#include #include #include #include #include #include #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_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::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 ::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 ::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::iterator p = point_list.begin(); p != point_list.end();p++) fprintf(fp,"%f 1:%f\n", p->y, p->x); } else { for(list::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(); }