CuPBoP/examples/nw/needle.cu

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2022-05-04 20:59:38 +08:00
#define LIMIT -999
#include "needle.h"
#include <cuda.h>
#include <math.h>
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <sys/time.h>
// includes, kernels
#include "needle_kernel.cu"
#ifdef TIMING
#include "timing.h"
struct timeval tv;
struct timeval tv_total_start, tv_total_end;
struct timeval tv_h2d_start, tv_h2d_end;
struct timeval tv_d2h_start, tv_d2h_end;
struct timeval tv_kernel_start, tv_kernel_end;
struct timeval tv_mem_alloc_start, tv_mem_alloc_end;
struct timeval tv_close_start, tv_close_end;
float init_time = 0, mem_alloc_time = 0, h2d_time = 0, kernel_time = 0,
d2h_time = 0, close_time = 0, total_time = 0;
#endif
////////////////////////////////////////////////////////////////////////////////
// declaration, forward
void runTest(int argc, char **argv);
int maximum(int a, int b, int c) {
int k;
if (a <= b)
k = b;
else
k = a;
if (k <= c)
return (c);
else
return (k);
}
int blosum62[24][24] = {{4, -1, -2, -2, 0, -1, -1, 0, -2, -1, -1, -1,
-1, -2, -1, 1, 0, -3, -2, 0, -2, -1, 0, -4},
{-1, 5, 0, -2, -3, 1, 0, -2, 0, -3, -2, 2,
-1, -3, -2, -1, -1, -3, -2, -3, -1, 0, -1, -4},
{-2, 0, 6, 1, -3, 0, 0, 0, 1, -3, -3, 0,
-2, -3, -2, 1, 0, -4, -2, -3, 3, 0, -1, -4},
{-2, -2, 1, 6, -3, 0, 2, -1, -1, -3, -4, -1,
-3, -3, -1, 0, -1, -4, -3, -3, 4, 1, -1, -4},
{0, -3, -3, -3, 9, -3, -4, -3, -3, -1, -1, -3,
-1, -2, -3, -1, -1, -2, -2, -1, -3, -3, -2, -4},
{-1, 1, 0, 0, -3, 5, 2, -2, 0, -3, -2, 1,
0, -3, -1, 0, -1, -2, -1, -2, 0, 3, -1, -4},
{-1, 0, 0, 2, -4, 2, 5, -2, 0, -3, -3, 1,
-2, -3, -1, 0, -1, -3, -2, -2, 1, 4, -1, -4},
{0, -2, 0, -1, -3, -2, -2, 6, -2, -4, -4, -2,
-3, -3, -2, 0, -2, -2, -3, -3, -1, -2, -1, -4},
{-2, 0, 1, -1, -3, 0, 0, -2, 8, -3, -3, -1,
-2, -1, -2, -1, -2, -2, 2, -3, 0, 0, -1, -4},
{-1, -3, -3, -3, -1, -3, -3, -4, -3, 4, 2, -3,
1, 0, -3, -2, -1, -3, -1, 3, -3, -3, -1, -4},
{-1, -2, -3, -4, -1, -2, -3, -4, -3, 2, 4, -2,
2, 0, -3, -2, -1, -2, -1, 1, -4, -3, -1, -4},
{-1, 2, 0, -1, -3, 1, 1, -2, -1, -3, -2, 5,
-1, -3, -1, 0, -1, -3, -2, -2, 0, 1, -1, -4},
{-1, -1, -2, -3, -1, 0, -2, -3, -2, 1, 2, -1,
5, 0, -2, -1, -1, -1, -1, 1, -3, -1, -1, -4},
{-2, -3, -3, -3, -2, -3, -3, -3, -1, 0, 0, -3,
0, 6, -4, -2, -2, 1, 3, -1, -3, -3, -1, -4},
{-1, -2, -2, -1, -3, -1, -1, -2, -2, -3, -3, -1,
-2, -4, 7, -1, -1, -4, -3, -2, -2, -1, -2, -4},
{1, -1, 1, 0, -1, 0, 0, 0, -1, -2, -2, 0,
-1, -2, -1, 4, 1, -3, -2, -2, 0, 0, 0, -4},
{0, -1, 0, -1, -1, -1, -1, -2, -2, -1, -1, -1,
