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main.cpp
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main.cpp
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#include <iostream>
#include <stdio.h>
#include <math.h>
#include <vector>
#include <Eigen/Dense>
#include <Eigen/Eigenvalues>
#include <FL/Fl.H>
#include <FL/Fl_Double_Window.H>
#include <FL/fl_draw.H>
#include <FL/Fl_Button.H>
#include <FL/Fl_Value_Slider.H>
#include "GMM.h"
#include "KMeans.h"
using namespace std;
using Eigen::MatrixXf;
using Eigen::MatrixXd;
using Eigen::VectorXd;
using Eigen::VectorXcd;
using Eigen::MatrixXcd;
using Eigen::EigenSolver;
double scale;
double x0;
double yy0;
double y_org;
double dt = 0.001;
static int win_width(400);
static int win_height(400);
static char const * win_title("simul_point_mass");
#define NUM_SAMPLE (1000)
#define NUM_CLUSTER (3)
#define NUM_DIMENSION (2)
class MySim : public Fl_Widget
{
public:
MySim(int xx, int yy, int width, int height);
virtual ~MySim();
virtual void draw();
void tick();
static void timer_cb(void *param);
int handle(int e)
{
int ret = 0;
switch (e)
{
case FL_PUSH:
double posX, posY;
posX = Fl::event_x();
posY = Fl::event_y();
fprintf(stderr, "PUSH EVENT!!! (%f,%f)\n", posX, posY);
// target_pos[0] = (posX - x0) / scale;
// target_pos[1] = (y_org - posY) / scale;
ret = 1;
break;
case FL_MOUSEWHEEL:
fprintf(stderr, "MOUSE WHEEL!!! %f\n", scale);
scale += Fl::event_dy()/10.;
if ( scale < 0. )
scale = 0.;
ret = 1;
break;
case FL_RELEASE:
fprintf(stderr, "RELEASE EVENT!!!\n");
break;
}
Fl_Widget::handle(e);
return ret;
}
};
class MyWindow : public Fl_Double_Window
{
public:
MyWindow(int width, int height, const char *title);
virtual void resize(int x, int y, int w, int h);
Fl_Button *control;
Fl_Button *again;
Fl_Button *quit;
MySim *sim;
Fl_Value_Slider *mKpSlider;
Fl_Value_Slider *mKvSlider;
static GMM gmm;
static KMeans kmeans;
static void cb_control(Fl_Widget *widget, void *param);
static void cb_again(Fl_Widget *widget, void *param);
static void cb_quit(Fl_Widget *widget, void *param);
static void cb_kp(Fl_Widget *widget, void *param);
static void cb_kv(Fl_Widget *widget, void *param);
};
MySim::MySim(int xx, int yy, int width, int height)
: Fl_Widget(xx, yy, width, height, "")
{
Fl::add_timeout(dt, timer_cb, this);
}
MySim::~MySim() {
// Fl::rgmm(timer_cb, this);
}
static bool paused_ready = false;
void MySim::
timer_cb(void * param)
{
static double lastZ = 10.0;
double x, z;
// if ( z <= 0.0 && lastZ <= 0.0 )
// paused = true;
reinterpret_cast<MySim*>(param)->redraw();
/*
if ( ! paused || ! paused_ready ) {
reinterpret_cast<Simulator*>(param)->tick();
}
if ( paused )
paused_ready = true;
if ( ! paused )
paused_ready = false;
*/
Fl::repeat_timeout(dt, // gets initialized within tick()
timer_cb,
param);
}
void MySim::
draw()
{
double xx, zz;
double xmax, ymax;
xmax = w() / 2.;
