ActiveColumn
ActiveColumn is a framework for saving and retrieving data from Cassandra in a "time line" model. It is loosely based on concepts in ActiveRecord, but is adapted to saving data in which rows in Cassandra grow indefinitely over time, such as in the oft-used Twitter example for Cassandra.
Installation
Add ActiveColumn to your Gemfile:
gem 'active_column'
Install with bundler:
bundle install
Usage
Configuration
ActiveColumn requires the cassandra gem. You must provide ActiveColumn with an instance of a Cassandra object. You can do this very simply like this:
ActiveColumn.connection = Cassandra.new('my_keyspace', '127.0.0.1:9160')
However, in a real app this is not flexible enough, so I often create a cassandra.yml file and configure Cassandra in an initializer.
config/cassandra.yml
test:
home: ":"
servers: "127.0.0.1:9160"
keyspace: "myapp_test"
thrift:
timeout: 3
retries: 2
development:
home: ":"
servers: "127.0.0.1:9160"
keyspace: "myapp_development"
thrift:
timeout: 3
retries: 2
config/initializers/cassandra.rb
config = YAML.load_file(Rails.root.join("config", "cassandra.yml"))[Rails.env]
$cassandra = Cassandra.new(config['keyspace'],
config['servers'],
config['thrift'])
ActiveColumn.connection = $cassandra
As you can see, I create a global $cassandra variable, which I use in my tests to validate data directly in Cassandra.
One other thing to note is that you obviously must have Cassandra installed and running! Please take a look at the mama_cass gem for a quick way to get up and running with Cassandra for development and testing.
Saving data
To make a model in to an ActiveColumn model, just extend ActiveColumn::Base, and provide two pieces of information:
- Column Family
- Function(s) to generate keys for your rows of data
The most basic form of using ActiveColumn looks like this:
class Tweet < ActiveColumn::Base
column_family :tweets
key :user_id
end
Then in your app you can create and save a tweet like this:
tweet = Tweet.new( :user_id => 'mwynholds', :message => "I'm going for a bike ride" )
tweet.save
When you run #save, ActiveColumn saves a new column in the "tweets" column family in the row with key "mwynholds". The content of the row is the Tweet instance JSON-encoded.
Key Generator Functions
This is great, but quite often you want to save the content in multiple rows for the sake of speedy lookups. This is basically de-normalizing data, and is extremely common in Cassandra data. ActiveColumn lets you do this quite easily by telling it the name of a function to use to generate the keys during a save. It works like this:
class Tweet < ActiveColumn::Base
column_family :tweets
key :user_id, :values => :generate_user_keys
def generate_user_keys
[ attributes[:user_id], 'all']
end
end
The code to save the tweet is the same as the previous example, but now it saves the tweet in both the "mwynholds" row and the "all" row. This way, you can pull out the last 20 of all tweets quite easily (assuming you needed to do this in your app).
Compound Keys
In some cases you may want to have your rows keyed by multiple values. ActiveColumn supports compound keys, and looks like this:
class TweetDM < ActiveColumn::Base
column_family :tweet_dms
key :user_id, :values => :generate_user_keys
key :recipient_id, :values => :recipient_ids
def generate_user_keys
[ attributes[:user_id], 'all ]
end
end
Now, when you create a new TweetDM, it might look like this:
dm = TweetDM.new( :user_id => 'mwynholds', :recipient_ids => [ 'fsinatra', 'dmartin' ], :message => "Let's go to Vegas" )
This tweet direct message will saved to four different rows in the "tweet_dms" column family, under these keys:
- mwynholds:fsinatra
- mwynholds:dmartin
- all:fsinatra
- all:dmartin
Now my app can pretty easily figure find all DMs I sent to Old Blue Eyes, or to Dino, and it can also easily find all DMs sent from anyone to Frank or Dino.
One thing to note about the TweetDM class above is that the "keys" configuration at the top looks a little uglier than before. If you have a compound key and any of the keys have custom key generators, you need to pass in an array of single-element hashes. This is in place to support Ruby 1.8, which does not have ordered hashes. Making sure the keys are ordered is necessary to keep the compounds keys canonical (ie: deterministic).
Finding data
Ok, congratulations - now you have a bunch of fantastic data in Cassandra. How do you get it out? ActiveColumn can help you here too.
Here is how you look up data that have a simple key:
tweets = Tweet.find( 'mwynholds', :reversed => true, :count => 3 )
This code will find the last 10 tweets for the 'mwynholds' user in reverse order. It comes back as a hash of arrays, and would looks like this if represented in JSON:
{
'mwynholds': [ { 'user_id': 'mwynholds', 'message': 'I\'m going to bed now' },
{ 'user_id': 'mwynholds', 'message': 'It\'s lunch time' },
{ 'user_id': 'mwynholds', 'message': 'Just woke up' } ]
}
Here are some other examples and their return values:
Tweet.find( [ 'mwynholds', 'all' ], :count => 2 )
{
'mwynholds': [ { 'user_id': 'mwynholds', 'message': 'Good morning' },
{ 'user_id': 'mwynholds', 'message': 'Good afternoon' } ],
'all': [ { 'user_id': 'mwynholds', 'message': 'Good morning' },
'user_id': 'bmurray', 'message': 'Who ya gonna call!' } ]
}
Tweet.find( { 'user_id' => 'all', 'recipient_id' => [ 'fsinatra', 'dmartin' ] }, :reversed => true, :count => 1 )
{
'all:fsinatra' => [ { 'user_id': 'mwynholds', 'recipient_ids' => [ 'fsinatra', 'dmartin' ], 'message' => 'Here we come Vegas!' } ],
'all:dmartin' => [ { 'user_id': 'fsinatra', 'recipient_ids' => [ 'dmartin' ], 'message' => 'Vegas was fun' } ]
}