svm_toolkit/bin/svm-demo

#!/usr/bin/env jruby

#
# A loose equivalent of the svm_toy applet which is 
# distributed with libsvm.
#

require "java"
require "svm-toolkit"
include SvmToolkit

["BorderLayout", "Color", 
 "Dimension", "GridLayout", 
 "event.ActionListener", "event.MouseListener"
].each do |i|
  import "java.awt.#{i}"
end

["Box", "BoxLayout", "JButton", "JComboBox", "JFrame", "JLabel",
 "JOptionPane", "JPanel", "JScrollPane", "JSpinner", "JTextField",
 "SpinnerNumberModel", "WindowConstants", "border.TitledBorder"
].each do |i|
  import "javax.swing.#{i}"
end

class Display < JPanel
  Point = Struct.new(:x, :y, :colour)

  class MyMouseListener
    include MouseListener
    
    def initialize parent
      @parent = parent
    end

    def mouseEntered e; end
    def mouseExited e; end
    def mousePressed e; end
    def mouseReleased e; end

    def mouseClicked e
      @parent.clicked(e.x, e.y)
    end
  end

  attr_accessor :colour # current label/colour of point to show

  Width = 800
  Height = 600

  def initialize
    super()
    
    self.preferred_size = Dimension.new(Width, Height)
    add_mouse_listener MyMouseListener.new(self)

    @points = []
    @support_vectors = []
    @colour = Color.blue
  end

  def paint g
    super
    
    if @buffer.nil?
      g.background = Color.lightGray
      g.clear_rect(0, 0, Width, Height)
    else
      g.draw_image(@buffer, 0, 0, self)
    end

    @support_vectors.each do |point|
      g.color = Color.yellow
      g.fill_oval(point.x-7, point.y-7, 14, 14)
    end

    @points.each do |point|
      g.color =  point.colour
      g.fill_oval(point.x-3, point.y-3, 6, 6)
    end
  end

  def clear
    @points.clear
    @support_vectors.clear
    @buffer = nil
    repaint
  end

  def clicked(x, y)
    if x < Width and y < Height
      @points << Point.new(x, y, @colour)
      repaint
    end
  end

  def background_colour prediction
    if prediction.zero?
      Color.new(100, 200, 100)
    else
      Color.new(100, 100, 200)
    end
  end

  def train(kernel, cost, gamma, degree)
    return if @points.empty?
    labels = []
    instances = []
    @points.each do |point|
      if point.colour == Color::blue
        labels << 1
      else 
        labels << 0 
      end
      instances << [point.x / Width.to_f, point.y / Height.to_f]
    end
    problem = Problem.from_array(instances, labels)
    param = Parameter.new(
      :svm_type => Parameter::C_SVC,
      :kernel_type => kernel,
      :cost => cost,
      :gamma => gamma,
      :degree => degree
    )
    model = Svm.svm_train(problem, param)

    buffer = self.create_image(Width, Height)
    buffer_gc = buffer.graphics
    window_gc = self.graphics
    instance = Node[2].new
    instance[0] = Node.new(0, 0)
    instance[1] = Node.new(1, 0)
    Width.times do |i|
      if i < 498 # draw a progress line
        buffer_gc.color = Color::red
        buffer_gc.draw_line(i+1, 0, i+1, Height-1)
        window_gc.color = Color::red
        window_gc.draw_line(i+1, 0, i+1, Height-1)
      end
      Height.times do |j|
        instance[0].value = i / Width.to_f
        instance[1].value = j / Height.to_f
        prediction = Svm.svm_predict(model, instance)
        buffer_gc.color = background_colour prediction
        buffer_gc.draw_line(i, j, i, j)
        window_gc.color = background_colour prediction
        window_gc.draw_line(i, j, i, j)
      end
    end
    @buffer = buffer
    @support_vectors = []
    model.support_vector_indices.each do |index|
      @support_vectors << @points[index]
    end

    repaint
  end
end

class DemoFrame < JFrame
  class LabelListener
    include ActionListener

    def initialize(display, box)
      @display = display
      @box = box
    end

    def actionPerformed e
      @display.colour = if @box.selected_item == "blue" then 
                          Color.blue
                        else
                          Color.green
                        end
    end
  end

  class KernelChoiceListener
    include ActionListener

    def initialize(kernel_choice, gamma_choice, degree_choice)
      @kernel_choice = kernel_choice
      @gamma_choice = gamma_choice
      @degree_choice = degree_choice
    end

    def actionPerformed e
      case @kernel_choice.selected_item
      when "linear"
        @gamma_choice.enabled = false
        @degree_choice.enabled = false
      when "polynomial"
        @gamma_choice.enabled = false
        @degree_choice.enabled = true
      when "RBF", "sigmoid"
        @gamma_choice.enabled = true
        @degree_choice.enabled = false
      end
    end
  end

  def initialize
    super("Support-Vector Machines: Demonstration")
    self.setSize(700, 400)

