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#include <windows.h> |
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#include <windowsx.h> |
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#include <stdio.h> |
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#include <string.h> |
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#include <ctype.h> |
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#include <list> |
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#include "../../svm.h" |
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using namespace std; |
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#define DEFAULT_PARAM "-t 2 -c 100" |
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#define XLEN 500 |
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#define YLEN 500 |
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#define DrawLine(dc,x1,y1,x2,y2,c) \ |
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do { \ |
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HPEN hpen = CreatePen(PS_SOLID,0,c); \ |
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HPEN horig = SelectPen(dc,hpen); \ |
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MoveToEx(dc,x1,y1,NULL); \ |
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LineTo(dc,x2,y2); \ |
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SelectPen(dc,horig); \ |
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DeletePen(hpen); \ |
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} while(0) |
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using namespace std; |
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COLORREF colors[] = |
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{ |
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RGB(0,0,0), |
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RGB(0,120,120), |
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RGB(120,120,0), |
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RGB(120,0,120), |
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RGB(0,200,200), |
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RGB(200,200,0), |
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RGB(200,0,200) |
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}; |
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HWND main_window; |
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HBITMAP buffer; |
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HDC window_dc; |
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HDC buffer_dc; |
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HBRUSH brush1, brush2, brush3; |
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HWND edit; |
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enum { |
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ID_BUTTON_CHANGE, ID_BUTTON_RUN, ID_BUTTON_CLEAR, |
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ID_BUTTON_LOAD, ID_BUTTON_SAVE, ID_EDIT |
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}; |
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struct point { |
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double x, y; |
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signed char value; |
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}; |
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list<point> point_list; |
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int current_value = 1; |
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LRESULT CALLBACK WndProc(HWND, UINT, WPARAM, LPARAM); |
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int WINAPI WinMain(HINSTANCE hInstance, HINSTANCE hPrevInstance, |
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PSTR szCmdLine, int iCmdShow) |
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{ |
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static char szAppName[] = "SvmToy"; |
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MSG msg; |
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WNDCLASSEX wndclass; |
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wndclass.cbSize = sizeof(wndclass); |
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wndclass.style = CS_HREDRAW | CS_VREDRAW; |
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wndclass.lpfnWndProc = WndProc; |
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wndclass.cbClsExtra = 0; |
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wndclass.cbWndExtra = 0; |
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wndclass.hInstance = hInstance; |
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wndclass.hIcon = LoadIcon(NULL, IDI_APPLICATION); |
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wndclass.hCursor = LoadCursor(NULL, IDC_ARROW); |
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wndclass.hbrBackground = (HBRUSH) GetStockObject(BLACK_BRUSH); |
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wndclass.lpszMenuName = NULL; |
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wndclass.lpszClassName = szAppName; |
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wndclass.hIconSm = LoadIcon(NULL, IDI_APPLICATION); |
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RegisterClassEx(&wndclass); |
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main_window = CreateWindow(szAppName, // window class name |
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"SVM Toy", // window caption |
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WS_OVERLAPPEDWINDOW,// window style |
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CW_USEDEFAULT, // initial x position |
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CW_USEDEFAULT, // initial y position |
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XLEN, // initial x size |
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YLEN+52, // initial y size |
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NULL, // parent window handle |
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NULL, // window menu handle |
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hInstance, // program instance handle |
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NULL); // creation parameters |
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ShowWindow(main_window, iCmdShow); |
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UpdateWindow(main_window); |
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CreateWindow("button", "Change", WS_CHILD | WS_VISIBLE | BS_PUSHBUTTON, |
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0, YLEN, 50, 25, main_window, (HMENU) ID_BUTTON_CHANGE, hInstance, NULL); |
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CreateWindow("button", "Run", WS_CHILD | WS_VISIBLE | BS_PUSHBUTTON, |
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50, YLEN, 50, 25, main_window, (HMENU) ID_BUTTON_RUN, hInstance, NULL); |
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CreateWindow("button", "Clear", WS_CHILD | WS_VISIBLE | BS_PUSHBUTTON, |
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100, YLEN, 50, 25, main_window, (HMENU) ID_BUTTON_CLEAR, hInstance, NULL); |
