Created
November 27, 2012 19:59
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Helper to provide alternate configuration syntax for Split, the A/B testing tool.
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module ABHelper | |
def split_test(name) | |
experiment = YAML.load_file("config/experiments.yml")[name] | |
given_probability, num_with_probability = experiment[:variants].inject([0,0]) do |a,v| | |
p, n = a | |
if v.kind_of?(Hash) && v[:percent] | |
[p + v[:percent], n + 1] | |
else | |
a | |
end | |
end | |
num_without_probability = experiment[:variants].length - num_with_probability | |
unassigned_probability = ((100.0 - given_probability) / num_without_probability / 100.0) | |
if num_with_probability.nonzero? | |
experiment[:variants] = experiment[:variants].map do |v| | |
if v.kind_of?(Hash) && v[:name] && v[:percent] | |
{ v[:name] => v[:percent] / 100.0 } | |
elsif v.kind_of?(Hash) && v[:name] | |
{ v[:name] => unassigned_probability } | |
else | |
{ v => unassigned_probability } | |
end | |
end | |
ab_test name, experiment[:variants].shift, experiment[:variants].inject({}, :merge) | |
else | |
ab_test name, *experiment[:variants] | |
end | |
end | |
def track_metric(name, opts={}) | |
YAML.load_file("config/experiments.yml").each do |experiment_name,experiment| | |
if experiment[:metric] == name | |
opts = {} | |
unless experiment[:resettable].nil? | |
opts[:reset] = experiment[:resettable] | |
end | |
finished(experiment_name, opts) | |
end | |
end | |
end | |
end |
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require 'spec_helper' | |
describe ABHelper do | |
def config | |
# This is wacky, but I like the syntax | |
Class.new do | |
def []=(name, hash) | |
YAML.stub(:load_file).and_return({name => hash}) | |
end | |
end.new | |
end | |
def config_full(hash) | |
YAML.stub(:load_file).and_return(hash) | |
end | |
context "begin test" do | |
it "pulls options from config file" do | |
config[:my_experiment] = { | |
:variants => [ "control_opt", "other_opt" ], | |
} | |
should_receive(:ab_test).with(:my_experiment, "control_opt", "other_opt") | |
split_test :my_experiment | |
end | |
it "accepts multiple variants" do | |
config[:my_experiment] = { | |
:variants => [ "control_opt", "second_opt", "third_opt" ], | |
} | |
should_receive(:ab_test).with(:my_experiment, "control_opt", "second_opt", "third_opt") | |
split_test :my_experiment | |
end | |
it "accepts probability on variants" do | |
config[:my_experiment] = { | |
:variants => [ | |
{ :name => "control_opt", :percent => 67 }, | |
{ :name => "second_opt", :percent => 10 }, | |
{ :name => "third_opt", :percent => 23 }, | |
], | |
} | |
should_receive(:ab_test).with(:my_experiment, {"control_opt" => 0.67}, {"second_opt" => 0.1, "third_opt" => 0.23}) | |
split_test :my_experiment | |
end | |
it "accepts probability on some variants" do | |
config[:my_experiment] = { | |
:variants => [ | |
{ :name => "control_opt", :percent => 34 }, | |
"second_opt", | |
{ :name => "third_opt", :percent => 23 }, | |
"fourth_opt", | |
], | |
} | |
should_receive(:ab_test).with(:my_experiment, {"control_opt" => 0.34}, {"second_opt" => 0.215, "third_opt" => 0.23, "fourth_opt" => 0.215}) | |
split_test :my_experiment | |
end | |
it "allows name param without probability" do | |
config[:my_experiment] = { | |
:variants => [ | |
{ :name => "control_opt" }, | |
"second_opt", | |
{ :name => "third_opt", :percent => 64 }, | |
], | |
} | |
should_receive(:ab_test).with(:my_experiment, {"control_opt" => 0.18}, {"second_opt" => 0.18, "third_opt" => 0.64}) | |
split_test :my_experiment | |
end | |
end | |
context "track metric" do | |
it "completes the test" do | |
config[:my_experiment] = { | |
:variants => [ "control_opt", "other_opt" ], | |
:metric => :my_metric | |
} | |
should_receive(:finished).with(:my_experiment, {}) | |
track_metric :my_metric | |
end | |
it "completes all relevant tests" do | |
config_full({ | |
:exp_1 => { | |
:variants => [ "1-1", "1-2" ], | |
:metric => :my_metric | |
}, | |
:exp_2 => { | |
:variants => [ "2-1", "2-2" ], | |
:metric => :another_metric | |
}, | |
:exp_3 => { | |
:variants => [ "3-1", "3-2" ], | |
:metric => :my_metric | |
}, | |
}) | |
should_receive(:finished).with(:exp_1, {}) | |
should_not_receive(:finished).with(:exp_2, {}) | |
should_receive(:finished).with(:exp_3, {}) | |
track_metric :my_metric | |
end | |
it "passes reset option" do | |
config[:my_experiment] = { | |
:variants => [ "control_opt", "other_opt" ], | |
:metric => :my_metric, | |
:resettable => false, | |
} | |
should_receive(:finished).with(:my_experiment, :reset => false) | |
track_metric :my_metric | |
end | |
end | |
end |
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:call_to_action_text: | |
:variants: | |
- "Create An Account" | |
- "Get Started" | |
:metric: :conversion | |
:resettable: false | |
:default_home: | |
:variants: | |
- :name: "old_home" | |
- :name: "new_home" | |
:percent: 10 | |
:metric: :default_home_retention | |
:resettable: false |
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