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- #include <QtGui>
- #include <stdio.h>
- #include <stdlib.h>
- #include <string.h>
- #include <ctype.h>
- #include <list>
- #include "../../svm.h"
- using namespace std;
-
- #define DEFAULT_PARAM "-t 2 -c 100"
- #define XLEN 500
- #define YLEN 500
-
- QRgb colors[] =
- {
- qRgb(0,0,0),
- qRgb(0,120,120),
- qRgb(120,120,0),
- qRgb(120,0,120),
- qRgb(0,200,200),
- qRgb(200,200,0),
- qRgb(200,0,200)
- };
-
- class SvmToyWindow : public QWidget
- {
-
- Q_OBJECT
-
- public:
- SvmToyWindow();
- ~SvmToyWindow();
- protected:
- virtual void mousePressEvent( QMouseEvent* );
- virtual void paintEvent( QPaintEvent* );
-
- private:
- QPixmap buffer;
- QPixmap icon1;
- QPixmap icon2;
- QPixmap icon3;
- QPushButton button_change_icon;
- QPushButton button_run;
- QPushButton button_clear;
- QPushButton button_save;
- QPushButton button_load;
- QLineEdit input_line;
- QPainter buffer_painter;
- struct point {
- double x, y;
- signed char value;
- };
- list<point> point_list;
- int current_value;
- const QPixmap& choose_icon(int v)
- {
- if(v==1) return icon1;
- else if(v==2) return icon2;
- else return icon3;
- }
- void clear_all()
- {
- point_list.clear();
- buffer.fill(Qt::black);
- repaint();
- }
- void draw_point(const point& p)
- {
- const QPixmap& icon = choose_icon(p.value);
- buffer_painter.drawPixmap((int)(p.x*XLEN),(int)(p.y*YLEN),icon);
- repaint();
- }
- void draw_all_points()
- {
- for(list<point>::iterator p = point_list.begin(); p != point_list.end();p++)
- draw_point(*p);
- }
- private slots:
- void button_change_icon_clicked()
- {
- ++current_value;
- if(current_value > 3) current_value = 1;
- button_change_icon.setIcon(choose_icon(current_value));
- }
- void button_run_clicked()
- {
- // guard
- if(point_list.empty()) return;
-
- svm_parameter param;
- int i,j;
-
- // default values
- param.svm_type = C_SVC;
- param.kernel_type = RBF;
- param.degree = 3;
- param.gamma = 0;
- param.coef0 = 0;
- param.nu = 0.5;
- param.cache_size = 100;
- param.C = 1;
- param.eps = 1e-3;
- param.p = 0.1;
- param.shrinking = 1;
- param.probability = 0;
- param.nr_weight = 0;
- param.weight_label = NULL;
- param.weight = NULL;
-
- // parse options
- const char *p = input_line.text().toAscii().constData();
-
- while (1) {
- while (*p && *p != '-')
- p++;
-
- if (*p == '\0')
- break;
-
- p++;
- switch (*p++) {
- case 's':
- param.svm_type = atoi(p);
- break;
- case 't':
- param.kernel_type = atoi(p);
- break;
- case 'd':
- param.degree = atoi(p);
- break;
- case 'g':
- param.gamma = atof(p);
- break;
- case 'r':
- param.coef0 = atof(p);
- break;
- case 'n':
- param.nu = atof(p);
- break;
- case 'm':
- param.cache_size = atof(p);
- break;
- case 'c':
- param.C = atof(p);
- break;
- case 'e':
- param.eps = atof(p);
- break;
- case 'p':
- param.p = atof(p);
- break;
- case 'h':
- param.shrinking = atoi(p);
- break;
- case 'b':
- param.probability = atoi(p);
- break;
- case 'w':
- ++param.nr_weight;
- param.weight_label = (int *)realloc(param.weight_label,sizeof(int)*param.nr_weight);
- param.weight = (double *)realloc(param.weight,sizeof(double)*param.nr_weight);
- param.weight_label[param.nr_weight-1] = atoi(p);
- while(*p && !isspace(*p)) ++p;