ymax = h() / 2.;
double ratio = min(xmax,ymax) / 5. / (scale + 0.1);
#if 0
if (w() > h()) {
scale = h() / 16.0;
}
else {
scale = w() / 16.0;
}
#endif
x0 = w()/2;
yy0 = h()/2;
y_org = h() * 3.0 / 4.0;
fl_color(FL_BLACK);
fl_rectf(x(), y(), w(), h());
fl_color(FL_GREEN);
// vector<VectorXd> *points = (MyWindow::gmm.points);
vector<VectorXd> *points = (MyWindow::kmeans.points);
vector<VectorXd>::iterator it;
vector<int>::iterator iit;
if ( points )
{
for ( it = points->begin(), iit = MyWindow::kmeans.classify.begin() ; it != points->end() ; it++, iit++ )
{
switch ( *iit )
{
case 0:
fl_color(FL_YELLOW);
break;
case 1:
fl_color(FL_RED);
break;
case 2:
fl_color(FL_CYAN);
break;
}
fl_point(x0 + (*it)(0)*ratio,
yy0 + (*it)(1)*ratio);
}
}
int c;
for ( c = 0 ; c < NUM_CLUSTER ; c++ )
{
switch (c)
{
case 0:
fl_color(FL_YELLOW);
break;
case 1:
fl_color(FL_RED);
break;
case 2:
fl_color(FL_CYAN);
break;
}
#if 1
Cluster cl = MyWindow::gmm.clusters[c];
double l;
fl_rectf(x0 + cl.mean[0]*ratio-2., yy0 + cl.mean[1]*ratio-2., 5., 5.);
l = cl.eigval[0].real();
fl_line( x0+ cl.mean[0]*ratio - l*cl.eigvec.col(0)[0].real()*ratio,
yy0 + cl.mean[1]*ratio - l*cl.eigvec.col(0)[1].real()*ratio,
x0+ cl.mean[0]*ratio + l*cl.eigvec.col(0)[0].real()*ratio,
yy0 + cl.mean[1]*ratio + l*cl.eigvec.col(0)[1].real()*ratio);
l = cl.eigval[1].real();
fl_line( x0+ cl.mean[0]*ratio - l*cl.eigvec.col(1)[0].real()*ratio,
yy0 + cl.mean[1]*ratio - l*cl.eigvec.col(1)[1].real()*ratio,
x0+ cl.mean[0]*ratio + l*cl.eigvec.col(1)[0].real()*ratio,
yy0 + cl.mean[1]*ratio + l*cl.eigvec.col(1)[1].real()*ratio);
#else
Cluster_KMeans cl = MyWindow::kmeans.clusters[c];
fl_rectf(x0 + cl.mean[0]*ratio-2., yy0 + cl.mean[1]*ratio-2., 5., 5.);
#endif
}
}
GMM MyWindow::gmm = GMM(NUM_CLUSTER,NUM_DIMENSION);
KMeans MyWindow::kmeans = KMeans(NUM_CLUSTER,NUM_DIMENSION);
MyWindow::
MyWindow(int width, int height, const char * title)
: Fl_Double_Window(width, height, title)
{
Fl::visual(FL_DOUBLE|FL_INDEX);
begin();
sim = new MySim(0, 0, width, height - 40);
control = new Fl_Button(5, height - 35, 100, 30, "&Control");
control->callback(cb_control);
again = new Fl_Button(width / 2 - 50, height - 35, 100, 30, "&Again");
again->callback(cb_again, this);
printf("WIN: %p\n", this);
quit = new Fl_Button(width - 105, height - 35, 100, 30, "&Quit");
quit->callback(cb_quit, this);
mKpSlider = new Fl_Value_Slider( 10, height - 35, width / 4 - 100, 30, "Kp");
mKpSlider->type(FL_HORIZONTAL);
mKpSlider->bounds(0., 10.);
mKpSlider->callback(cb_kp, this);
mKpSlider->value(0.);
mKvSlider = new Fl_Value_Slider( width / 4 + 20, height - 35, width / 4 - 100, 30, "Kv");
mKvSlider->type(FL_HORIZONTAL);
mKvSlider->bounds(0., 90.);
mKvSlider->callback(cb_kv, this);
mKvSlider->value(0.);
end();
resizable(this);
resize(0,0,width, height);
show();
}
void MyWindow::
resize(int x, int y, int w, int h)
{
