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- /***************************************************************************
- 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) __m512 result##M##N = _mm512_setzero_ps()
- #define MATMUL_512(M, N) result##M##N = _mm512_fmadd_ps(Aval##M, Bval##N, result##M##N)
-
- #define LOAD_KA_512(M, N) __m512 Aval##M = _mm512_loadu_ps(&A[(i + M)*lda + k]);
- #define LOAD_KB_512(M, N) __m512 Bval##N = _mm512_loadu_ps(&B[(j + N)*ldb + k])
- #define MASK_LOAD_KA_512(M, N) __m512 Aval##M = _mm512_maskz_loadu_ps(mask, &A[(i + M)*lda + k])
- #define MASK_LOAD_KB_512(M, N) __m512 Bval##N = _mm512_maskz_loadu_ps(mask, &B[(j + N)*ldb + k])
-
- #define REDUCE_4(rr0, rr1, rr2, rr3) \
- __m512 r0, r1, r2, r3, t0, t1, t2, t3;\
- r0 = _mm512_unpacklo_ps(rr0, rr1); r1 = _mm512_unpackhi_ps(rr0, rr1); \
- r2 = _mm512_unpacklo_ps(rr2, rr3); r3 = _mm512_unpackhi_ps(rr2, rr3); \
- t0 = _mm512_shuffle_ps(r0, r2, _MM_SHUFFLE(1, 0, 1, 0)); t1 = _mm512_shuffle_ps(r0, r2, _MM_SHUFFLE(3, 2, 3, 2)); \
- t2 = _mm512_shuffle_ps(r1, r3, _MM_SHUFFLE(1, 0, 1, 0)); t3 = _mm512_shuffle_ps(r1, r3, _MM_SHUFFLE(3, 2, 3, 2)); \
- r0 = _mm512_add_ps(t0, t1); r1 = _mm512_add_ps(t2, t3); t0 = _mm512_add_ps(r0, r1); \
- __m128 s0, s1, s2, s3; \
- s0 = _mm512_extractf32x4_ps(t0, 0); s1 = _mm512_extractf32x4_ps(t0, 1); s2 = _mm512_extractf32x4_ps(t0, 2); s3 = _mm512_extractf32x4_ps(t0, 3); \
- s0 = _mm_maskz_add_ps(mask8, s0, s1); s2 = _mm_maskz_add_ps(mask8, s2, s3); s0 = _mm_maskz_add_ps(mask8, s0, s2); \
- s0 = _mm_maskz_mul_ps(mask8, alpha_128, 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_ps(result##M##N)
- #define STORE_M4(N, s0) _mm_mask_storeu_ps(&C[(j + N)*ldc + i], mask8, s0);
- #define STORE_N4(M, s0) _mm_i32scatter_ps(&C[j*ldc + i + M], vindex_n, s0, 4);
- #else
- #define STORE_REDUCE(M, N) C[(j+N)*ldc + i + M] = alpha * _mm512_reduce_add_ps(result##M##N) + beta * C[(j+N)*ldc + i + M]
- #define STORE_M4(N, s0) \
- asm("vfmadd231ps (%1), %2, %0": "+v"(s0):"r"(&C[(j + N)*ldc + i]), "v"(beta_128)); \
- _mm_mask_storeu_ps(&C[(j + N)*ldc + i], mask8, s0);
-
- #define STORE_N4(M, s0) \
- s0 = _mm_fmadd_ps(_mm_i32gather_ps(&C[j*ldc + i + M], vindex_n, 4), beta_128, s0); \
- _mm_i32scatter_ps(&C[j*ldc + i + M], vindex_n, s0, 4);
- #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 k16 = K & ~15;
-
- __mmask16 mask;
- __mmask8 mask8 = 0xff; // just use to avoid SSE instruction
-
- __m128i vindex_n = _mm_set_epi32(ldc*3, ldc*2, ldc, 0);
- __m128 alpha_128 = _mm_broadcast_ss(&alpha);
- #if !defined(B0)
- __m128 beta_128 = _mm_broadcast_ss(&beta);
- #endif
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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 < k16; k += 16) {
- 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;
- }
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