- param.weight[param.nr_weight-1] = atof(p);
- break;
- }
- }
-
- // build problem
- svm_problem prob;
-
- prob.l = point_list.size();
- prob.y = new double[prob.l];
-
- if(param.kernel_type == PRECOMPUTED)
- {
- }
- else if(param.svm_type == EPSILON_SVR ||
- param.svm_type == NU_SVR)
- {
- if(param.gamma == 0) param.gamma = 1;
- svm_node *x_space = new svm_node[2 * prob.l];
- prob.x = new svm_node *[prob.l];
-
- i = 0;
- for (list <point>::iterator q = point_list.begin(); q != point_list.end(); q++, i++)
- {
- x_space[2 * i].index = 1;
- x_space[2 * i].value = q->x;
- x_space[2 * i + 1].index = -1;
- prob.x[i] = &x_space[2 * i];
- prob.y[i] = q->y;
- }
-
- // build model & classify
- svm_model *model = svm_train(&prob, ¶m);
- svm_node x[2];
- x[0].index = 1;
- x[1].index = -1;
- int *j = new int[XLEN];
-
- for (i = 0; i < XLEN; i++)
- {
- x[0].value = (double) i / XLEN;
- j[i] = (int)(YLEN*svm_predict(model, x));
- }
-
- buffer_painter.setPen(colors[0]);
- buffer_painter.drawLine(0,0,0,YLEN-1);
-
- int p = (int)(param.p * YLEN);
- for(i = 1; i < XLEN; i++)
- {
- buffer_painter.setPen(colors[0]);
- buffer_painter.drawLine(i,0,i,YLEN-1);
-
- buffer_painter.setPen(colors[5]);
- buffer_painter.drawLine(i-1,j[i-1],i,j[i]);
-
- if(param.svm_type == EPSILON_SVR)
- {
- buffer_painter.setPen(colors[2]);
- buffer_painter.drawLine(i-1,j[i-1]+p,i,j[i]+p);
-
- buffer_painter.setPen(colors[2]);
- buffer_painter.drawLine(i-1,j[i-1]-p,i,j[i]-p);
- }
- }
-
- svm_free_and_destroy_model(&model);
- delete[] j;
- delete[] x_space;
- delete[] prob.x;
- delete[] prob.y;
- }
- else
- {
- if(param.gamma == 0) param.gamma = 0.5;
- svm_node *x_space = new svm_node[3 * prob.l];
- prob.x = new svm_node *[prob.l];
-
- i = 0;
- for (list <point>::iterator q = point_list.begin(); q != point_list.end(); q++, i++)
- {
- x_space[3 * i].index = 1;
- x_space[3 * i].value = q->x;
- x_space[3 * i + 1].index = 2;
- x_space[3 * i + 1].value = q->y;
- x_space[3 * i + 2].index = -1;
- prob.x[i] = &x_space[3 * i];
- prob.y[i] = q->value;
- }
-
- // build model & classify
- svm_model *model = svm_train(&prob, ¶m);
- svm_node x[3];
- x[0].index = 1;
- x[1].index = 2;
- x[2].index = -1;
-
- for (i = 0; i < XLEN; i++)
- for (j = 0; j < YLEN ; j++) {
- x[0].value = (double) i / XLEN;
- x[1].value = (double) j / YLEN;
- double d = svm_predict(model, x);
- if (param.svm_type == ONE_CLASS && d<0) d=2;
- buffer_painter.setPen(colors[(int)d]);
- buffer_painter.drawPoint(i,j);
- }
-
- svm_free_and_destroy_model(&model);
- delete[] x_space;
- delete[] prob.x;
- delete[] prob.y;
- }
- free(param.weight_label);
- free(param.weight);
- draw_all_points();
- }
- void button_clear_clicked()
- {
- clear_all();
- }
- void button_save_clicked()
- {
- QString filename = QFileDialog::getSaveFileName();
- if(!filename.isNull())
- {
- FILE *fp = fopen(filename.toAscii().constData(),"w");
-
- const char *p = input_line.text().toAscii().constData();
- const char* svm_type_str = strstr(p, "-s ");
- int svm_type = C_SVC;
- if(svm_type_str != NULL)
- sscanf(svm_type_str, "-s %d", &svm_type);
-
- if(fp)
- {
- if(svm_type == EPSILON_SVR || svm_type == NU_SVR)
- {
- for(list<point>::iterator p = point_list.begin(); p != point_list.end();p++)
