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An autoshoot bot for CS:GO that uses a Feed-Forward Neural Network.
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| /* | |
| -------------------------------------------------- | |
| James William Fletcher (github.com/mrbid) | |
| JANURARY 2023 | |
| -------------------------------------------------- | |
| You may want to install espeak via your package manager. | |
| sudo apt install clang espeak libx11-dev | |
| clang main.c -Ofast -mfma -lX11 -lm -o aim | |
| 6289 FLOPS (floating-point operations per scan) | |
| */ | |
| #include <stdio.h> | |
| #include <stdlib.h> | |
| #include <math.h> | |
| #include <time.h> | |
| #include <string.h> | |
| #include <unistd.h> | |
| #include <stdint.h> | |
| #include <X11/Xlib.h> | |
| #include <X11/Xutil.h> | |
| #include <sys/time.h> | |
| #include <sys/stat.h> | |
| // general | |
| #pragma GCC diagnostic ignored "-Wgnu-folding-constant" | |
| #define forceinline __attribute__((always_inline)) inline | |
| #define uint unsigned int | |
| // scan area vars | |
| #define SCAN_AREA 28 | |
| const uint r0 = SCAN_AREA; // dimensions of sample image square | |
| const uint r2 = r0*r0; // total pixels in square | |
| const uint r2i = r2*3; // total inputs to neural net pixels*channels | |
| const uint rd2 = r0/2; // total pixels divided by two | |
| uint x=0, y=0; | |
| float input[r2] = {0}; | |
| // x11 vars | |
| Display *d; | |
| int si; | |
| Window twin = 0; | |
| GC gc = 0; | |
| unsigned char pgmbytes[r2] = {0}; | |
| char targets_dir[256]; | |
| uint sps = 0; // for SPS | |
| // settings | |
| uint enable = 0; | |
| uint sample_capture = 0; | |
| uint crosshair = 1; | |
| uint hotkeys = 1; | |
| // hyperparameters that you can change | |
| #define TRIGGER 1 // how many times to pull the trigger when a target is detected | |
| #define SCAN_VARIANCE 1.f // how much to randomly wiggle the scan area between scans | |
| #define SCAN_DELAY 1000 // scan frequency delay in microseconds | |
| #define ACTIVATION_SENITIVITY 0.98f // minimum activation sensitivity to fire a shot | |
| #define REPEAT_ACTIVATION 0 // how many positive activations in a row before firing a shot | |
| #define FIRE_RATE_LIMIT_MS 100 // delay between firing shots in milliseconds | |
| #define TRIGGER_RATE_LIMIT_MS 30 // delay between firing shots between TRIGGER iterations in milliseconds | |
| /*************************************************** | |
| ~~ Neural Network Forward-Pass | |
| */ | |
| const float dense_kernel_array[6272] = { | |
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| +7.17722774e-01f,+3.42631638e-02f,+9.85531449e-01f,-3.39457482e-01f,+8.15808177e-01f, | |
| +2.56541401e-01f,-5.30313075e-01f,-7.36504257e-01f,+9.13162112e-01f,-7.96511173e-02f, | |
| +7.05006838e-01f,+4.57285494e-01f,+1.27784565e-01f,+3.17662716e-01f,-8.05296481e-01f, | |
| -7.26151645e-01f,+7.56696701e-01f,-1.25878727e+00f,-1.96691346e+00f,+3.47392082e-01f, | |
| -6.18914843e-01f,+3.26773733e-01f,-1.42846024e+00f,+4.05067027e-01f,+6.98883533e-01f, | |
| -7.54996121e-01f,-7.92226076e-01f,+8.21952373e-02f,+3.25326622e-01f,-4.04116184e-01f, | |
