import libsvm.*;import java.applet.*;import java.awt.*;import java.util.*;import java.awt.event.*;import java.io.*;public class svm_toy extends Applet {	static final String DEFAULT_PARAM="-t 2 -c 100";	int XLEN;	int YLEN;	// off-screen buffer	Image buffer;	Graphics buffer_gc;	// pre-allocated colors	final static Color colors[] =	{	  new Color(0,0,0),	  new Color(0,120,120),	  new Color(120,120,0),	  new Color(120,0,120),	  new Color(0,200,200),	  new Color(200,200,0),	  new Color(200,0,200)	};	class point {		point(double x, double y, byte value)		{			this.x = x;			this.y = y;			this.value = value;		}		double x, y;		byte value;	}	Vector point_list = new Vector();	byte current_value = 1;	public void init()	{		setSize(getSize());		final Button button_change = new Button("Change");		Button button_run = new Button("Run");		Button button_clear = new Button("Clear");		Button button_save = new Button("Save");		Button button_load = new Button("Load");		final TextField input_line = new TextField(DEFAULT_PARAM);		BorderLayout layout = new BorderLayout();		this.setLayout(layout);		Panel p = new Panel();		GridBagLayout gridbag = new GridBagLayout();		p.setLayout(gridbag);		GridBagConstraints c = new GridBagConstraints();		c.fill = GridBagConstraints.HORIZONTAL;		c.weightx = 1;		c.gridwidth = 1;		gridbag.setConstraints(button_change,c);		gridbag.setConstraints(button_run,c);		gridbag.setConstraints(button_clear,c);		gridbag.setConstraints(button_save,c);		gridbag.setConstraints(button_load,c);		c.weightx = 5;		c.gridwidth = 5;		gridbag.setConstraints(input_line,c);		button_change.setBackground(colors[current_value]);		p.add(button_change);		p.add(button_run);		p.add(button_clear);		p.add(button_save);		p.add(button_load);		p.add(input_line);		this.add(p,BorderLayout.SOUTH);		button_change.addActionListener(new ActionListener()		{ public void actionPerformed (ActionEvent e)		  { button_change_clicked(); button_change.setBackground(colors[current_value]); }});		button_run.addActionListener(new ActionListener()		{ public void actionPerformed (ActionEvent e)		  { button_run_clicked(input_line.getText()); }});		button_clear.addActionListener(new ActionListener()		{ public void actionPerformed (ActionEvent e)		  { button_clear_clicked(); }});		button_save.addActionListener(new ActionListener()		{ public void actionPerformed (ActionEvent e)		  { button_save_clicked(); }});		button_load.addActionListener(new ActionListener()		{ public void actionPerformed (ActionEvent e)		  { button_load_clicked(); }});		input_line.addActionListener(new ActionListener()		{ public void actionPerformed (ActionEvent e)		  { button_run_clicked(input_line.getText()); }});		this.enableEvents(AWTEvent.MOUSE_EVENT_MASK);	}	void draw_point(point p)	{		Color c = colors[p.value+3];		Graphics window_gc = getGraphics();		buffer_gc.setColor(c);		buffer_gc.fillRect((int)(p.x*XLEN),(int)(p.y*YLEN),4,4);		window_gc.setColor(c);		window_gc.fillRect((int)(p.x*XLEN),(int)(p.y*YLEN),4,4);	}	void clear_all()	{		point_list.removeAllElements();		if(buffer != null)		{			buffer_gc.setColor(colors[0]);			buffer_gc.fillRect(0,0,XLEN,YLEN);		}		repaint();	}	void draw_all_points()	{		int n = point_list.size();		for(int i=0;i<n;i++)			draw_point((point)point_list.elementAt(i));	}	void button_change_clicked()	{		++current_value;		if(current_value > 3) current_value = 1;	}	private static double atof(String s)	{		return Double.valueOf(s).doubleValue();	}	private static int atoi(String s)	{		return Integer.parseInt(s);	}	void button_run_clicked(String args)	{		// guard		if(point_list.isEmpty()) return;		svm_parameter param = new svm_parameter();		// default