112 lines
3.9 KiB
C++
112 lines
3.9 KiB
C++
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#include "mat_mul.h"
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#include <pthread.h>
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#include <immintrin.h>
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static float *A, *B, *C;
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static int M, N, K;
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static int num_threads;
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static int min(int x, int y) {
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return x < y ? x : y;
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}
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#define ITILESIZE (32)
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#define JTILESIZE (1024)
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#define KTILESIZE (1024)
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static void* mat_mul_thread(void *data) {
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int tid = (long)data;
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int is = M / num_threads * tid + min(tid, M % num_threads);
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int ie = M / num_threads * (tid + 1) + min(tid + 1, M % num_threads);
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for (int i = is; i < ie; i += ITILESIZE) {
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for (int j = 0; j < N; j += JTILESIZE) {
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for (int k = 0; k < K; k += KTILESIZE) {
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for (int kk = k; kk < k + KTILESIZE; kk+=8) {
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for (int ii = i; ii < i + ITILESIZE; ii++) {
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__m256 a0 = _mm256_set1_ps(A[(ii+0)*K+(kk+0)]);
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__m256 a1 = _mm256_set1_ps(A[(ii+0)*K+(kk+1)]);
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__m256 a2 = _mm256_set1_ps(A[(ii+0)*K+(kk+2)]);
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__m256 a3 = _mm256_set1_ps(A[(ii+0)*K+(kk+3)]);
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__m256 a4 = _mm256_set1_ps(A[(ii+0)*K+(kk+4)]);
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__m256 a5 = _mm256_set1_ps(A[(ii+0)*K+(kk+5)]);
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__m256 a6 = _mm256_set1_ps(A[(ii+0)*K+(kk+6)]);
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__m256 a7 = _mm256_set1_ps(A[(ii+0)*K+(kk+7)]);
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for (int jj = j; jj < j + JTILESIZE; jj+=16) {
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__m256 c0 = _mm256_load_ps(&C[(ii+0) * N + jj]);
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__m256 b0 = _mm256_load_ps(&B[(kk+0) * N + jj]);
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__m256 b1 = _mm256_load_ps(&B[(kk+1) * N + jj]);
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__m256 b2 = _mm256_load_ps(&B[(kk+2) * N + jj]);
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__m256 b3 = _mm256_load_ps(&B[(kk+3) * N + jj]);
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__m256 b4 = _mm256_load_ps(&B[(kk+4) * N + jj]);
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__m256 b5 = _mm256_load_ps(&B[(kk+5) * N + jj]);
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__m256 b6 = _mm256_load_ps(&B[(kk+6) * N + jj]);
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__m256 b7 = _mm256_load_ps(&B[(kk+7) * N + jj]);
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c0 = _mm256_fmadd_ps(a0, b0, c0);
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c0 = _mm256_fmadd_ps(a1, b1, c0);
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c0 = _mm256_fmadd_ps(a2, b2, c0);
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c0 = _mm256_fmadd_ps(a3, b3, c0);
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c0 = _mm256_fmadd_ps(a4, b4, c0);
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c0 = _mm256_fmadd_ps(a5, b5, c0);
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c0 = _mm256_fmadd_ps(a6, b6, c0);
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c0 = _mm256_fmadd_ps(a7, b7, c0);
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__m256 d0 = _mm256_load_ps(&C[(ii+0) * N + jj+8]);
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__m256 e0 = _mm256_load_ps(&B[(kk+0) * N + jj+8]);
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__m256 e1 = _mm256_load_ps(&B[(kk+1) * N + jj+8]);
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__m256 e2 = _mm256_load_ps(&B[(kk+2) * N + jj+8]);
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__m256 e3 = _mm256_load_ps(&B[(kk+3) * N + jj+8]);
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__m256 e4 = _mm256_load_ps(&B[(kk+4) * N + jj+8]);
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__m256 e5 = _mm256_load_ps(&B[(kk+5) * N + jj+8]);
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__m256 e6 = _mm256_load_ps(&B[(kk+6) * N + jj+8]);
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__m256 e7 = _mm256_load_ps(&B[(kk+7) * N + jj+8]);
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d0 = _mm256_fmadd_ps(a0, e0, d0);
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d0 = _mm256_fmadd_ps(a1, e1, d0);
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d0 = _mm256_fmadd_ps(a2, e2, d0);
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d0 = _mm256_fmadd_ps(a3, e3, d0);
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d0 = _mm256_fmadd_ps(a4, e4, d0);
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d0 = _mm256_fmadd_ps(a5, e5, d0);
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d0 = _mm256_fmadd_ps(a6, e6, d0);
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d0 = _mm256_fmadd_ps(a7, e7, d0);
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_mm256_store_ps(&C[(ii+0)*N+jj], c0);
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_mm256_store_ps(&C[(ii+0)*N+jj+8], d0);
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}
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}
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}
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}
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}
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}
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return NULL;
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}
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void mat_mul(float *_A, float *_B, float *_C, int _M, int _N, int _K, int _num_threads) {
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A = _A, B = _B, C = _C;
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M = _M, N = _N, K = _K;
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num_threads = _num_threads;
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pthread_t threads[num_threads];
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pthread_attr_t attr[num_threads];
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cpu_set_t cpus[num_threads];
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for (long i = 0; i < num_threads; ++i) {
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pthread_attr_init(&attr[i]);
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CPU_ZERO(&cpus[i]);
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CPU_SET(i, &cpus[i]);
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pthread_attr_setaffinity_np(&attr[i], sizeof(cpu_set_t), &cpus[i]);
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pthread_create(&threads[i], &attr[i], mat_mul_thread, (void*)i);
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}
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for (long i = 0; i < num_threads; ++i) {
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pthread_join(threads[i], NULL);
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}
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}
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