Contents

#require 'twitter'

module TWSS

  class Trainer

    attr_reader :engine

    def initialize(engine, options = {})
      @engine = engine
      engine.clear_state!
      @training_set_size = options[:training_set_size] || 100
    end

    def train
      path = File.join(File.dirname(__FILE__), '../../data/')

      puts "Clearing state..."
      engine.clear_state!

      puts "Training NON-TWSS strings..."
      File.read(File.join(path, 'non_twss.txt')).each_line do |l|
        engine.train(TWSS::Engine::FALSE, strip_tweet(l))
      end

      puts "Training TWSS strings..."
      File.read(File.join(path, 'twss.txt')).each_line do |l|
        engine.train(TWSS::Engine::TRUE, strip_tweet(l))
      end

      puts "Writing to file..."
      engine.dump_classifier_to_file

      puts "Done."
      puts

      run_examples
    end

    # A little cleanup of the text before we train on it.
    def strip_tweet(text)
      t = text.gsub(/[\@\#]\w+\b/i, '') # strip mentions and hashtags
      t.gsub!(/(RT|OH)\W/i, '') # strip RT's and OH's
      t.gsub!(/twss/i, '') # strip out twss itself
      t.gsub!(/http:\/\/[A-Za-z0-9\.\/]+/, '') # URLs
      t.gsub!(/[\W\d]/, ' ') # now all non word chars and numbers
      t.strip!
      t
    end

    def run_examples
      ["how big is that thing going to get?",
       "umm... that's the not the right hole",
       "did you resolve the ticket?",
       "did you fix the bug?",
       "you're going to need to go faster",
       "I'm almost there, keep going",
       "Ok, send me a pull request",
       "The president issued a decree",
       "I don't get it, this isn't working correctly",
       "finished specialties in the warehouse"].each do |s|
         puts '"' + s + '" => ' + TWSS(s).to_s
       end
    end

  end

end

Version data entries

3 entries across 3 versions & 1 rubygems

Version	Path
twss-0.0.3	lib/twss/trainer.rb
twss-0.0.2	lib/twss/trainer.rb
twss-0.0.1	lib/twss/trainer.rb