], } end it "uses first alternative" do expect(ab_test(:link_color)).to eq("blue") end end end describe "finished" do it "should not raise an exception" do expect { ab_finished("link_color") }.not_to raise_error end it "should call db_failover_on_db_error proc with error as parameter" do Split.configure do |config| config.db_failover_on_db_error = proc do |error| expect(error).to be_a(Errno::ECONNREFUSED) end end expect(Split.configuration.db_failover_on_db_error).to receive(:call).and_call_original ab_finished("link_color") end end end end context "with preloaded config" do before { Split.configuration.experiments = {} } it "pulls options from config file" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } ab_test :my_experiment expect(Split::Experiment.new(:my_experiment).alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(Split::Experiment.new(:my_experiment).goals).to eq([ "goal1", "goal2" ]) end it "can be called multiple times" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: ["goal1", "goal2"] } 5.times { ab_test :my_experiment } experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "other_opt" ]) expect(experiment.goals).to eq([ "goal1", "goal2" ]) expect(experiment.participant_count).to eq(1) end it "accepts multiple goals" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ], goals: [ "goal1", "goal2", "goal3" ] } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([ "goal1", "goal2", "goal3" ]) end it "allow specifying goals to be optional" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "other_opt" ] } experiment = Split::Experiment.new(:my_experiment) expect(experiment.goals).to eq([]) end it "accepts multiple alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ "control_opt", "second_opt", "third_opt" ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.map(&:name)).to eq([ "control_opt", "second_opt", "third_opt" ]) end it "accepts probability on alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 67 }, { name: "second_opt", percent: 10 }, { name: "third_opt", percent: 23 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) expect(experiment.alternatives.collect { |a| [a.name, a.weight] }).to eq([["control_opt", 0.67], ["second_opt", 0.1], ["third_opt", 0.23]]) end it "accepts probability on some alternatives" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt", percent: 34 }, "second_opt", { name: "third_opt", percent: 23 }, "fourth_opt", ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.34], ["second_opt", 0.215], ["third_opt", 0.23], ["fourth_opt", 0.215]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "allows name param without probability" do Split.configuration.experiments[:my_experiment] = { alternatives: [ { name: "control_opt" }, "second_opt", { name: "third_opt", percent: 64 }, ], } ab_test :my_experiment experiment = Split::Experiment.new(:my_experiment) names_and_weights = experiment.alternatives.collect { |a| [a.name, a.weight] } expect(names_and_weights).to eq([["control_opt", 0.18], ["second_opt", 0.18], ["third_opt", 0.64]]) expect(names_and_weights.inject(0) { |sum, nw| sum + nw[1] }).to eq(1.0) end it "fails gracefully if config is missing experiment" do Split.configuration.experiments = { other_experiment: { foo: "Bar" } } expect { ab_test :my_experiment }.to raise_error(Split::ExperimentNotFound) end it "fails gracefully if config is missing" do expect { Split.configuration.experiments = nil }.to raise_error(Split::InvalidExperimentsFormatError) end it "fails gracefully if config is missing alternatives" do Split.configuration.experiments[:my_experiment] = { foo: "Bar" } expect { ab_test :my_experiment }.to raise_error(NoMethodError) end end it "should handle multiple experiments correctly" do experiment2 = Split::ExperimentCatalog.find_or_create("link_color2", "blue", "red") ab_test("link_color", "blue", "red") ab_test("link_color2", "blue", "red") ab_finished("link_color2") experiment2.alternatives.each do |alt| expect(alt.unfinished_count).to eq(0) end end context "with goals" do before do @experiment = { "link_color" => ["purchase", "refund"] } @alternatives = ["blue", "red"] @experiment_name, @goals = normalize_metric(@experiment) @goal1 = @goals[0] @goal2 = @goals[1] end it "should normalize experiment" do expect(@experiment_name).to eq("link_color") expect(@goals).to eq(["purchase", "refund"]) end describe "ab_test" do it "should allow experiment goals interface as a single hash" do ab_test(@experiment, *@alternatives) experiment = Split::ExperimentCatalog.find("link_color") expect(experiment.goals).to eq(["purchase", "refund"]) end end describe "ab_finished" do before do @alternative_name = ab_test(@experiment, *@alternatives) end it "should increment the counter for the specified-goal completed alternative" do expect { ab_finished({ "link_color" => ["purchase"] }) } .to change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal2) }.by(0) .and change { Split::Alternative.new(@alternative_name, @experiment_name).completed_count(@goal1) }.by(1) end end end end <MSG> conversion rate is 0..1 as of 7672b5b373d18b5d43e88a65355d357a18dc5957 <DFF> @@ -83,7 +83,7 @@ describe Multivariate::Helper do finished('link_color') new_convertion_rate = Multivariate::Alternative.find(alternative_name, 'link_color').conversion_rate - new_convertion_rate.should eql(100.0) + new_convertion_rate.should eql(1.0) end end end
1
conversion rate is 0..1 as of 7672b5b373d18b5d43e88a65355d357a18dc5957
1
.rb
rb
mit
splitrb/split