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58 lines
2.7 KiB
58 lines
2.7 KiB
#ifndef SERIAL_GPU_UTILS_H /* Include guard */
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#define SERIAL_GPU_UTILS_H
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#include "meanshift_kernels.h"
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//GPU error check snippet taken from:
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// https://stackoverflow.com/a/14038590
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#define gpuErrchk(ans) { gpuAssert((ans), __FILE__, __LINE__); }
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inline void gpuAssert(cudaError_t code, const char *file, int line, bool abort=true){
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if (code != cudaSuccess){
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fprintf(stderr,"GPUassert: %s %s %d\n", cudaGetErrorString(code), file, line);
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if (abort) exit(code);
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}
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}
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/* Global variables */
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extern int DEVIATION;
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extern int NUMBER_OF_POINTS;
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extern int DIMENSIONS;
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extern const char* POINTS_FILENAME;
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extern const char* LABELS_FILENAME;
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extern Parameters params;
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extern cudaDeviceProp device_properties;
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//Function set_GPU parses available GPU devices, selects the one with the most multi-processors for
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//usage and stores its properties in global struct device_properties
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void set_GPU();
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//Function meanshift recursively shifts original points according to the mean-shift algorithm saving
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//the result to shiftedPoints, h is the desirable deviation
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int meanshift(double **original_points, double ***shifted_points, int h);
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//Function init_device_memory allocates memory for necessary arrays in the device
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void init_device_memory(double **original_points, double **shifted_points,
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Matrix *d_original_points, Matrix *d_shifted_points, Matrix *d_kernel_matrix,
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Matrix *d_denominator, Matrix *d_new_shift);
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//Function calculate_kernel_matrix is a wrapper for the kernel call of the corresponding kernel
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//"calculate_kernel_matrix_kernel" that calculates the kernel matrix
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void calculate_kernel_matrix(Matrix d_shifted_points, Matrix d_original_points,
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Matrix d_kernel_matrix, double deviation, double ***kernel_matrix, double *w_memcpy_time);
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//Function calculate_denominator is a wrapper for the kernel call of the corresponding kernel
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//"calculate_denominator_kernel" that calculates the denominator of shifted points fraction
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void calculate_denominator(Matrix d_kernel_matrix, Matrix d_denominator);
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//Function shift_points is a wrapper for the kernel call of the corresponding kernel
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//"shift_points_kernel" that shifts the positions of all points
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void shift_points(Matrix d_kernel_matrix, Matrix d_original_points, Matrix d_shifted_points,
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Matrix d_new_shift, Matrix d_denominator, Matrix d_mean_shift_vector, double **kernel_matrix,
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double **original_points, double ***new_shift, double ***mean_shift_vector,
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double *w_memcpy_time);
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//Function free_device_memory frees device's previously allocated memory
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void free_device_memory(Matrix d_original_points, Matrix d_kernel_matrix, Matrix d_denominator,
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Matrix d_shifted_points);
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#endif //SERIAL_GPU_UTILS_H
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