Giter VIP home page Giter VIP logo

rabbitmq-consistent-hash-exchange's Introduction

RabbitMQ Consistent Hash Exchange Type

This plugin adds a consistent-hash exchange type to RabbitMQ.

In various scenarios, you may wish to ensure that messages sent to an exchange are consistently and equally distributed across a number of different queues based on the routing key of the message (or a nominated header, see "Routing on a header" below). You could arrange for this to occur yourself by using a direct or topic exchange, binding queues to that exchange and then publishing messages to that exchange that match the various binding keys.

However, arranging things this way can be problematic:

  1. It is difficult to ensure that all queues bound to the exchange will receive a (roughly) equal number of messages without baking in to the publishers quite a lot of knowledge about the number of queues and their bindings.

  2. If the number of queues changes, it is not easy to ensure that the new topology still distributes messages between the different queues evenly.

Consistent Hashing is a hashing technique whereby each bucket appears at multiple points throughout the hash space, and the bucket selected is the nearest higher (or lower, it doesn't matter, provided it's consistent) bucket to the computed hash (and the hash space wraps around). The effect of this is that when a new bucket is added or an existing bucket removed, only a very few hashes change which bucket they are routed to.

In the case of Consistent Hashing as an exchange type, the hash is calculated from the hash of the routing key of each message received. Thus messages that have the same routing key will have the same hash computed, and thus will be routed to the same queue, assuming no bindings have changed.

When you bind a queue to a consistent-hash exchange, the binding key is a number-as-a-string which indicates the number of points in the hash space at which you wish the queue to appear. The actual points are generated randomly.

So, if you wish for queue A to receive twice as many messages as queue B, then you bind the queue A with a binding key of twice the number (as a string -- binding keys are always strings) of the binding key of the binding to queue B.

Each message gets delivered to at most one queue. Normally, each message gets delivered to exactly one queue, but there is a race between the determination of which queue to send a message to, and the deletion/death of that queue that does permit the possibility of the message being sent to a queue which then disappears before the message is processed. Hence in general, at most one queue.

The exchange type is "x-consistent-hash".

Here is an example using the Erlang client:

-include_lib("amqp_client/include/amqp_client.hrl").

test() ->
    {ok, Conn} = amqp_connection:start(#amqp_params_network{}),
    {ok, Chan} = amqp_connection:open_channel(Conn),
    Queues = [<<"q0">>, <<"q1">>, <<"q2">>, <<"q3">>],
    amqp_channel:call(Chan,
                      #'exchange.declare' {
                        exchange = <<"e">>, type = <<"x-consistent-hash">>
                      }),
    [amqp_channel:call(Chan, #'queue.declare' { queue = Q }) || Q <- Queues],
    [amqp_channel:call(Chan, #'queue.bind' { queue = Q,
                                             exchange = <<"e">>,
                                             routing_key = <<"10">> })
     || Q <- [<<"q0">>, <<"q1">>]],
    [amqp_channel:call(Chan, #'queue.bind' { queue = Q,
                                             exchange = <<"e">>,
                                             routing_key = <<"20">> })
     || Q <- [<<"q2">>, <<"q3">>]],
    Msg = #amqp_msg { props = #'P_basic'{}, payload = <<>> },
    [amqp_channel:call(Chan,
                       #'basic.publish'{
                         exchange = <<"e">>,
                         routing_key = list_to_binary(
                                         integer_to_list(
                                           random:uniform(1000000)))
                       }, Msg) || _ <- lists:seq(1,100000)],
    amqp_connection:close(Conn),
    ok.

As you can see, the queues q0 and q1 get bound each with 10 points in the hash space to the exchange e which means they'll each get roughly the same number of messages. The queues q2 and q3 however, get 20 points each which means they'll each get roughly the same number of messages too, but that will be approximately twice as many as q0 and q1. We then publish 100,000 messages to our exchange with random routing keys. After this has completed, running rabbitmqctl list_queues should show that the messages have been distributed approximately as desired.

Note the routing_keys in the bindings are numbers-as-strings. This is because AMQP specifies the routing_key must be a string.

The more points in the hash space each binding has, the closer the actual distribution will be to the desired distribution (as indicated by the ratio of points by binding). However, large numbers of points (many thousands) will substantially decrease performance of the exchange type.

Equally, it is important to ensure that the messages being published to the exchange have a range of different routing_keys: if a very small set of routing keys are being used then there's a possibility of messages not being evenly distributed between the various queues. If the routing key is a pseudo-random session ID or such, then good results should follow.

Routing on a header

Under most circumstances the routing key is a good choice for something to hash. However, in some cases you need to use the routing key for some other purpose (for example with more complex routing involving exchange to exchange bindings). In this case you can configure the consistent hash exchange to route based on a named header instead. To do this, declare the exchange with a string argument called "hash-header" naming the header to be used. For example using the Erlang client as above:

amqp_channel:call(
  Chan, #'exchange.declare' {
          exchange  = <<"e">>,
          type      = <<"x-consistent-hash">>,
          arguments = [{<<"hash-header">>, longstr, <<"hash-me">>}]
        }).

If you specify "hash-header" and then publish messages without the named header, they will all get routed to the same (arbitrarily-chosen) queue.

Any comments or feedback welcome, to the rabbitmq-discuss mailing list or [email protected].

rabbitmq-consistent-hash-exchange's People

Contributors

rade avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.