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CreateWindow("button", "Save", WS_CHILD | WS_VISIBLE | BS_PUSHBUTTON, |
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150, YLEN, 50, 25, main_window, (HMENU) ID_BUTTON_SAVE, hInstance, NULL); |
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CreateWindow("button", "Load", WS_CHILD | WS_VISIBLE | BS_PUSHBUTTON, |
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200, YLEN, 50, 25, main_window, (HMENU) ID_BUTTON_LOAD, hInstance, NULL); |
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edit = CreateWindow("edit", NULL, WS_CHILD | WS_VISIBLE, |
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250, YLEN, 250, 25, main_window, (HMENU) ID_EDIT, hInstance, NULL); |
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Edit_SetText(edit,DEFAULT_PARAM); |
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brush1 = CreateSolidBrush(colors[4]); |
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brush2 = CreateSolidBrush(colors[5]); |
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brush3 = CreateSolidBrush(colors[6]); |
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window_dc = GetDC(main_window); |
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buffer = CreateCompatibleBitmap(window_dc, XLEN, YLEN); |
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buffer_dc = CreateCompatibleDC(window_dc); |
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SelectObject(buffer_dc, buffer); |
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PatBlt(buffer_dc, 0, 0, XLEN, YLEN, BLACKNESS); |
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while (GetMessage(&msg, NULL, 0, 0)) { |
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TranslateMessage(&msg); |
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DispatchMessage(&msg); |
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} |
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return msg.wParam; |
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} |
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int getfilename( HWND hWnd , char *filename, int len, int save) |
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{ |
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OPENFILENAME OpenFileName; |
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memset(&OpenFileName,0,sizeof(OpenFileName)); |
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filename[0]='\0'; |
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OpenFileName.lStructSize = sizeof(OPENFILENAME); |
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OpenFileName.hwndOwner = hWnd; |
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OpenFileName.lpstrFile = filename; |
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OpenFileName.nMaxFile = len; |
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OpenFileName.Flags = 0; |
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return save?GetSaveFileName(&OpenFileName):GetOpenFileName(&OpenFileName); |
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} |
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void clear_all() |
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{ |
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point_list.clear(); |
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PatBlt(buffer_dc, 0, 0, XLEN, YLEN, BLACKNESS); |
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InvalidateRect(main_window, 0, 0); |
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} |
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HBRUSH choose_brush(int v) |
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{ |
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if(v==1) return brush1; |
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else if(v==2) return brush2; |
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else return brush3; |
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} |
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void draw_point(const point & p) |
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{ |
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RECT rect; |
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rect.left = int(p.x*XLEN); |
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rect.top = int(p.y*YLEN); |
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rect.right = int(p.x*XLEN) + 3; |
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rect.bottom = int(p.y*YLEN) + 3; |
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FillRect(window_dc, &rect, choose_brush(p.value)); |
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FillRect(buffer_dc, &rect, choose_brush(p.value)); |
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} |
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void draw_all_points() |
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{ |
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for(list<point>::iterator p = point_list.begin(); p != point_list.end(); p++) |
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draw_point(*p); |
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} |
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void button_run_clicked() |
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{ |
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// guard |
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if(point_list.empty()) return; |
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svm_parameter param; |
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int i,j; |
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// default values |
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param.svm_type = C_SVC; |
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param.kernel_type = RBF; |
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param.degree = 3; |
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param.gamma = 0; |
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param.coef0 = 0; |
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param.nu = 0.5; |
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param.cache_size = 100; |
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param.C = 1; |
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param.eps = 1e-3; |
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param.p = 0.1; |
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param.shrinking = 1; |
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param.probability = 0; |
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param.nr_weight = 0; |
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param.weight_label = NULL; |
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param.weight = NULL; |
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// parse options |
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char str[1024]; |
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Edit_GetLine(edit, 0, str, sizeof(str)); |
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const char *p = str; |
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while (1) { |
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while (*p && *p != '-') |