values		param.svm_type = svm_parameter.C_SVC;		param.kernel_type = svm_parameter.RBF;		param.degree = 3;		param.gamma = 0;		param.coef0 = 0;		param.nu = 0.5;		param.cache_size = 40;		param.C = 1;		param.eps = 1e-3;		param.p = 0.1;		param.shrinking = 1;		param.probability = 0;		param.nr_weight = 0;		param.weight_label = new int[0];		param.weight = new double[0];		// parse options		StringTokenizer st = new StringTokenizer(args);		String[] argv = new String[st.countTokens()];		for(int i=0;i<argv.length;i++)			argv[i] = st.nextToken();		for(int i=0;i<argv.length;i++)		{			if(argv[i].charAt(0) != '-') break;			if(++i>=argv.length)			{				System.err.print("unknown option\n");				break;			}			switch(argv[i-1].charAt(1))			{				case 's':					param.svm_type = atoi(argv[i]);					break;				case 't':					param.kernel_type = atoi(argv[i]);					break;				case 'd':					param.degree = atoi(argv[i]);					break;				case 'g':					param.gamma = atof(argv[i]);					break;				case 'r':					param.coef0 = atof(argv[i]);					break;				case 'n':					param.nu = atof(argv[i]);					break;				case 'm':					param.cache_size = atof(argv[i]);					break;				case 'c':					param.C = atof(argv[i]);					break;				case 'e':					param.eps = atof(argv[i]);					break;				case 'p':					param.p = atof(argv[i]);					break;				case 'h':					param.shrinking = atoi(argv[i]);					break;				case 'b':					param.probability = atoi(argv[i]);					break;				case 'w':					++param.nr_weight;					{						int[] old = param.weight_label;						param.weight_label = new int[param.nr_weight];						System.arraycopy(old,0,param.weight_label,0,param.nr_weight-1);					}					{						double[] old = param.weight;						param.weight = new double[param.nr_weight];						System.arraycopy(old,0,param.weight,0,param.nr_weight-1);					}					param.weight_label[param.nr_weight-1] = atoi(argv[i-1].substring(2));					param.weight[param.nr_weight-1] = atof(argv[i]);					break;				default:					System.err.print("unknown option\n");			}		}		// build problem		svm_problem prob = new svm_problem();		prob.l = point_list.size();		prob.y = new double[prob.l];		if(param.kernel_type == svm_parameter.PRECOMPUTED)		{		}		else if(param.svm_type == svm_parameter.EPSILON_SVR ||			param.svm_type == svm_parameter.NU_SVR)		{			if(param.gamma == 0) param.gamma = 1;			prob.x = new svm_node[prob.l][1];			for(int i=0;i<prob.l;i++)			{				point p = (point)point_list.elementAt(i);				prob.x[i][0] = new svm_node();				prob.x[i][0].index = 1;				prob.x[i][0].value = p.x;				prob.y[i] = p.y;			}			// build model & classify			svm_model model = svm.svm_train(prob, param);			svm_node[] x = new svm_node[1];			x[0] = new svm_node();			x[0].index = 1;			int[] j = new int[XLEN];			Graphics window_gc = getGraphics();			for (int i = 0; i < XLEN; i++)			{				x[0].value = (double) i / XLEN;				j[i] = (int)(YLEN*svm.svm_predict(model, x));			}						buffer_gc.setColor(colors[0]);			buffer_gc.drawLine(0,0,0,YLEN-1);			window_gc.setColor(colors[0]);			window_gc.drawLine(0,0,0,YLEN-1);						int p = (int)(param.p * YLEN);			for(int i=1;i<XLEN;i++)			{				buffer_gc.setColor(colors[0]);				buffer_gc.drawLine(i,0,i,YLEN-1);				window_gc.setColor(colors[0]);				window_gc.drawLine(i,0,i,YLEN-1);				buffer_gc.setColor(colors[5]);				window_gc.setColor(colors[5]);				buffer_gc.drawLine(i-1,j[i-1],i,j[i]);				window_gc.drawLine(i-1,j[i-1],i,j[i]);				if(param.svm_type == svm_parameter.EPSILON_SVR)				{					buffer_gc.setColor(colors[2]);					window_gc.setColor(colors[2]);					buffer_gc.drawLine(i-1,j[i-1]+p,i,j[i]+p);					window_gc.drawLine(i-1,j[i-1]+p,i,j[i]+p);					buffer_gc.setColor(colors[2]);					window_gc.setColor(colors[2]);					