-1, -2, -1, 1, 5, -2, -2, 0, -1, -1, 0, -4},
{-3, -3, -4, -4, -2, -2, -3, -2, -2, -3, -2, -3,
-1, 1, -4, -3, -2, 11, 2, -3, -4, -3, -2, -4},
{-2, -2, -2, -3, -2, -1, -2, -3, 2, -1, -1, -2,
-1, 3, -3, -2, -2, 2, 7, -1, -3, -2, -1, -4},
{0, -3, -3, -3, -1, -2, -2, -3, -3, 3, 1, -2,
1, -1, -2, -2, 0, -3, -1, 4, -3, -2, -1, -4},
{-2, -1, 3, 4, -3, 0, 1, -1, 0, -3, -4, 0,
-3, -3, -2, 0, -1, -4, -3, -3, 4, 1, -1, -4},
{-1, 0, 0, 1, -3, 3, 4, -2, 0, -3, -3, 1,
-1, -3, -1, 0, -1, -3, -2, -2, 1, 4, -1, -4},
{0, -1, -1, -1, -2, -1, -1, -1, -1, -1, -1, -1,
-1, -1, -2, 0, 0, -2, -1, -1, -1, -1, -1, -4},
{-4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4,
-4, -4, -4, -4, -4, -4, -4, -4, -4, -4, -4, 1}};
double gettime() {
struct timeval t;
gettimeofday(&t, NULL);
return t.tv_sec + t.tv_usec * 1e-6;
}
////////////////////////////////////////////////////////////////////////////////
// Program main
////////////////////////////////////////////////////////////////////////////////
int main(int argc, char **argv) {
cudaSetDevice(0);
printf("WG size of kernel = %d \n", BLOCK_SIZE);
runTest(argc, argv);
return EXIT_SUCCESS;
}
void usage(int argc, char **argv) {
fprintf(stderr, "Usage: %s <max_rows/max_cols> <penalty> \n", argv[0]);
fprintf(stderr, "\t<dimension> - x and y dimensions\n");
fprintf(stderr, "\t<penalty> - penalty(positive integer)\n");
exit(1);
}
void runTest(int argc, char **argv) {
int max_rows, max_cols, penalty;
int *input_itemsets, *output_itemsets, *referrence;
int *matrix_cuda, *referrence_cuda;
int size;
// the lengths of the two sequences should be able to divided by 16.
// And at current stage max_rows needs to equal max_cols
if (argc == 3) {
max_rows = atoi(argv[1]);
max_cols = atoi(argv[1]);
penalty = atoi(argv[2]);
} else {
usage(argc, argv);
}
if (atoi(argv[1]) % 16 != 0) {
fprintf(stderr, "The dimension values must be a multiple of 16\n");
exit(1);
}
max_rows = max_rows + 1;
max_cols = max_cols + 1;
referrence = (int *)malloc(max_rows * max_cols * sizeof(int));
input_itemsets = (int *)malloc(max_rows * max_cols * sizeof(int));
output_itemsets = (int *)malloc(max_rows * max_cols * sizeof(int));
if (!input_itemsets)
fprintf(stderr, "error: can not allocate memory");
srand(7);
for (int i = 0; i < max_cols; i++) {
for (int j = 0; j < max_rows; j++) {
input_itemsets[i * max_cols + j] = 0;
}
}
printf("Start Needleman-Wunsch\n");
for (int i = 1; i < max_rows; i++) { // please define your own sequence.
input_itemsets[i * max_cols] = rand() % 10 + 1;
}
for (int j = 1; j < max_cols; j++) { // please define your own sequence.