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p++; |
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if (*p == '\0') |
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break; |
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p++; |
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switch (*p++) { |
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case 's': |
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param.svm_type = atoi(p); |
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break; |
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case 't': |
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param.kernel_type = atoi(p); |
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break; |
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case 'd': |
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param.degree = atoi(p); |
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break; |
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case 'g': |
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param.gamma = atof(p); |
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break; |
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case 'r': |
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param.coef0 = atof(p); |
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break; |
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case 'n': |
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param.nu = atof(p); |
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break; |
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case 'm': |
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param.cache_size = atof(p); |
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break; |
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case 'c': |
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param.C = atof(p); |
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break; |
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case 'e': |
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param.eps = atof(p); |
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break; |
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case 'p': |
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param.p = atof(p); |
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break; |
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case 'h': |
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param.shrinking = atoi(p); |
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break; |
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case 'b': |
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param.probability = atoi(p); |
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break; |
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case 'w': |
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++param.nr_weight; |
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param.weight_label = (int *)realloc(param.weight_label,sizeof(int)*param.nr_weight); |
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param.weight = (double *)realloc(param.weight,sizeof(double)*param.nr_weight); |
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param.weight_label[param.nr_weight-1] = atoi(p); |
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while(*p && !isspace(*p)) ++p; |
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param.weight[param.nr_weight-1] = atof(p); |
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break; |
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} |
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} |
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// build problem |
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svm_problem prob; |
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prob.l = point_list.size(); |
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prob.y = new double[prob.l]; |
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if(param.kernel_type == PRECOMPUTED) |
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{ |
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} |
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else if(param.svm_type == EPSILON_SVR || |
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param.svm_type == NU_SVR) |
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{ |
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if(param.gamma == 0) param.gamma = 1; |
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svm_node *x_space = new svm_node[2 * prob.l]; |
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prob.x = new svm_node *[prob.l]; |
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i = 0; |
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for (list<point>::iterator q = point_list.begin(); q != point_list.end(); q++, i++) |
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{ |
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x_space[2 * i].index = 1; |
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x_space[2 * i].value = q->x; |
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x_space[2 * i + 1].index = -1; |
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prob.x[i] = &x_space[2 * i]; |
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prob.y[i] = q->y; |
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} |
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// build model & classify |
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svm_model *model = svm_train(&prob, ¶m); |
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svm_node x[2]; |
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x[0].index = 1; |
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x[1].index = -1; |
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int *j = new int[XLEN]; |
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for (i = 0; i < XLEN; i++) |
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{ |
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x[0].value = (double) i / XLEN; |
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j[i] = (int)(YLEN*svm_predict(model, x)); |
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} |
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DrawLine(buffer_dc,0,0,0,YLEN,colors[0]); |
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DrawLine(window_dc,0,0,0,YLEN,colors[0]); |
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int p = (int)(param.p * YLEN); |
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for(int i=1; i < XLEN; i++) |
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{ |
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DrawLine(buffer_dc,i,0,i,YLEN,colors[0]); |
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DrawLine(window_dc,i,0,i,YLEN,colors[0]); |
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DrawLine(buffer_dc,i-1,j[i-1],i,j[i],colors[5]); |
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DrawLine(window_dc,i-1,j[i-1],i,j[i],colors[5]); |
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if(param.svm_type == EPSILON_SVR) |
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{ |