- fprintf(fp,"%f 1:%f\n", p->y, p->x);
- }
- else
- {
- for(list<point>::iterator p = point_list.begin(); p != point_list.end();p++)
- fprintf(fp,"%d 1:%f 2:%f\n", p->value, p->x, p->y);
- }
- fclose(fp);
- }
- }
- }
- void button_load_clicked()
- {
- QString filename = QFileDialog::getOpenFileName();
- if(!filename.isNull())
- {
- FILE *fp = fopen(filename.toAscii().constData(),"r");
- if(fp)
- {
- clear_all();
- char buf[4096];
- while(fgets(buf,sizeof(buf),fp))
- {
- int v;
- double x,y;
- if(sscanf(buf,"%d%*d:%lf%*d:%lf",&v,&x,&y)==3)
- {
- point p = {x,y,v};
- point_list.push_back(p);
- }
- else if(sscanf(buf,"%lf%*d:%lf",&y,&x)==2)
- {
- point p = {x,y,current_value};
- point_list.push_back(p);
- }
- else
- break;
- }
- fclose(fp);
- draw_all_points();
- }
- }
-
- }
- };
-
- #include "svm-toy.moc"
-
- SvmToyWindow::SvmToyWindow()
- :button_change_icon(this)
- ,button_run("Run",this)
- ,button_clear("Clear",this)
- ,button_save("Save",this)
- ,button_load("Load",this)
- ,input_line(this)
- ,current_value(1)
- {
- buffer = QPixmap(XLEN,YLEN);
- buffer.fill(Qt::black);
-
- buffer_painter.begin(&buffer);
-
- QObject::connect(&button_change_icon, SIGNAL(clicked()), this,
- SLOT(button_change_icon_clicked()));
- QObject::connect(&button_run, SIGNAL(clicked()), this,
- SLOT(button_run_clicked()));
- QObject::connect(&button_clear, SIGNAL(clicked()), this,
- SLOT(button_clear_clicked()));
- QObject::connect(&button_save, SIGNAL(clicked()), this,
- SLOT(button_save_clicked()));
- QObject::connect(&button_load, SIGNAL(clicked()), this,
- SLOT(button_load_clicked()));
- QObject::connect(&input_line, SIGNAL(returnPressed()), this,
- SLOT(button_run_clicked()));
-
- // don't blank the window before repainting
- setAttribute(Qt::WA_NoBackground);
-
- icon1 = QPixmap(4,4);
- icon2 = QPixmap(4,4);
- icon3 = QPixmap(4,4);
-
-
- QPainter painter;
- painter.begin(&icon1);
- painter.fillRect(0,0,4,4,QBrush(colors[4]));
- painter.end();
-
- painter.begin(&icon2);
- painter.fillRect(0,0,4,4,QBrush(colors[5]));
- painter.end();
-
- painter.begin(&icon3);
- painter.fillRect(0,0,4,4,QBrush(colors[6]));
- painter.end();
-
- button_change_icon.setGeometry( 0, YLEN, 50, 25 );
- button_run.setGeometry( 50, YLEN, 50, 25 );
- button_clear.setGeometry( 100, YLEN, 50, 25 );
- button_save.setGeometry( 150, YLEN, 50, 25);
- button_load.setGeometry( 200, YLEN, 50, 25);
- input_line.setGeometry( 250, YLEN, 250, 25);
-
- input_line.setText(DEFAULT_PARAM);
- button_change_icon.setIcon(icon1);
- }
-
- SvmToyWindow::~SvmToyWindow()
- {
- buffer_painter.end();
- }
-
- void SvmToyWindow::mousePressEvent( QMouseEvent* event )
- {
- point p = {(double)event->x()/XLEN, (double)event->y()/YLEN, current_value};
- point_list.push_back(p);
- draw_point(p);
- }
-
- void SvmToyWindow::paintEvent( QPaintEvent* )
- {
- // copy the image from the buffer pixmap to the window
- QPainter p(this);
- p.drawPixmap(0, 0, buffer);
- }
-
- int main( int argc, char* argv[] )
- {
- QApplication myapp( argc, argv );
-
- SvmToyWindow* mywidget = new SvmToyWindow();
- mywidget->setGeometry( 100, 100, XLEN, YLEN+25 );
-
- mywidget->show();
- return myapp.exec();
- }
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