input_itemsets[j] = rand() % 10 + 1;
}
for (int i = 1; i < max_cols; i++) {
for (int j = 1; j < max_rows; j++) {
referrence[i * max_cols + j] =
blosum62[input_itemsets[i * max_cols]][input_itemsets[j]];
}
}
for (int i = 1; i < max_rows; i++)
input_itemsets[i * max_cols] = -i * penalty;
for (int j = 1; j < max_cols; j++)
input_itemsets[j] = -j * penalty;
size = max_cols * max_rows;
cudaMalloc((void **)&referrence_cuda, sizeof(int) * size);
cudaMalloc((void **)&matrix_cuda, sizeof(int) * size);
cudaMemcpy(referrence_cuda, referrence, sizeof(int) * size,
cudaMemcpyHostToDevice);
cudaMemcpy(matrix_cuda, input_itemsets, sizeof(int) * size,
cudaMemcpyHostToDevice);
cudaDeviceSynchronize();
dim3 dimGrid;
dim3 dimBlock(BLOCK_SIZE, 1);
int block_width = (max_cols - 1) / BLOCK_SIZE;
#ifdef TIMING
gettimeofday(&tv_kernel_start, NULL);
#endif
printf("Processing top-left matrix\n");
// process top-left matrix
for (int i = 1; i <= block_width; i++) {
dimGrid.x = i;
dimGrid.y = 1;
needle_cuda_shared_1<<<dimGrid, dimBlock>>>(
referrence_cuda, matrix_cuda, max_cols, penalty, i, block_width);
cudaDeviceSynchronize();
}
cudaMemcpy(output_itemsets, matrix_cuda, sizeof(int) * size,
cudaMemcpyDeviceToHost);
cudaDeviceSynchronize();
printf("Processing bottom-right matrix\n");
// process bottom-right matrix
for (int i = block_width - 1; i >= 1; i--) {
dimGrid.x = i;
dimGrid.y = 1;
needle_cuda_shared_2<<<dimGrid, dimBlock>>>(
referrence_cuda, matrix_cuda, max_cols, penalty, i, block_width);
cudaDeviceSynchronize();
}
#ifdef TIMING
gettimeofday(&tv_kernel_end, NULL);
tvsub(&tv_kernel_end, &tv_kernel_start, &tv);
kernel_time += tv.tv_sec * 1000.0 + (float)tv.tv_usec / 1000.0;
#endif
cudaMemcpy(output_itemsets, matrix_cuda, sizeof(int) * size,
cudaMemcpyDeviceToHost);
//#define TRACEBACK
FILE *fpo = fopen("result.txt", "w");
fprintf(fpo, "print traceback value GPU:\n");
for (int i = max_rows - 2, j = max_rows - 2; i >= 0, j >= 0;) {
int nw, n, w, traceback;
if (i == max_rows - 2 && j == max_rows - 2)
fprintf(fpo, "%d ",
output_itemsets[i * max_cols + j]); // print the first element
if (i == 0 && j == 0)
break;
if (i > 0 && j > 0) {
nw = output_itemsets[(i - 1) * max_cols + j - 1];
w = output_itemsets[i * max_cols + j - 1];
n = output_itemsets[(i - 1) * max_cols + j];
} else if (i == 0) {
nw = n = LIMIT;
w = output_itemsets[i * max_cols + j - 1];
} else if (j == 0) {
nw = w = LIMIT;
n = output_itemsets[(i - 1) * max_cols + j];
} else {
}
// traceback = maximum(nw, w, n);
int new_nw, new_w, new_n;
new_nw = nw + referrence[i * max_cols + j];
new_w = w - penalty;
new_n = n - penalty;
traceback = maximum(new_nw, new_w, new_n);
if (traceback == new_nw)
traceback = nw;
if (traceback == new_w)
traceback = w;
if (traceback == new_n)
traceback = n;
fprintf(fpo, "%d ", traceback);
if (traceback == nw) {
i--;
j--;
continue;
}
else if (traceback == w) {
j--;
continue;
}
else if (traceback == n) {
i--;
continue;
}
else
;
}
fclose(fpo);
cudaFree(referrence_cuda);
cudaFree(matrix_cuda);
free(referrence);
free(input_itemsets);
free(output_itemsets);
#ifdef TIMING
printf("Exec: %f\n", kernel_time);
#endif
}