sixpack：一个和语言无关的 A/B 测试框架

sixpack：一个和语言无关的 A/B 测试框架

Sixpack

Sixpack is a framework to enable A/B testing across multiple programming languages. It does this by exposing a simple API for client libraries. Client libraries can be written in virtually any language.

Sixpack has two main parts. The first, Sixpack-server, is responsible for responding to web requests. The second, Sixpack-web, is a web dashboard for tracking and acting on your A/B tests. Sixpack-web is optional.

Requirements

Redis >= 2.6Python >= 2.7 (3.0 untested, pull requests welcome)

Getting Started

To get going, create (or don't, but you really should) a new virtualenv for your Sixpack installation. Follow that up with pip install:

$ pip install sixpack

Note: If you get an error like src/hiredis.h:4:20: fatal error: Python.h: No such file or directory you need to install the python development tools. apt-get install python-dev on Ubuntu.

Next, create a Sixpack configuration. A configuration must be created for Sixpack to run. Here's the default:

redis_port: 6379 # Redis portredis_host: localhost # Redis hostredis_prefix: sixpack # all Redis keys will be prefixed with thisredis_db: 15 # DB number in redismetrics: false # send metrics to StatsD (response times, # of calls, etc)?statsd_url: 'udp://localhost:8125/sixpack' # StatsD url to connect to (used only when metrics: true)# The regex to match for robotsrobot_regex: $^|trivial|facebook|MetaURI|butterfly|google|amazon|goldfire|sleuth|xenu|msnbot|SiteUptime|Slurp|WordPress|ZIBB|ZyBorg|pingdom|bot|yahoo|slurp|java|fetch|spider|url|crawl|oneriot|abby|commentreader|twicelerignored_ip_addresses: [] # List of IPasset_path: gen # Path for compressed assets to live. This path is RELATIVE to sixpack/staticsecret_key: '' # Random key (any string is valid, required for sixpack-web to run)

You can store this file anywhere (we recommend /etc/sixpack/config.yml). As long as Redis is running, you can now start the Sixpack server like this:

$ SIXPACK_CONFIG= sixpack

Sixpack-server will be listening on port 5000 by default but can be changed with the SIXPACK_PORT environment variable. For use in a production environment, please see the "Production Notes" section below.

Alternatively, as of version 1.1, all Sixpack configuration can be set by environment variables. The following environment variables are available:

SIXPACK_CONFIG_ENABLEDSIXPACK_CONFIG_REDIS_PORTSIXPACK_CONFIG_REDIS_HOSTSIXPACK_CONFIG_REDIS_PASSWORDSIXPACK_CONFIG_REDIS_PREFIXSIXPACK_CONFIG_REDIS_DBSIXPACK_CONFIG_ROBOT_REGEXSIXPACK_CONFIG_IGNORE_IPS - comma separatedSIXPACK_CONFIG_ASSET_PATHSIXPACK_CONFIG_SECRETSIXPACK_METRICSSTATSD_URL

Using the API

All interaction with Sixpack is done via HTTP GET requests. Sixpack allows for cross-language testing by accepting a unique client_id (which the client is responsible for generating) that links a participation to a conversion. All requests to Sixpack require a client_id.

Participating in an Experiment

You can participate in an experiment with a GET request to the participate endpoint:

$ curl http://localhost:5000/participate?experiment=button_color&alternatives=red&alternatives=blue&client_id=12345678-1234-5678-1234-567812345678

If the test does not exist, it will be created automatically. You do not need to create the test in Sixpack-web.

Experiment names are not validated, so it is possible to explode the Redis keyspace. If you need to validate that the experiments being created are only those you wish to whitelist, consider fronting Sixpack with either Nginx+Lua/Openresty or Varnish, and performing your whitelisting logic there.

