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Open Source Computer Vision Library
https://opencv.org/
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219 lines
5.7 KiB
219 lines
5.7 KiB
#include "opencv2/video/tracking.hpp" |
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#include "opencv2/imgproc/imgproc.hpp" |
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#include "opencv2/highgui/highgui.hpp" |
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#include <cstdio> |
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#include <iostream> |
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using namespace cv; |
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using namespace std; |
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#define APP_NAME "simpleflow_demo : " |
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static void help() |
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{ |
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// print a welcome message, and the OpenCV version |
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printf("This is a demo of SimpleFlow optical flow algorithm,\n" |
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"Using OpenCV version %s\n\n", CV_VERSION); |
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printf("Usage: simpleflow_demo frame1 frame2 output_flow" |
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"\nApplication will write estimated flow " |
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"\nbetween 'frame1' and 'frame2' in binary format" |
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"\ninto file 'output_flow'" |
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"\nThen one can use code from http://vision.middlebury.edu/flow/data/" |
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"\nto convert flow in binary file to image\n"); |
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} |
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// binary file format for flow data specified here: |
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// http://vision.middlebury.edu/flow/data/ |
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static void writeOpticalFlowToFile(const Mat& flow, FILE* file) { |
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int cols = flow.cols; |
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int rows = flow.rows; |
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fprintf(file, "PIEH"); |
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if (fwrite(&cols, sizeof(int), 1, file) != 1 || |
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fwrite(&rows, sizeof(int), 1, file) != 1) { |
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printf(APP_NAME "writeOpticalFlowToFile : problem writing header\n"); |
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exit(1); |
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} |
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for (int i= 0; i < rows; ++i) { |
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for (int j = 0; j < cols; ++j) { |
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Vec2f flow_at_point = flow.at<Vec2f>(i, j); |
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if (fwrite(&(flow_at_point[0]), sizeof(float), 1, file) != 1 || |
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fwrite(&(flow_at_point[1]), sizeof(float), 1, file) != 1) { |
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printf(APP_NAME "writeOpticalFlowToFile : problem writing data\n"); |
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exit(1); |
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} |
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} |
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} |
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} |
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static void run(int argc, char** argv) { |
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if (argc < 3) { |
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printf(APP_NAME "Wrong number of command line arguments for mode `run`: %d (expected %d)\n", |
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argc, 3); |
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exit(1); |
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} |
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Mat frame1 = imread(argv[0]); |
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Mat frame2 = imread(argv[1]); |
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if (frame1.empty()) { |
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printf(APP_NAME "Image #1 : %s cannot be read\n", argv[0]); |
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exit(1); |
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} |
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if (frame2.empty()) { |
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printf(APP_NAME "Image #2 : %s cannot be read\n", argv[1]); |
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exit(1); |
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} |
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if (frame1.rows != frame2.rows && frame1.cols != frame2.cols) { |
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printf(APP_NAME "Images should be of equal sizes\n"); |
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exit(1); |
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} |
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if (frame1.type() != 16 || frame2.type() != 16) { |
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printf(APP_NAME "Images should be of equal type CV_8UC3\n"); |
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exit(1); |
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} |
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printf(APP_NAME "Read two images of size [rows = %d, cols = %d]\n", |
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frame1.rows, frame1.cols); |
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Mat flow; |
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float start = getTickCount(); |
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calcOpticalFlowSF(frame1, frame2, |
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flow, |
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3, 2, 4, 4.1, 25.5, 18, 55.0, 25.5, 0.35, 18, 55.0, 25.5, 10); |
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printf(APP_NAME "calcOpticalFlowSF : %lf sec\n", (getTickCount() - start) / getTickFrequency()); |
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FILE* file = fopen(argv[2], "wb"); |
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if (file == NULL) { |
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printf(APP_NAME "Unable to open file '%s' for writing\n", argv[2]); |
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exit(1); |
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} |
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printf(APP_NAME "Writing to file\n"); |
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writeOpticalFlowToFile(flow, file); |
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fclose(file); |
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} |
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static bool readOpticalFlowFromFile(FILE* file, Mat& flow) { |
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char header[5]; |
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if (fread(header, 1, 4, file) < 4 && (string)header != "PIEH") { |