buffer_gc.drawLine(i-1,j[i-1]-p,i,j[i]-p);					window_gc.drawLine(i-1,j[i-1]-p,i,j[i]-p);				}			}		}		else		{			if(param.gamma == 0) param.gamma = 0.5;			prob.x = new svm_node [prob.l][2];			for(int i=0;i<prob.l;i++)			{				point p = (point)point_list.elementAt(i);				prob.x[i][0] = new svm_node();				prob.x[i][0].index = 1;				prob.x[i][0].value = p.x;				prob.x[i][1] = new svm_node();				prob.x[i][1].index = 2;				prob.x[i][1].value = p.y;				prob.y[i] = p.value;			}			// build model & classify			svm_model model = svm.svm_train(prob, param);			svm_node[] x = new svm_node[2];			x[0] = new svm_node();			x[1] = new svm_node();			x[0].index = 1;			x[1].index = 2;			Graphics window_gc = getGraphics();			for (int i = 0; i < XLEN; i++)				for (int j = 0; j < YLEN ; j++) {					x[0].value = (double) i / XLEN;					x[1].value = (double) j / YLEN;					double d = svm.svm_predict(model, x);					if (param.svm_type == svm_parameter.ONE_CLASS && d<0) d=2;					buffer_gc.setColor(colors[(int)d]);					window_gc.setColor(colors[(int)d]);					buffer_gc.drawLine(i,j,i,j);					window_gc.drawLine(i,j,i,j);			}		}		draw_all_points();	}	void button_clear_clicked()	{		clear_all();	}	void button_save_clicked()	{		FileDialog dialog = new FileDialog(new Frame(),"Save",FileDialog.SAVE);		dialog.setVisible(true);		String filename = dialog.getFile();		if (filename == null) return;		try {			DataOutputStream fp = new DataOutputStream(new FileOutputStream(filename));			int n = point_list.size();			for(int i=0;i<n;i++)			{				point p = (point)point_list.elementAt(i);				fp.writeBytes(p.value+" 1:"+p.x+" 2:"+p.y+"\n");			}			fp.close();		} catch (IOException e) { System.err.print(e); }	}	void button_load_clicked()	{		FileDialog dialog = new FileDialog(new Frame(),"Load",FileDialog.LOAD);		dialog.setVisible(true);		String filename = dialog.getFile();		if (filename == null) return;		clear_all();		try {			BufferedReader fp = new BufferedReader(new FileReader(filename));			String line;			while((line = fp.readLine()) != null)			{				StringTokenizer st = new StringTokenizer(line," \t\n\r\f:");				byte value = (byte)atoi(st.nextToken());				st.nextToken();				double x = atof(st.nextToken());				st.nextToken();				double y = atof(st.nextToken());				point_list.addElement(new point(x,y,value));			}			fp.close();		} catch (IOException e) { System.err.print(e); }		draw_all_points();	}		protected void processMouseEvent(MouseEvent e)	{		if(e.getID() == MouseEvent.MOUSE_PRESSED)		{			if(e.getX() >= XLEN || e.getY() >= YLEN) return;			point p = new point((double)e.getX()/XLEN,					    (double)e.getY()/YLEN,					    current_value);			point_list.addElement(p);			draw_point(p);		}	}	public void paint(Graphics g)	{		// create buffer first time		if(buffer == null) {			buffer = this.createImage(XLEN,YLEN);			buffer_gc = buffer.getGraphics();			buffer_gc.setColor(colors[0]);			buffer_gc.fillRect(0,0,XLEN,YLEN);		}		g.drawImage(buffer,0,0,this);	}	public Dimension getPreferredSize() { return new Dimension(XLEN,YLEN+50); }	public void setSize(Dimension d) { setSize(d.width,d.height); }	public void setSize(int w,int h) {		super.setSize(w,h);		XLEN = w;		YLEN = h-50;		clear_all();	}	public static void main(String[] argv)	{		new AppletFrame("svm_toy",new svm_toy(),500,500+50);	}}class AppletFrame extends Frame {	AppletFrame(String title, Applet applet, int width, int height)	{		super(title);		this.addWindowListener(new WindowAdapter() {			public void windowClosing(WindowEvent e) {				System.exit(0);			}		});		applet.init();		applet.setSize(width,height);		applet.start();		this.add(applet);		this.pack();		this.setVisible(true);	}}