    @display_panel = Display.new
    add(JScrollPane.new(@display_panel))
    add(createLabelButtons, BorderLayout::NORTH)
    add(createTrainButtons, BorderLayout::EAST)
    add(createHelpLine, BorderLayout::SOUTH)

    self.setDefaultCloseOperation(WindowConstants::DISPOSE_ON_CLOSE)
  end

  def createHelpLine
    JLabel.new(<<-END)
<html><body>
Select a class colour and click on main panel to define instances.<br>
Choose kernel type and parameter settings for training.
</body></html>
END
  end

  def createLabelButtons
    panel = JPanel.new
    panel.layout = BorderLayout.new

    combo_box = JComboBox.new 
    ["blue", "green"].each do |item|
      combo_box.add_item item
    end
    combo_box.add_action_listener LabelListener.new(@display_panel, combo_box)

    clear_button = JButton.new "clear"
    clear_button.add_action_listener do
      @display_panel.clear
    end

    @message = JLabel.new
    
    pane = JPanel.new
    pane.add JLabel.new("Class:")
    pane.add combo_box
    pane.add clear_button

    panel.add(pane, BorderLayout::WEST)
    panel.add @message

    return panel
  end

  def createTrainButtons
    kernel_choice = JComboBox.new
    ["linear", "RBF", "polynomial", "sigmoid"].each do |item|
      kernel_choice.add_item item
    end
    cost_choice = JTextField.new(10)
    cost_choice.text = "1.0"
    cost_choice.setMaximumSize(cost_choice.getPreferredSize)
    gamma_choice = JTextField.new(10)
    gamma_choice.text = "1.0"
    gamma_choice.setMaximumSize(gamma_choice.getPreferredSize)
    gamma_choice.enabled = false
    degree_choice = JSpinner.new(SpinnerNumberModel.new(1, 0, 30, 1))
    degree_choice.enabled = false
    kernel_choice.add_action_listener KernelChoiceListener.new(kernel_choice, gamma_choice, degree_choice)

    run_button = JButton.new "Train"
    run_button.add_action_listener do
      # -- kernel
      case kernel_choice.selected_item
      when "linear"
        kernel = Parameter::LINEAR
      when "RBF"
        kernel = Parameter::RBF
      when "polynomial"
        kernel = Parameter::POLY
      when "sigmoid"
        kernel = Parameter::SIGMOID
      end
      # -- cost
      begin
        cost = Float cost_choice.text
      rescue ArgumentError
        JOptionPane.show_message_dialog(self, 
                                        "Cost value #{cost_choice.text} is not a number", 
                                        "Error in cost value",
                                        JOptionPane::ERROR_MESSAGE)
        return
      end
      # -- gamma
      begin
        gamma = Float gamma_choice.text
      rescue ArgumentError
        JOptionPane.show_message_dialog(self, 
                                        "Gamma value #{gamma_choice.text} is not a number", 
                                        "Error in gamma value",
                                        JOptionPane::ERROR_MESSAGE)
        return
      end
      # -- degree
      degree = degree_choice.model.number
      #
      @message.text = "Training and updating display: Please wait"
      swt = MySwingWorker.new
      swt.task = lambda do 
        run_button.enabled = false
        @display_panel.train(kernel, cost, gamma, degree) 
        @message.text = ""
        run_button.enabled = true
      end
      swt.execute
    end

    panel = JPanel.new
    panel.border = TitledBorder.new("Training options")
    panel.layout = GridLayout.new(5, 2, 10, 10)

    panel.add JLabel.new("Kernel type:", JLabel::RIGHT)
    panel.add kernel_choice
    panel.add JLabel.new("Cost:", JLabel::RIGHT)
    panel.add cost_choice
    panel.add JLabel.new("Gamma:", JLabel::RIGHT)
    panel.add gamma_choice
    panel.add JLabel.new("Degree:", JLabel::RIGHT)
    panel.add degree_choice
    panel.add JLabel.new ""
    panel.add run_button

    pane = JPanel.new
    pane.add panel
    return pane
  end

  class MySwingWorker < javax.swing.SwingWorker
    attr_accessor :task
    def doInBackground
      @task.call
    end
  end
end

javax.swing::UIManager.getInstalledLookAndFeels.each do |info|
  begin
    if "Nimbus" == info.name
      javax.swing::UIManager.setLookAndFeel(info.className)
    end
  rescue Exception
    # ignore exceptions
  end
end

DemoFrame.new.visible = true