| -4.67716485e-01f,-9.09492016e-01f,+6.49370968e-01f,+1.28349856e-01f,+5.84208786e-01f, | |
| +7.97706902e-01f,+9.00232077e-01f,+4.77914155e-01f,-4.52824920e-01f,-1.63076550e-03f, | |
| +2.08064884e-01f,-2.20819011e-01f,+5.19583523e-01f,-2.16833860e-01f,+5.06450469e-03f, | |
| -4.47369933e-01f,+2.66410768e-01f,-1.26580194e-01f,-1.39292622e+00f,-1.41123816e-01f, | |
| +5.23058534e-01f,-6.15106598e-02f,-1.90734848e-01f,+2.86887705e-01f,+8.65680873e-01f, | |
| -1.70871869e-01f,+5.50908446e-01f,-9.44727242e-01f,+3.69737476e-01f,-7.87667751e-01f, | |
| -2.68626809e-01f,-7.39439428e-01f,-9.72630978e-01f,+7.12801814e-01f,-1.63988322e-01f, | |
| -3.88328820e-01f,+8.68012428e-01f,-8.92848909e-01f,+3.38700354e-01f,-3.85118753e-01f, | |
| -2.92547286e-01f,+1.17223108e+00f,-4.37371790e-01f,+6.35920644e-01f,+2.30702654e-01f, | |
| +1.04014874e+00f,-8.54050517e-01f,+4.63744789e-01f,-3.91700476e-01f,-1.21933079e+00f, | |
| -8.50965202e-01f,+1.48663178e-01f,+6.30150557e-01f,+2.02541545e-01f,+1.97418690e-01f, | |
| +5.29299319e-01f,+5.42354643e-01f,+6.37594700e-01f,-1.11236684e-01f,+2.20870644e-01f, | |
| -1.76744252e-01f,-8.82871971e-02f,+3.91080588e-01f,-1.67373806e-01f,-1.54909658e+00f, | |
| -1.16001391e+00f,-3.51463169e-01f,-2.10759327e-01f,+1.11717500e-01f,+4.80153292e-01f, | |
| -5.49014330e-01f,-3.45242798e-01f,-1.54716685e-01f,-1.49028406e-01f,+5.18496454e-01f, | |
| +1.71054155e-01f,+6.86451674e-01f,+9.68165874e-01f,-2.25989610e-01f,-4.84928340e-02f, | |
| +3.58087599e-01f,-5.25965750e-01f,+1.35069656e+00f,+2.60508031e-01f,-1.95179075e-01f, | |
| -1.22320637e-01f,-2.80641943e-01f,+2.15579048e-01f,+6.51157141e-01f,+5.39124012e-01f, | |
| -1.41744301e-01f,+8.80111396e-01f,+3.74417871e-01f,-2.35577766e-02f,-3.77726942e-01f, | |
| -1.07638502e+00f,-7.22066224e-01f,-3.87726396e-01f,+1.97336867e-01f,+6.15035295e-01f, | |
| +8.81486297e-01f,+3.94071221e-01f,+6.98135495e-01f,-2.25970298e-01f,+1.20646381e+00f, | |
| +4.98671889e-01f,+3.26273143e-01f,-3.03045571e-01f,+1.19570684e+00f,-5.67412972e-01f, | |
| -7.22046554e-01f,+1.06801063e-01f}; | |
| const float dense_bias_array[8] = {+1.34041712e-01f,-1.29523441e-01f,+9.42962408e-01f,-2.39238188e-01f,+2.62398005e-01f, | |
| -1.55232117e-01f,-3.69325519e-01f,-1.13085818e+00f}; | |
| const float dense_1_kernel_array[8] = {+3.69181466e+00f,-5.62716627e+00f,-7.33291292e+00f,+5.10035133e+00f,-4.71822977e+00f, | |
| -5.84783220e+00f,+4.56032562e+00f,+7.74689913e+00f}; | |
| const float dense_1_bias_array[1] = {+1.22081697e+00f}; | |
| forceinline void k2c_affine_matmul(float* C, const float* A, const float* B, const float* d, const size_t outrows, const size_t outcols, const size_t innerdim) | |
| { | |
| // https://github.com/f0uriest/keras2c/blob/master/include/k2c_helper_functions.c#L60 | |
| for(size_t i = 0; i < outrows; ++i) | |
| { | |
| const size_t outrowidx = i*outcols; | |
| const size_t inneridx = i*innerdim; | |
| for(size_t j = 0; j < outcols; ++j) | |
| { | |
| for(size_t k = 0; k < innerdim; ++k) | |
| C[outrowidx+j] += A[inneridx+k] * B[k*outcols+j]; | |
| C[outrowidx+j] += d[j]; | |
| } | |
| } | |
| } | |
| forceinline float sigmoid(const float x) | |
| { | |
| return 1.f / (1.f + expf(-x)); | |