Fl_Double_Window::resize(x, y, w, h);
sim->resize(0, 0, w, h-40);
mKpSlider->resize(10, h-35, (w-230)/2 - 5,30);
mKvSlider->resize(15 + (w-230)/2, h-35, (w-230)/2 - 5,30);
control->resize(w-225, h - 35, 70, 30);
again->resize(w-150 , h - 35, 70, 30);
quit->resize(w-75, h-35, 70, 30);
}
void MyWindow::
cb_control(Fl_Widget *widget, void *param)
{
MyWindow *pWin = (MyWindow *)param;
pWin->gmm.iterate();
pWin->kmeans.iterate();
}
void MyWindow::
cb_again(Fl_Widget *widget, void *param)
{
MyWindow *pWin = (MyWindow *)param;
pWin->gmm.reset();
}
void MyWindow::
cb_quit(Fl_Widget *widget, void *param)
{
reinterpret_cast<MyWindow*>(param)->hide();
}
void MyWindow::
cb_kp(Fl_Widget *widget, void *param)
{
Fl_Value_Slider *pSlider = (Fl_Value_Slider *)widget;
MyWindow *pWin = (MyWindow *)param;
// myModel.tau = value;
}
void MyWindow::
cb_kv(Fl_Widget *widget, void *param)
{
Fl_Value_Slider *pSlider = (Fl_Value_Slider *)widget;
MyWindow *pWin = (MyWindow *)param;
// myModel.tau = value;
}
int main(int argc, char* argv[])
{
int i;
VectorXd p1(NUM_DIMENSION);
vector<VectorXd> *points;
points = new vector<VectorXd>;
points->clear();
for (i = 0 ; i < NUM_SAMPLE/2 ; i++ )
{
double x, y;
x = getRandomNormal();
y = getRandomNormal();
p1(0) = 2. + x/2.;
p1(1) = y*2.;
points->push_back(p1);
}
MatrixXd rot(NUM_DIMENSION,NUM_DIMENSION);
double th = M_PI / 4.;
rot(0,0) = cos(th);
rot(0,1) = sin(th);
rot(1,0) = -sin(th);
rot(1,1) = cos(th);
for (i = 0 ; i < NUM_SAMPLE/2 ; i++ )
{
double x, y;
x = getRandomNormal();
y = getRandomNormal();
p1(0) = x*3.;
p1(1) = -2. + y/3.;
points->push_back(rot*p1);
}
for (i = 0 ; i < NUM_SAMPLE/2 ; i++ )
{
double x, y;
x = getRandomNormal();
y = getRandomNormal();
p1(0) = -2. + x*3;
p1(1) = 2. + y/3.;
points->push_back(p1);
}
MyWindow win(win_width, win_height, win_title);
#if 1
win.gmm.clusters[0].pi = 0.5;
win.gmm.clusters[1].pi = 0.2;
win.gmm.clusters[2].pi = 0.3;
win.gmm.clusters[0].mean[0] = 0.;
win.gmm.clusters[0].mean[1] = 0.;
win.gmm.clusters[1].mean[0] = 5.;
win.gmm.clusters[1].mean[1] = 0.;
win.gmm.clusters[2].mean[0] = -5.;
win.gmm.clusters[2].mean[1] = 0.;
win.kmeans.clusters[0].mean[0] = 0.;
win.kmeans.clusters[0].mean[1] = 0.;
win.kmeans.clusters[1].mean[0] = 5.;
win.kmeans.clusters[1].mean[1] = 0.;
win.kmeans.clusters[2].mean[0] = -5.;
win.kmeans.clusters[2].mean[1] = 0.;
win.gmm.clusters[0].cov = MatrixXd::Identity(2,2);
win.gmm.clusters[1].cov = MatrixXd::Identity(2,2);
win.gmm.clusters[2].cov = MatrixXd::Identity(2,2);
win.gmm.setDefaultClusters();
win.gmm.setSamples(points);
win.kmeans.setSamples(points);
// win.gmm.reset();
#endif
int ret = Fl::run();
/*
while ( myModel.z > 0 )
{
myModel.update();
printf("x : %5f, z : %5f\n", myModel.x, myModel.z);
printf("xdot : %5f, zdot : %5f\n", myModel.xdot, myModel.zdot);
printf("xddot: %5f, zddot: %5f\n", myModel.xddot, myModel.zddot);
}
*/
return ret;
}