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DrawLine(buffer_dc,i-1,j[i-1]+p,i,j[i]+p,colors[2]); |
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DrawLine(window_dc,i-1,j[i-1]+p,i,j[i]+p,colors[2]); |
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DrawLine(buffer_dc,i-1,j[i-1]-p,i,j[i]-p,colors[2]); |
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DrawLine(window_dc,i-1,j[i-1]-p,i,j[i]-p,colors[2]); |
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} |
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} |
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svm_free_and_destroy_model(&model); |
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delete[] j; |
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delete[] x_space; |
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delete[] prob.x; |
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delete[] prob.y; |
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} |
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else |
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{ |
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if(param.gamma == 0) param.gamma = 0.5; |
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svm_node *x_space = new svm_node[3 * prob.l]; |
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prob.x = new svm_node *[prob.l]; |
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i = 0; |
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for (list<point>::iterator q = point_list.begin(); q != point_list.end(); q++, i++) |
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{ |
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x_space[3 * i].index = 1; |
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x_space[3 * i].value = q->x; |
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x_space[3 * i + 1].index = 2; |
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x_space[3 * i + 1].value = q->y; |
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x_space[3 * i + 2].index = -1; |
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prob.x[i] = &x_space[3 * i]; |
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prob.y[i] = q->value; |
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} |
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// build model & classify |
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svm_model *model = svm_train(&prob, ¶m); |
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svm_node x[3]; |
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x[0].index = 1; |
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x[1].index = 2; |
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x[2].index = -1; |
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for (i = 0; i < XLEN; i++) |
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for (j = 0; j < YLEN; j++) { |
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x[0].value = (double) i / XLEN; |
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x[1].value = (double) j / YLEN; |
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double d = svm_predict(model, x); |
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if (param.svm_type == ONE_CLASS && d<0) d=2; |
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SetPixel(window_dc, i, j, colors[(int)d]); |
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SetPixel(buffer_dc, i, j, colors[(int)d]); |
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} |
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svm_free_and_destroy_model(&model); |
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delete[] x_space; |
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delete[] prob.x; |
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delete[] prob.y; |
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} |
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free(param.weight_label); |
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free(param.weight); |
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draw_all_points(); |
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} |
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LRESULT CALLBACK WndProc(HWND hwnd, UINT iMsg, WPARAM wParam, LPARAM lParam) |
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{ |
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HDC hdc; |
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PAINTSTRUCT ps; |
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switch (iMsg) { |
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case WM_LBUTTONDOWN: |
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{ |
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int x = LOWORD(lParam); |
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int y = HIWORD(lParam); |
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point p = {(double)x/XLEN, (double)y/YLEN, current_value}; |
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point_list.push_back(p); |
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draw_point(p); |
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} |
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return 0; |
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case WM_PAINT: |
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{ |
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hdc = BeginPaint(hwnd, &ps); |
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BitBlt(hdc, 0, 0, XLEN, YLEN, buffer_dc, 0, 0, SRCCOPY); |
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EndPaint(hwnd, &ps); |
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} |
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return 0; |
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case WM_COMMAND: |
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{ |
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int id = LOWORD(wParam); |
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switch (id) { |
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case ID_BUTTON_CHANGE: |
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++current_value; |
|
|
|
if(current_value > 3) current_value = 1; |
|
|
|
break; |
|
|
|
case ID_BUTTON_RUN: |
|
|
|
button_run_clicked(); |
|
|
|
break; |
|
|
|
case ID_BUTTON_CLEAR: |
|
|
|
clear_all(); |
|
|
|
break; |
|
|
|
case ID_BUTTON_SAVE: |
|
|
|
{ |
|
|
|
char filename[1024]; |
|
|
|
if(getfilename(hwnd,filename,1024,1)) |
|
|
|
{ |
|
|
|
FILE *fp = fopen(filename,"w"); |
|
|
|
|
|
|
|
char str[1024]; |
|
|
|
Edit_GetLine(edit, 0, str, sizeof(str)); |
|
|
|
const char *p = str; |
|
|
|
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); |
|
|
|
} |
|
|
|
} |
|
|
|
} |
|
|
|
break; |
|
|
|
case ID_BUTTON_LOAD: |
|
|
|
{ |
|
|
|
char filename[1024]; |
|
|
|
if(getfilename(hwnd,filename,1024,0)) |
|
|
|
{ |
|
|
|
FILE *fp = fopen(filename,"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(); |
|
|
|
} |
|
|
|
} |
|
|
|
} |
|
|
|
break; |
|
|
|
} |
|
|
|
} |
|
|
|
return 0; |
|
|
|
case WM_DESTROY: |
|
|
|
PostQuitMessage(0); |
|
|
|
return 0; |
|
|
|
} |
|
|
|
|
|
|
|
return DefWindowProc(hwnd, iMsg, wParam, lParam); |
|
|
|
} |