| } | |
| forceinline void processScanArea(Window w); | |
| forceinline float processModel() | |
| { | |
| processScanArea(twin); | |
| float dense_output_array[8] = {0}; | |
| k2c_affine_matmul(dense_output_array, input, dense_kernel_array, dense_bias_array, 1, 8, 784); | |
| for(size_t i=0; i < 8; ++i) | |
| dense_output_array[i] = tanhf(dense_output_array[i]); | |
| float final = 0.f; | |
| k2c_affine_matmul(&final, dense_output_array, dense_1_kernel_array, dense_1_bias_array, 1, 1, 8); | |
| return sigmoid(final); | |
| } | |
| /*************************************************** | |
| ~~ Utils | |
| */ | |
| #ifdef SCAN_VARIANCE | |
| uint qRand(const float min, const float max) | |
| { | |
| static float rndmax = 1.f/(float)RAND_MAX; | |
| return (((float)rand()) * rndmax) * (max-min) + min; | |
| } | |
| #endif | |
| void writePGM(const char* file, const unsigned char* data) | |
| { | |
| FILE* f = fopen(file, "wb"); | |
| if(f != NULL) | |
| { | |
| fprintf(f, "P5 28 28 255 "); | |
| fwrite(data, 1, r2i, f); | |
| fclose(f); | |
| } | |
| } | |
| uint64_t microtime() | |
| { | |
| struct timeval tv; | |
| struct timezone tz; | |
| memset(&tz, 0, sizeof(struct timezone)); | |
| gettimeofday(&tv, &tz); | |
| return 1000000 * tv.tv_sec + tv.tv_usec; | |
| } | |
| void rainbow_printf(const char* text) | |
| { | |
| static unsigned char base_clr = 0; | |
| if(base_clr == 0) | |
| base_clr = (rand()%125)+55; | |
| base_clr += 3; | |
| unsigned int clr = base_clr; | |
| const unsigned int len = strlen(text); | |
| for(unsigned int i = 0; i < len; i++) | |
| { | |
| clr++; | |
| printf("\e[38;5;%im", clr); | |
| printf("%c", text[i]); | |
| } | |
| printf("\e[38;5;123m"); | |
| } | |
| void rainbow_line_printf(const char* text) | |
| { | |
| static unsigned char base_clr = 0; | |
| if(base_clr == 0) | |
| base_clr = (rand()%125)+55; | |
| printf("\e[38;5;%im", base_clr); | |
| base_clr++; | |
| if(base_clr >= 230) | |
| base_clr = (rand()%125)+55; | |
| const unsigned int len = strlen(text); | |
| for(unsigned int i = 0; i < len; i++) | |
| printf("%c", text[i]); | |
| printf("\e[38;5;123m"); | |
| } | |
| int key_is_pressed(KeySym ks) | |
| { | |
| // https://www.cl.cam.ac.uk/~mgk25/ucs/keysymdef.h | |
| char keys_return[32]; | |
| XQueryKeymap(d, keys_return); | |
| KeyCode kc2 = XKeysymToKeycode(d, ks); | |
| int isPressed = !!(keys_return[kc2 >> 3] & (1 << (kc2 & 7))); | |
| return isPressed; | |
| } | |
| void speakS(const char* text) | |
| { | |
| char s[256]; | |
| sprintf(s, "/usr/bin/espeak \"%s\"", text); | |
| if(system(s) <= 0) | |
| sleep(1); | |
| } | |
| Window findWindow(Display *d, Window current, char const *needle) | |
| { | |
| Window ret = 0, root, parent, *children; | |
| unsigned cc; | |
| char *name = NULL; | |
| if(current == 0) | |
| current = XDefaultRootWindow(d); | |
| if(XFetchName(d, current, &name) > 0) | |
| { | |
| if(strstr(name, needle) != NULL) | |
| { | |
| XFree(name); | |
| return current; | |
| } | |
| XFree(name); | |
| } | |
| if(XQueryTree(d, current, &root, &parent, &children, &cc) != 0) | |
| { | |
| for(unsigned int i = 0; i < cc; ++i) | |
| { | |
| Window win = findWindow(d, children[i], needle); | |
