|
- /***************************************************************************
- Copyright (c) 2021, The OpenBLAS Project
- All rights reserved.
- Redistribution and use in source and binary forms, with or without
- modification, are permitted provided that the following conditions are
- met:
- 1. Redistributions of source code must retain the above copyright
- notice, this list of conditions and the following disclaimer.
- 2. Redistributions in binary form must reproduce the above copyright
- notice, this list of conditions and the following disclaimer in
- the documentation and/or other materials provided with the
- distribution.
- 3. Neither the name of the OpenBLAS project nor the names of
- its contributors may be used to endorse or promote products
- derived from this software without specific prior written permission.
- THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
- AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
- IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
- ARE DISCLAIMED. IN NO EVENT SHALL THE OPENBLAS PROJECT OR CONTRIBUTORS BE
- LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
- DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
- SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
- CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
- OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE
- USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
- *****************************************************************************/
-
- #include <immintrin.h>
- #include "common.h"
- #include <stdio.h>
- #include <memory.h>
-
- #define DECLARE_RESULT_512(M, N) __m512d result##M##N = _mm512_setzero_pd()
- #define MATMUL_512(M, N) result##M##N = _mm512_fmadd_pd(Aval##M, Bval##N, result##M##N)
-
- #define LOAD_KA_512(M, N) __m512d Aval##M = _mm512_loadu_pd(&A[(i + M)*lda + k]);
- #define LOAD_KB_512(M, N) __m512d Bval##N = _mm512_loadu_pd(&B[(j + N)*ldb + k])
- #define MASK_LOAD_KA_512(M, N) __m512d Aval##M = _mm512_maskz_loadu_pd(mask, &A[(i + M)*lda + k])
- #define MASK_LOAD_KB_512(M, N) __m512d Bval##N = _mm512_maskz_loadu_pd(mask, &B[(j + N)*ldb + k])
-
- #define REDUCE_4(rr0, rr1, rr2, rr3) \
- __m512d r0, r1, r2, r3, t0, t1, t2, t3;\
- r0 = _mm512_unpacklo_pd(rr0, rr1); r1 = _mm512_unpackhi_pd(rr0, rr1); \
- r2 = _mm512_unpacklo_pd(rr2, rr3); r3 = _mm512_unpackhi_pd(rr2, rr3); \
- t0 = _mm512_permutex2var_pd(r0, idx_lo, r2); t1 = _mm512_permutex2var_pd(r1, idx_lo, r3); \
- t2 = _mm512_permutex2var_pd(r0, idx_hi, r2); t3 = _mm512_permutex2var_pd(r1, idx_hi, r3); \
- r0 = _mm512_add_pd(t0, t1); r1 = _mm512_add_pd(t2, t3); t0 = _mm512_add_pd(r0, r1); \
- __m256d s0, s1; \
- s0 = _mm512_extractf64x4_pd(t0, 0); s1 = _mm512_extractf64x4_pd(t0, 1); \
- s0 = _mm256_add_pd(s0, s1); s0 = _mm256_mul_pd(alpha_256, s0);
-
- #define REDUCE_M4(N) REDUCE_4(result0##N, result1##N, result2##N, result3##N)
- #define REDUCE_N4(M) REDUCE_4(result##M##0, result##M##1, result##M##2, result##M##3)
-
- #if defined(B0)
- #define STORE_REDUCE(M, N) C[(j+N)*ldc + i + M] = alpha * _mm512_reduce_add_pd(result##M##N)
- #define STORE_M4(N, s0) _mm256_storeu_pd(&C[(j + N)*ldc + i], s0);
- #define STORE_N4(M, s0) _mm256_i64scatter_pd(&C[j*ldc + i + M], vindex_n, s0, 8);
- #else
- #define STORE_REDUCE(M, N) C[(j+N)*ldc + i + M] = alpha * _mm512_reduce_add_pd(result##M##N) + beta * C[(j+N)*ldc + i + M]
- #define STORE_M4(N, s0) \
- asm("vfmadd231pd (%1), %2, %0": "+v"(s0):"r"(&C[(j + N)*ldc + i]), "v"(beta_256)); \
- _mm256_storeu_pd(&C[(j + N)*ldc + i], s0);
