c++ - 优化一维卷积

Question

有没有办法加速这个一维卷积？我试图使 dy 缓存高效但是用 g++ 和 -O3 编译性能更差。

我正在与 [-1. , 0., 1] 在两个方向上。不是作业。

#include<iostream>
#include<cstdlib>
#include<sys/time.h>

void print_matrix( int height, int width, float *matrix){
    for (int j=0; j < height; j++){
      for (int i=0; i < width; i++){
        std::cout << matrix[j * width + i] << ",";
    }
      std::cout << std::endl;
  }
}

void fill_matrix( int height, int width,  float *matrix){
    for (int j=0; j < height; j++){
      for (int i=0; i < width; i++){
        matrix[j * width + i] = ((float)rand() / (float)RAND_MAX) ;
    }
  }
}

#define RESTRICT __restrict__

void dx_matrix( int height, int width, float * RESTRICT in_matrix,  float * RESTRICT out_matrix, float *min, float *max){
  //init min,max
  *min = *max = -1.F * in_matrix[0] + in_matrix[1]; 

    for (int j=0; j < height; j++){
      float* row = in_matrix + j * width;
      for (int i=1; i < width-1; i++){
        float res = -1.F * row[i-1] + row[i+1]; /* -1.F * value + 0.F * value + 1.F * value; */ 
        if (res > *max ) *max = res;
        if (res < *min ) *min = res;
        out_matrix[j * width + i] = res;
      }
    }
}

void dy_matrix( int height, int width, float * RESTRICT in_matrix,  float * RESTRICT out_matrix, float *min, float *max){
  //init min,max
  *min = *max = -1.F * in_matrix[0] + in_matrix[ width + 1]; 

  for (int j=1; j < height-1; j++){
      for (int i=0; i < width; i++){
        float res = -1.F * in_matrix[ (j-1) * width + i] + in_matrix[ (j+1) * width + i] ;
        if (res > *max ) *max = res;
        if (res < *min ) *min = res;
        out_matrix[j * width + i] =  res;
      }
    }
}

double now (void)                                                                                          
{                                                                                                                    
  struct timeval tv;                                                                                               
  gettimeofday(&tv, NULL);                                                                                         
  return (double)tv.tv_sec + (double)tv.tv_usec / 1000000.0;
}


int main(int argc, char **argv){

  int width, height;
  float *in_matrix;
  float *out_matrix;

  if(argc < 3){
    std::cout  << argv[0] << "usage: width height " << std::endl;
    return -1;
  }

  srand(123);

  width = atoi(argv[1]);
  height = atoi(argv[2]);

  std::cout << "Width:"<< width << " Height:" << height << std::endl;

  if (width < 3){
    std::cout << "Width too short " << std::endl;
    return -1;
  }
  if (height < 3){
    std::cout << "Height too short " << std::endl;
    return -1;
  }

  in_matrix = (float *) malloc( height * width * sizeof(float));
  out_matrix = (float *) malloc( height * width * sizeof(float));

  fill_matrix(height, width, in_matrix);
  //print_matrix(height, width, in_matrix);

  float min, max;

  double a = now();
  dx_matrix(height, width, in_matrix, out_matrix, &min, &max);
  std::cout << "dx min:" << min << " max:" << max << std::endl;

  dy_matrix(height, width, in_matrix, out_matrix, &min, &max);
  double b = now();
  std::cout << "dy min:" << min << " max:" << max << std::endl;
  std::cout << "time: " << b-a << " sec" << std::endl;


  return 0;
}

Answer 1

使用局部变量计算最小值和最大值。每次你这样做:

if (res > *max ) *max = res;
if (res < *min ) *min = res;

max 和 min 必须写入内存。在指针上添加 restrict 会有所帮助(表明写入是独立的)，但更好的方法是类似

//Setup
float tempMin = ...
float tempMax = ...
...
    // Inner loop
    tempMin = (res < tempMin) ? res : tempMin;
    tempMax = (res > tempMax) ? res : tempMax;
...
// End
*min = tempMin;
*max = tempMax;