| if(win != 0) | |
| { | |
| ret = win; | |
| break; | |
| } | |
| } | |
| XFree(children); | |
| } | |
| return ret; | |
| } | |
| forceinline void processScanArea(Window w) | |
| { | |
| // get image block | |
| XImage *img; | |
| #ifdef SCAN_VARIANCE | |
| img = XGetImage(d, w, (x+qRand(-SCAN_VARIANCE, SCAN_VARIANCE))-rd2, (y+qRand(-SCAN_VARIANCE, SCAN_VARIANCE))-rd2, r0, r0, AllPlanes, XYPixmap); | |
| #else | |
| img = XGetImage(d, w, x-rd2, y-rd2, r0, r0, AllPlanes, XYPixmap); | |
| #endif | |
| if(img == NULL) | |
| return; | |
| // extract colour information | |
| int i = 0; | |
| for(int y = 0; y < r0; y++) | |
| { | |
| for(int x = 0; x < r0; x++) | |
| { | |
| const unsigned long pixel = XGetPixel(img, x, y); | |
| const unsigned char sr = (pixel & img->red_mask) >> 16; | |
| const unsigned char sg = (pixel & img->green_mask) >> 8; | |
| const unsigned char sb = pixel & img->blue_mask; | |
| // 0-1 norm | |
| input[i] = ((sr * 0.003921568859f) + (sg * 0.003921568859f) + (sb * 0.003921568859f)) * 0.3333333433f; | |
| pgmbytes[i] = (sr + sg + sb) / 3; | |
| i++; | |
| } | |
| } | |
| // free image block | |
| XDestroyImage(img); | |
| // increment SPS | |
| sps++; | |
| } | |
| void reprint() | |
| { | |
| system("clear"); | |
| rainbow_printf("James William Fletcher (github.com/mrbid)\n"); | |
| rainbow_printf("L-CTRL + L-ALT = Toggle BOT ON/OFF\n"); | |
| rainbow_printf("R-CTRL + R-ALT = Toggle HOTKEYS ON/OFF\n"); | |
| rainbow_printf("P = Toggle crosshair.\n"); | |
| rainbow_printf("G = Get activation for reticule area.\n"); | |
| rainbow_printf("H = Hold pressed to print scans per second.\n"); | |
| rainbow_printf("L = Toggle sample capture.\n"); | |
| rainbow_printf("E = Manual sample capture.\n"); | |
| printf("\e[38;5;76m"); | |
| printf("\nMake the crosshair a single green pixel.\nOR disable the game crosshair and use the crosshair provided by this bot.\nOR if your monitor provides a crosshair use that. (this is best)\n\n"); | |
| printf("This bot will only auto trigger when W,A,S,D & L-SHIFT are not being pressed.\n(so when your not moving in game, aka stationary)\n\nL-SHIFT allows you to disable the bot while stationary if desired.\n\n"); | |
| printf("\e[38;5;123m"); | |
| if(twin != 0) | |
| { | |
| printf("CS:GO Win: 0x%lX\n\n", twin); | |
| if(enable == 1) | |
| rainbow_line_printf("BOT: \033[1m\e[32mON\e[0m\n"); | |
| else | |
| rainbow_line_printf("BOT: \033[1m\e[31mOFF\e[0m\n"); | |
| if(hotkeys == 1) | |
| rainbow_line_printf("HOTKEYS: \033[1m\e[32mON\e[0m\n"); | |
| else | |
| rainbow_line_printf("HOTKEYS: \033[1m\e[31mOFF\e[0m\n"); | |
| if(sample_capture == 1) | |
| rainbow_line_printf("SAMPLE CAPTURE: \033[1m\e[32mON\e[0m\n"); | |
| else | |
| rainbow_line_printf("SAMPLE CAPTURE: \033[1m\e[31mOFF\e[0m\n"); | |
| if(crosshair == 1) | |
| rainbow_line_printf("CROSSHAIR: \033[1m\e[32mON\e[0m\n"); | |
| else | |
| rainbow_line_printf("CROSSHAIR: \033[1m\e[31mOFF\e[0m\n"); | |
| printf("\n"); | |
| } | |
| } | |
| /*************************************************** | |
| ~~ Program Entry Point | |
| */ | |
| int main(int argc, char *argv[]) | |
| { | |
| srand(time(0)); | |