-
- #define STORE_N4(M, s0) \
- s0 = _mm256_fmadd_pd(_mm256_i64gather_pd(&C[j*ldc + i + M], vindex_n, 8), beta_256, s0); \
- _mm256_i64scatter_pd(&C[j*ldc + i + M], vindex_n, s0, 8);
- #endif
- #define STORE_REDUCE_M4(N) {\
- REDUCE_M4(N) \
- STORE_M4(N, s0) \
- }
- #define STORE_REDUCE_N4(M) {\
- REDUCE_N4(M) \
- STORE_N4(M, s0) \
- }
-
-
- #if defined(B0)
- int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alpha, FLOAT * B, BLASLONG ldb, FLOAT * C, BLASLONG ldc)
- #else
- int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alpha, FLOAT * B, BLASLONG ldb, FLOAT beta, FLOAT * C, BLASLONG ldc)
- #endif
- {
- // column major
- BLASLONG i, j, k;
-
- BLASLONG m4 = M & ~3;
- BLASLONG m2 = M & ~1;
-
- BLASLONG n4 = N & ~3;
- BLASLONG n2 = N & ~1;
-
- BLASLONG k8 = K & ~7;
-
- __mmask8 mask;
-
- __m256i vindex_n = _mm256_set_epi64x(ldc*3, ldc*2, ldc, 0);
- __m256d alpha_256 = _mm256_broadcast_sd(&alpha);
- #if !defined(B0)
- __m256d beta_256 = _mm256_broadcast_sd(&beta);
- #endif
-
- long long permute_table[] = {
- 0, 1, 0|8, 1|8, 4, 5, 4|8, 5|8,
- 2, 3, 2|8, 3|8, 6, 7, 6|8, 7|8,
- };
- __m512i idx_lo = _mm512_loadu_si512(permute_table);
- __m512i idx_hi = _mm512_loadu_si512(permute_table + 8);
-
- for (i = 0; i < m4; i += 4) {
- for (j = 0; j < n4; j += 4) {
- DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0);
- DECLARE_RESULT_512(0, 1); DECLARE_RESULT_512(1, 1); DECLARE_RESULT_512(2, 1); DECLARE_RESULT_512(3, 1);
- DECLARE_RESULT_512(0, 2); DECLARE_RESULT_512(1, 2); DECLARE_RESULT_512(2, 2); DECLARE_RESULT_512(3, 2);
- DECLARE_RESULT_512(0, 3); DECLARE_RESULT_512(1, 3); DECLARE_RESULT_512(2, 3); DECLARE_RESULT_512(3, 3);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x); LOAD_KA_512(1, x); LOAD_KA_512(2, x); LOAD_KA_512(3, x);
- LOAD_KB_512(x, 0); LOAD_KB_512(x, 1); LOAD_KB_512(x, 2); LOAD_KB_512(x, 3);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1); MATMUL_512(2, 1); MATMUL_512(3, 1);
- MATMUL_512(0, 2); MATMUL_512(1, 2); MATMUL_512(2, 2); MATMUL_512(3, 2);
- MATMUL_512(0, 3); MATMUL_512(1, 3); MATMUL_512(2, 3); MATMUL_512(3, 3);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x); MASK_LOAD_KA_512(1, x); MASK_LOAD_KA_512(2, x); MASK_LOAD_KA_512(3, x);
- MASK_LOAD_KB_512(x, 0); MASK_LOAD_KB_512(x, 1); MASK_LOAD_KB_512(x, 2); MASK_LOAD_KB_512(x, 3);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1); MATMUL_512(2, 1); MATMUL_512(3, 1);
- MATMUL_512(0, 2); MATMUL_512(1, 2); MATMUL_512(2, 2); MATMUL_512(3, 2);
- MATMUL_512(0, 3); MATMUL_512(1, 3); MATMUL_512(2, 3); MATMUL_512(3, 3);
- }
- STORE_REDUCE_M4(0); STORE_REDUCE_M4(1); STORE_REDUCE_M4(2); STORE_REDUCE_M4(3);
- }
- for (; j < n2; j += 2) {
- DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0);
- DECLARE_RESULT_512(0, 1); DECLARE_RESULT_512(1, 1); DECLARE_RESULT_512(2, 1); DECLARE_RESULT_512(3, 1);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x); LOAD_KA_512(1, x); LOAD_KA_512(2, x); LOAD_KA_512(3, x);
- LOAD_KB_512(x, 0); LOAD_KB_512(x, 1);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1); MATMUL_512(2, 1); MATMUL_512(3, 1);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x); MASK_LOAD_KA_512(1, x); MASK_LOAD_KA_512(2, x); MASK_LOAD_KA_512(3, x);
- MASK_LOAD_KB_512(x, 0); MASK_LOAD_KB_512(x, 1);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1); MATMUL_512(2, 1); MATMUL_512(3, 1);
- }
- STORE_REDUCE_M4(0); STORE_REDUCE_M4(1);
- }
- for (; j < N; j += 1) {
- DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x); LOAD_KA_512(1, x); LOAD_KA_512(2, x); LOAD_KA_512(3, x);
