#ifndef SERIAL_GPU_UTILS_H /* Include guard */ #define SERIAL_GPU_UTILS_H #include "meanshift_kernels.h" //GPU error check snippet taken from: //https://stackoverflow.com/a/14038590 #define gpuErrchk(ans) { gpuAssert((ans), __FILE__, __LINE__); } inline void gpuAssert(cudaError_t code, const char *file, int line, bool abort=true){ if (code != cudaSuccess){ fprintf(stderr,"GPUassert: %s %s %d\n", cudaGetErrorString(code), file, line); if (abort) exit(code); } } /* Global variables */ extern int DEVIATION; extern int NUMBER_OF_POINTS; extern int DIMENSIONS; extern char* POINTS_FILENAME; extern char* LABELS_FILENAME; extern parameters params; extern cudaDeviceProp device_properties; void set_GPU(); //Function meanshift recursively shifts original points according to th //mean-shift algorithm saving the result to shiftedPoints. Struct opt has user //options, h is the desirable deviation. int meanshift(double **original_points, double ***shifted_points, int h , parameters *opt); void init_device_memory(double **original_points, double **shifted_points, Matrix *d_original_points, Matrix *d_shifted_points, Matrix *d_kernel_matrix, Matrix *d_denominator, Matrix *d_new_shift); void calculate_kernel_matrix(Matrix d_shifted_points, Matrix d_original_points, Matrix d_kernel_matrix, double deviation, double ***kernel_matrix); //Function multiply allocates memory in GPU, sends the data and calls the //multiply kernel function. void shift_points(Matrix d_kernel_matrix, Matrix d_original_points, Matrix d_shifted_points, Matrix d_new_shift, Matrix d_denominator, Matrix d_mean_shift_vector, double **kernel_matrix, double **original_points, double ***new_shift, double ***mean_shift_vector); void free_device_memory(Matrix d_original_points, Matrix d_kernel_matrix, Matrix d_denominator, Matrix d_new_shift); //Function calculate_denominator allocates memory in GPU, sends the data and calls the //denominator kernel function. void calculate_denominator(Matrix d_kernel_matrix, Matrix d_denominator, double **denominator); #endif //SERIAL_GPU_UTILS_H