| // wipe old data | |
| remove("/dev/shm/pred_r.dat"); | |
| remove("/dev/shm/pred_input.dat"); | |
| // intro | |
| reprint(); | |
| // open display 0 | |
| d = XOpenDisplay(":0"); | |
| if(d == NULL) | |
| { | |
| printf("Failed to open display\n"); | |
| return 0; | |
| } | |
| // get default screen | |
| si = XDefaultScreen(d); | |
| // get graphics context | |
| gc = DefaultGC(d, si); | |
| // find window | |
| twin = findWindow(d, 0, "Counter-Strike"); | |
| if(twin != 0) | |
| reprint(); | |
| // | |
| XEvent event; | |
| memset(&event, 0x00, sizeof(event)); | |
| // | |
| uint tc = 0; | |
| while(1) | |
| { | |
| // loop every SCAN_DELAY ms (1,000 microsecond = 1 millisecond) | |
| usleep(SCAN_DELAY); | |
| // bot toggle | |
| if(key_is_pressed(XK_Control_L) && key_is_pressed(XK_Alt_L)) | |
| { | |
| if(enable == 0) | |
| { | |
| // get window | |
| twin = findWindow(d, 0, "Counter-Strike"); | |
| if(twin == 0) | |
| { | |
| printf("Failed to detect a CS:GO window.\n"); | |
| sleep(1); | |
| continue; | |
| } | |
| // get center window point (x & y) | |
| XWindowAttributes attr; | |
| XGetWindowAttributes(d, twin, &attr); | |
| x = attr.width/2; | |
| y = attr.height/2; | |
| // set mouse event | |
| memset(&event, 0x00, sizeof(event)); | |
| event.type = ButtonPress; | |
| event.xbutton.button = Button1; | |
| event.xbutton.same_screen = True; | |
| event.xbutton.subwindow = twin; | |
| event.xbutton.window = twin; | |
| enable = 1; | |
| usleep(100000); | |
| reprint(); | |
| speakS("on"); | |
| } | |
| else | |
| { | |
| enable = 0; | |
| usleep(100000); | |
| reprint(); | |
| speakS("off"); | |
| } | |
| } | |
| // toggle bot on/off | |
| if(enable == 1) | |
| { | |
| // always tracks sps | |
| static uint64_t st = 0; | |
| if(microtime() - st >= 1000000) | |
| { | |
| if(key_is_pressed(XK_H)) | |
| printf("\e[36mSPS: %u\e[0m\n", sps); | |
| sps = 0; | |
| st = microtime(); | |
| } | |
| // input toggle | |
| if(key_is_pressed(XK_Control_R) && key_is_pressed(XK_Alt_R)) | |
| { | |
| if(hotkeys == 0) | |
| { | |
| hotkeys = 1; | |
| usleep(100000); | |
| reprint(); | |
| speakS("hk on"); | |
| } | |
| else | |
| { | |
| hotkeys = 0; | |
| usleep(100000); | |
| reprint(); | |
| speakS("hk off"); | |
| } | |
| } | |
| if(hotkeys == 1) | |
| { | |
| // crosshair toggle | |
| if(key_is_pressed(XK_P)) | |
| { | |
| if(crosshair == 0) | |
| { | |
| crosshair = 1; | |
| usleep(100000); | |
| reprint(); | |
| speakS("cx on"); | |
| } | |
| else | |
| { | |
| crosshair = 0; | |
| usleep(100000); | |
| reprint(); | |
| speakS("cx off"); | |
| } | |
| } | |
| // sample capture toggle | |
| if(key_is_pressed(XK_L)) | |
| { | |
| if(sample_capture == 0) | |
| { | |
| char* home = getenv("HOME"); | |
| sprintf(targets_dir, "%s/Desktop/targets", home); | |
| mkdir(targets_dir, 0777); | |
| sample_capture = 1; | |
| usleep(100000); | |
| reprint(); | |
| speakS("sc on"); | |
| } | |
| else | |
| { | |
| sample_capture = 0; | |
| usleep(100000); | |
| reprint(); | |
| speakS("sc off"); | |
| } | |
| } | |
| // sample capture | |
| static uint64_t scd = 0; | |
| if(sample_capture == 1 && key_is_pressed(XK_E) && microtime() > scd) | |