- LOAD_KB_512(x, 0);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x); MASK_LOAD_KA_512(1, x); MASK_LOAD_KA_512(2, x); MASK_LOAD_KA_512(3, x);
- MASK_LOAD_KB_512(x, 0);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0);
- }
- STORE_REDUCE_M4(0);
- }
-
- }
- for (; i < m2; i += 2) {
- for (j = 0; j < n4; j += 4) {
- DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0);
- DECLARE_RESULT_512(0, 1); DECLARE_RESULT_512(1, 1);
- DECLARE_RESULT_512(0, 2); DECLARE_RESULT_512(1, 2);
- DECLARE_RESULT_512(0, 3); DECLARE_RESULT_512(1, 3);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x); LOAD_KA_512(1, x);
- LOAD_KB_512(x, 0); LOAD_KB_512(x, 1); LOAD_KB_512(x, 2); LOAD_KB_512(x, 3);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1);
- MATMUL_512(0, 2); MATMUL_512(1, 2);
- MATMUL_512(0, 3); MATMUL_512(1, 3);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x); MASK_LOAD_KA_512(1, x);
- MASK_LOAD_KB_512(x, 0); MASK_LOAD_KB_512(x, 1); MASK_LOAD_KB_512(x, 2); MASK_LOAD_KB_512(x, 3);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1);
- MATMUL_512(0, 2); MATMUL_512(1, 2);
- MATMUL_512(0, 3); MATMUL_512(1, 3);
- }
- STORE_REDUCE_N4(0); STORE_REDUCE_N4(1);
- }
- for (; j < n2; j += 2) {
- DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0);
- DECLARE_RESULT_512(0, 1); DECLARE_RESULT_512(1, 1);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x); LOAD_KA_512(1, x);
- LOAD_KB_512(x, 0); LOAD_KB_512(x, 1);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x); MASK_LOAD_KA_512(1, x);
- MASK_LOAD_KB_512(x, 0); MASK_LOAD_KB_512(x, 1);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0);
- MATMUL_512(0, 1); MATMUL_512(1, 1);
- }
- STORE_REDUCE(0, 0); STORE_REDUCE(1, 0);
- STORE_REDUCE(0, 1); STORE_REDUCE(1, 1);
-
- }
- for (; j < N; j += 1) {
- DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x); LOAD_KA_512(1, x);
- LOAD_KB_512(x, 0);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x); MASK_LOAD_KA_512(1, x);
- MASK_LOAD_KB_512(x, 0);
-
- MATMUL_512(0, 0); MATMUL_512(1, 0);
- }
- STORE_REDUCE(0, 0); STORE_REDUCE(1, 0);
- }
- }
- for (; i < M; i += 1) {
- for (j = 0; j < n4; j += 4) {
- DECLARE_RESULT_512(0, 0);
- DECLARE_RESULT_512(0, 1);
- DECLARE_RESULT_512(0, 2);
- DECLARE_RESULT_512(0, 3);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x);
- LOAD_KB_512(x, 0); LOAD_KB_512(x, 1); LOAD_KB_512(x, 2); LOAD_KB_512(x, 3);
-
- MATMUL_512(0, 0);
- MATMUL_512(0, 1);
- MATMUL_512(0, 2);
- MATMUL_512(0, 3);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x);
- MASK_LOAD_KB_512(x, 0); MASK_LOAD_KB_512(x, 1); MASK_LOAD_KB_512(x, 2); MASK_LOAD_KB_512(x, 3);
-
-
- MATMUL_512(0, 0);
- MATMUL_512(0, 1);
- MATMUL_512(0, 2);
- MATMUL_512(0, 3);
- }
- STORE_REDUCE_N4(0);
- }
- for (; j < n2; j += 2) {
- DECLARE_RESULT_512(0, 0);
- DECLARE_RESULT_512(0, 1);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x);
- LOAD_KB_512(x, 0); LOAD_KB_512(x, 1);
-
- MATMUL_512(0, 0);
- MATMUL_512(0, 1);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x);
- MASK_LOAD_KB_512(x, 0); MASK_LOAD_KB_512(x, 1);
-
- MATMUL_512(0, 0);
- MATMUL_512(0, 1);
- }
- STORE_REDUCE(0, 0);
- STORE_REDUCE(0, 1);
-
- }
- for (; j < N; j += 1) {
- DECLARE_RESULT_512(0, 0);
- for (k = 0; k < k8; k += 8) {
- LOAD_KA_512(0, x);
- LOAD_KB_512(x, 0);
-
- MATMUL_512(0, 0);
- }
- int remains = K - k;
- if (remains) {
- mask = (1UL << remains) - 1;
- MASK_LOAD_KA_512(0, x);
- MASK_LOAD_KB_512(x, 0);
-
- MATMUL_512(0, 0);
- }
- STORE_REDUCE(0, 0);
- }
- }
- return 0;
- }
|