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return false; |
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} |
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int cols, rows; |
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if (fread(&cols, sizeof(int), 1, file) != 1|| |
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fread(&rows, sizeof(int), 1, file) != 1) { |
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return false; |
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} |
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flow = Mat::zeros(rows, cols, CV_32FC2); |
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for (int i = 0; i < rows; ++i) { |
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for (int j = 0; j < cols; ++j) { |
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Vec2f flow_at_point; |
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if (fread(&(flow_at_point[0]), sizeof(float), 1, file) != 1 || |
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fread(&(flow_at_point[1]), sizeof(float), 1, file) != 1) { |
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return false; |
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} |
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flow.at<Vec2f>(i, j) = flow_at_point; |
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} |
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} |
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return true; |
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} |
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static bool isFlowCorrect(float u) { |
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return !isnan(u) && (fabs(u) < 1e9); |
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} |
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static float calc_rmse(Mat flow1, Mat flow2) { |
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float sum; |
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int counter = 0; |
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const int rows = flow1.rows; |
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const int cols = flow1.cols; |
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for (int y = 0; y < rows; ++y) { |
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for (int x = 0; x < cols; ++x) { |
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Vec2f flow1_at_point = flow1.at<Vec2f>(y, x); |
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Vec2f flow2_at_point = flow2.at<Vec2f>(y, x); |
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float u1 = flow1_at_point[0]; |
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float v1 = flow1_at_point[1]; |
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float u2 = flow2_at_point[0]; |
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float v2 = flow2_at_point[1]; |
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if (isFlowCorrect(u1) && isFlowCorrect(u2) && isFlowCorrect(v1) && isFlowCorrect(v2)) { |
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sum += (u1-u2)*(u1-u2) + (v1-v2)*(v1-v2); |
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counter++; |
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} |
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} |
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} |
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return sqrt(sum / (1e-9 + counter)); |
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} |
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static void eval(int argc, char** argv) { |
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if (argc < 2) { |
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printf(APP_NAME "Wrong number of command line arguments for mode `eval` : %d (expected %d)\n", |
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argc, 2); |
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exit(1); |
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} |
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Mat flow1, flow2; |
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FILE* flow_file_1 = fopen(argv[0], "rb"); |
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if (flow_file_1 == NULL) { |
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printf(APP_NAME "Cannot open file with first flow : %s\n", argv[0]); |
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exit(1); |
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} |
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if (!readOpticalFlowFromFile(flow_file_1, flow1)) { |
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printf(APP_NAME "Cannot read flow data from file %s\n", argv[0]); |
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exit(1); |
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} |
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fclose(flow_file_1); |
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FILE* flow_file_2 = fopen(argv[1], "rb"); |
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if (flow_file_2 == NULL) { |
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printf(APP_NAME "Cannot open file with first flow : %s\n", argv[1]); |
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exit(1); |
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} |
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if (!readOpticalFlowFromFile(flow_file_2, flow2)) { |
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printf(APP_NAME "Cannot read flow data from file %s\n", argv[1]); |
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exit(1); |
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} |
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fclose(flow_file_2); |
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float rmse = calc_rmse(flow1, flow2); |
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printf("%lf\n", rmse); |
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} |
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int main(int argc, char** argv) { |
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if (argc < 2) { |
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printf(APP_NAME "Mode is not specified\n"); |
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help(); |
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exit(1); |
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} |
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string mode = (string)argv[1]; |
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int new_argc = argc - 2; |
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char** new_argv = &argv[2]; |
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if ("run" == mode) { |
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run(new_argc, new_argv); |
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} else if ("eval" == mode) { |
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eval(new_argc, new_argv); |
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} else if ("help" == mode) |
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help(); |
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else { |
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printf(APP_NAME "Unknown mode : %s\n", argv[1]); |
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help(); |
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} |
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return 0; |
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}
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