| { | |
| char name[32]; | |
| sprintf(name, "%s/%i.pgm", targets_dir, rand()); | |
| writePGM(name, &pgmbytes[0]); | |
| printf("\e[93mMANUAL SAVE:\e[38;5;123m %s\n", name); | |
| scd = microtime() + 350000; | |
| } | |
| } | |
| if(hotkeys == 1 && key_is_pressed(XK_G)) // print activation when pressed | |
| { | |
| const float ret = processModel(); | |
| if(ret > 0.001f) | |
| { | |
| if(ret > ACTIVATION_SENITIVITY) | |
| { | |
| printf("\e[93mA: %f\e[0m\n", ret); | |
| XSetForeground(d, gc, 65280); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-1, y-rd2-1, r0+2, r0+2); | |
| XSetForeground(d, gc, 0); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-2, y-rd2-2, r0+4, r0+4); | |
| XFlush(d); | |
| } | |
| else | |
| { | |
| const uint s = (uint)((1.f-ret)*255.f); | |
| printf("\x1b[38;2;255;%u;%um A: %f\n", s, s, ret); | |
| XSetForeground(d, gc, 16711680); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-1, y-rd2-1, r0+2, r0+2); | |
| XSetForeground(d, gc, 0); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-2, y-rd2-2, r0+4, r0+4); | |
| XFlush(d); | |
| } | |
| } | |
| else | |
| { | |
| XSetForeground(d, gc, 16711680); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-1, y-rd2-1, r0+2, r0+2); | |
| XSetForeground(d, gc, 0); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-2, y-rd2-2, r0+4, r0+4); | |
| XFlush(d); | |
| } | |
| } | |
| else | |
| { | |
| if(crosshair == 1) | |
| { | |
| XSetForeground(d, gc, 65280); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-1, y-rd2-1, r0+2, r0+2); | |
| XSetForeground(d, gc, 0); | |
| XDrawRectangle(d, event.xbutton.window, gc, x-rd2-2, y-rd2-2, r0+4, r0+4); | |
| XFlush(d); | |
| } | |
| if(key_is_pressed(XK_W) == 0 && key_is_pressed(XK_A) == 0 && key_is_pressed(XK_S) == 0 && key_is_pressed(XK_D) == 0 && key_is_pressed(XK_Shift_L) == 0) | |
| { | |
| const float activation = processModel(); | |
| // passed minimum activation? | |
| if(activation > ACTIVATION_SENITIVITY) | |
| { | |
| tc++; | |
| // did we activate enough times in a row to be sure this is a target? | |
| if(tc > REPEAT_ACTIVATION) | |
| { | |
| if(sample_capture == 1) | |
| { | |
| char name[32]; | |
| sprintf(name, "%s/%i.pgm", targets_dir, rand()); | |
| writePGM(name, &pgmbytes[0]); | |
| printf("SAVED: %s\n", name); | |
| } | |
| // fire off as many shots as we need to | |
| for(int i = 0; i < TRIGGER; i++) | |
| { | |
| // fire mouse down | |
| event.type = ButtonPress; | |
| event.xbutton.state = 0; | |
| XSendEvent(d, PointerWindow, True, 0xfff, &event); | |
| XFlush(d); | |
| // wait 100ms (or ban for suspected cheating) | |
| usleep(100000); | |
| // release mouse down | |
| event.type = ButtonRelease; | |
| event.xbutton.state = 0x100; | |
| XSendEvent(d, PointerWindow, True, 0xfff, &event); | |
| XFlush(d); | |
| // fire limit | |
| usleep(TRIGGER_RATE_LIMIT_MS * 1000); | |
| } | |
| // fire limit | |
| usleep(FIRE_RATE_LIMIT_MS * 1000); | |
| } | |
| } | |
| else | |
| { | |
| tc = 0; | |
| } | |
| } | |
| } | |
| /// | |
| } | |
| } | |
| // done, never gets here in regular execution flow | |
| return 0; | |
| } |
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