Arguments

experiment (required) is the name of the test. Valid experiment names must be alphanumeric and can contain _ and -.

alternatives (required) are the potential responses from Sixpack. One of them will be the bucket that the client_id is assigned to.

client_id (required) is the unique id for the user participating in the test.

user_agent (optional) user agent of the user making a request. Used for bot detection.

ip_address (optional) IP address of user making a request. Used for bot detection.

force (optional) force a specific alternative to be returned, example:

$ curl http://localhost:5000/participate?experiment=button_color&alternatives=red&alternatives=blue&force=red&client_id=12345678-1234-5678-1234-567812345678

In this example, red will always be returned. This is used for testing only, and no participation will be recorded.

traffic_fraction (optional) Sixpack allows for limiting experiments to a subset of traffic. You can pass the percentage of traffic you'd like to expose the test to as a decimal number here. (?traffic_fraction=0.10 for 10%)

Response

A typical Sixpack participation response will look something like this:

{ status: "ok", alternative: { name: "red" }, experiment: { name: "button_color" }, client_id: "12345678-1234-5678-1234-567812345678"}

The most interesting part of this is alternative. This is a representation of the alternative that was chosen for the test and assigned to a client_id. All subsequent requests to this experiment/client_id combination will be returned the same alternative.

Converting a user

You can convert a user with a GET request to the convert endpoint:

$ curl http://localhost:5000/convert?experiment=button_color&client_id=12345678-1234-5678-1234-567812345678

Conversion Arguments

experiment (required) the name of the experiment you would like to convert on.client_id (required) the client you would like to convert.kpi (optional) sixpack supports recording multiple KPIs. If you would like to track conversion against a specfic KPI, you can do that here. If the KPI does not exist, it will be created automatically.

Notes

You'll notice that the convert endpoint does not take an alternative query parameter. This is because Sixpack handles that internally with the client_id.

We've included a 'health-check' endpoint, available at /_status. This is helpful for monitoring and alerting if the Sixpack service becomes unavailable. The health check will respond with either 200 (success) or 500 (failure) headers.

Clients

We've already provided clients in four languages. We'd love to add clients in additional languages. If you feel inclined to create one, please first read the CLIENTSPEC. After writing your client, please update and pull request this file so we know about it.

RubyPythonJavaScriptPHPiOSGoPerlC#Java/Android

Algorithm

As of version 2.0 of Sixpack, we use a deterministic algorithm to choose which alternative a client with receive. The algorithm was ported from Facebook's Planout project, and more information can be found HERE.

Dashboard

Sixpack comes with a built in dashboard. You can start the dashboard with:

$ SIXPACK_CONFIG= sixpack-web

The Sixpack dashboard allows you to visualize how each experiment's alternatives are doing compared to the rest, select alternatives as winners, and update experiment descriptions to something more human-readable.

Sixpack-web defaults to run on port 5001 but can be changed with the SIXPACK_WEB_PORT environment variable.

API

Sixpack web dashboard has a bit of a read-only API built in. To get a list of all experiment information you can make a request like:

$ curl http://localhost:5001/experiments.json

To get the information for a single experiment, you can make a request like:

$ curl http://localhost:5001/experiments/blue-or-red-header.json

Production Notes

We recommend running Sixpack on gunicorn in production. You will need to install gunicorn in your virtual environment before running the following.

To run the sixpack server using gunicorn/gevent (a separate installation) you can run the following:

gunicorn --access-logfile - -w 8 --worker-class=gevent sixpack.server:start

To run the sixpack web dashboard using gunicorn/gevent (a separate installation) you can run the following:

gunicorn --access-logfile - -w 2 --worker-class=gevent sixpack.web:start

Note: After selecting an experiment winner, it is best to remove the Sixpack experiment code from your codebase to avoid unnecessary http requests.

Contributing

Fork it Start Sixpack in development mode with: $ PYTHONPATH=. SIXPACK_CONFIG= bin/sixpack and: $ PYTHONPATH=. SIXPACK_CONFIG= bin/sixpack-web We've also included a small script that will seed Sixpack with lots of random data for testing and development on sixpack-web. You can seed Sixpack with the following command: $ PYTHONPATH=. SIXPACK_CONFIG= sixpack/test/seed This command will make a few dozen requests to the participate and convert endpoints. Feel free to run it multiple times to get additional data. Note: By default the server runs in production mode. If you'd like to turn on Flask and Werkzeug debug modes set the SIXPACK_DEBUG environment variable to true. Create your feature branch (git checkout -b my-new-feature) Write tests Run tests with nosetests Commit your changes (git commit -am 'Added some feature') Push to the branch (git push origin my-new-feature) Create new pull request

Please avoid changing versions numbers; we'll take care of that for you.

Using Sixpack in production?

If you're a company using Sixpack in production, kindly let us know! We're going to add a 'using Sixpack' section to the project landing page, and we'd like to include you. Drop Jack a line at jack [at] seatgeek dot.com with your company name.

License

Sixpack is released under the BSD 2-Clause License.

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