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- /***************************************************************************
- Copyright (c) 2024, 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.
- *****************************************************************************/
-
- #ifndef SBGEMV_T_MMA_C
- #define SBGEMV_T_MMA_C
-
- #define USE_BFGEMV_T_MMA
-
- #ifdef USE_BFGEMV_T_MMA
- #include "sbgemv_common_power10.c"
-
- #ifndef BF16GEMV_T_X
- #define BF16GEMV_T_X
- #define BF16GEMV_T_8 BF16GEMV_T_MMA_8
- #define BF16GEMV_T_4 BF16GEMV_T_MMA_4
- #define BF16GEMV_T_2 BF16GEMV_T_MMA_2
- #define BF16GEMV_T_1 BF16GEMV_T_MMA_1
- #endif
-
- #define USE_BFGEMV_8_T_MMA
-
- static void BF16GEMV_T_MMA_1(BLASLONG n, BLASLONG lda, IFLOAT *ap, IFLOAT *x, FLOAT *y, FLOAT alpha)
- {
- IFLOAT *a0;
- vec_bf16 *va0, *v_x;
- __vector_quad temp0;
- vec_f32 temp00[4];
- vec_bf16 inp[4];
-
- __builtin_mma_xxsetaccz(&temp0);
-
- a0 = ap;
- va0 = (vec_bf16 *)a0;
- v_x = (vec_bf16 *)x;
- BLASLONG n8 = n / 8;
- BLASLONG i = 0;
-
- for (; i + 4 <= n8; i += 4) {
- vec_load_pair2(inp, &v_x[i]);
-
- vec_load_mult4_mma(&temp0, &va0[i + 0], inp);
- }
-
- if (n8 & 2) {
- vec_load_pair((vec_f32 *)inp, (vec_f32 *)&v_x[i]);
-
- vec_load_mult2_mma(&temp0, &va0[i + 0], inp);
-
- i += 2;
- }
-
- if (n8 & 1) {
- inp[0] = (vec_bf16)vec_load_vec(&v_x[i]);
-
- vec_load_mult_mma(&temp0, &va0[i], inp[0]);
-
- i++;
- }
-
- n &= 7;
- if (n) {
- inp[0] = vec_loadN(&v_x[i], n);
-
- vec_loadN_mult_mma(&temp0, &va0[i], inp[0], n);
- }
-
- __builtin_mma_disassemble_acc((void*)temp00, &temp0);
-
- y[0] += (alpha * (temp00[0][0] + temp00[1][1] + temp00[2][2] + temp00[3][3]));
- }
-
- static void BF16GEMV_T_MMA_2(BLASLONG n, BLASLONG lda, IFLOAT *ap, IFLOAT *x, FLOAT *y, FLOAT alpha)
- {
- IFLOAT *a0, *a1;
- vec_bf16 *va0, *va1, *v_x;
- __vector_quad temp0[2];
- vec_f32 temp00[4*2];
- vec_bf16 inp[4];
-
- vec_setzero_2(&temp0[0]);
-
- a0 = ap;
- a1 = ap + lda;
- va0 = (vec_bf16 *)a0;
- va1 = (vec_bf16 *)a1;
- v_x = (vec_bf16 *)x;
- BLASLONG n8 = n / 8;
- BLASLONG i = 0;
-
- for (; i + 4 <= n8; i += 4) {
- vec_load_pair2(inp, &v_x[i]);
-
- vec_load_mult42_mma(&temp0[0], &va0[i + 0], &va1[i + 0], inp);
- }
-
- if (n8 & 2) {
- vec_load_pair((vec_f32 *)inp, (vec_f32 *)&v_x[i]);
-
- vec_load_mult22_mma(&temp0[0], &va0[i + 0], &va1[i + 0], inp);
-
- i += 2;
- }
-
- if (n8 & 1) {
- inp[0] = (vec_bf16)vec_load_vec(&v_x[i]);
-
- vec_load_mult12a_mma(&temp0[0], &va0[i], &va1[i], inp[0]);
-
- i++;
- }
-
- n &= 7;
- if (n) {
- inp[0] = vec_loadN(&v_x[i], n);
-
- vec_loadN_mult12a_mma(&temp0[0], &va0[i], &va1[i], inp[0], n);
- }
-
- vec_reduce_2(temp00, &temp0[0]);
-
- y[0] += (alpha * (temp00[0][0] + temp00[1][1] + temp00[2][2] + temp00[3][3]));
- y[1] += (alpha * (temp00[4][0] + temp00[5][1] + temp00[6][2] + temp00[7][3]));
- }
-
- static void BF16GEMV_T_MMA_4(BLASLONG n, BLASLONG lda, IFLOAT *ap, IFLOAT *x, FLOAT *y, FLOAT alpha)
- {
- IFLOAT *a0, *a1, *a2, *a3;
- vec_bf16 *va0, *va1, *va2, *va3, *v_x;
- __vector_quad temp0[4];
- vec_f32 temp00[4*4];
- vec_bf16 inp[4];
-
- vec_setzero_4(&temp0[0]);
-
- a0 = ap;
- a1 = ap + lda;
- a2 = a1 + lda;
- a3 = a2 + lda;
- va0 = (vec_bf16 *)a0;
- va1 = (vec_bf16 *)a1;
- va2 = (vec_bf16 *)a2;
- va3 = (vec_bf16 *)a3;
- v_x = (vec_bf16 *)x;
- BLASLONG n8 = n / 8;
- BLASLONG i = 0;
-
- for (; i + 4 <= n8; i += 4) {
- vec_load_pair2(inp, &v_x[i]);
-
- vec_load_mult44_mma(&temp0[0], &va0[i + 0], &va1[i + 0], &va2[i + 0], &va3[i + 0], inp);
- }
-
- if (n8 & 2) {
- vec_load_pair((vec_f32 *)inp, (vec_f32 *)&v_x[i]);
-
- vec_load_mult24_mma(&temp0[0], &va0[i + 0], &va1[i + 0], &va2[i + 0], &va3[i + 0], inp);
-
- i += 2;
- }
-
- if (n8 & 1) {
- inp[0] = (vec_bf16)vec_load_vec(&v_x[i]);
-
- vec_load_mult14_mma(&temp0[0], &va0[i], &va1[i], &va2[i], &va3[i], inp[0]);
-
- i++;
- }
-
- n &= 7;
- if (n) {
- inp[0] = vec_loadN(&v_x[i], n);
-
- vec_loadN_mult14_mma(&temp0[0], &va0[i], &va1[i], &va2[i], &va3[i], inp[0], n);
- }
-
- vec_reduce_4(temp00, &temp0[0]);
-
- vec_f32 t0, t1, t2, t3, t4, t5, t6, t7;
- vec_f32 a = { alpha, alpha, alpha, alpha };
- vec_f32 *v_y = (vec_f32 *) y;
-
- t0 = vec_mergeh(temp00[ 0], temp00[ 4]);
- t1 = vec_mergeh(temp00[ 8], temp00[12]);
- t2 = vec_mergeo(temp00[ 1], temp00[ 5]);
- t3 = vec_mergeo(temp00[ 9], temp00[13]);
- t4 = vec_mergel(temp00[ 2], temp00[ 6]);
- t5 = vec_mergel(temp00[10], temp00[14]);
- t6 = vec_mergeo(temp00[ 3], temp00[ 7]);
- t7 = vec_mergeo(temp00[11], temp00[15]);
- t0 = vec_xxpermdi(t0, t1, 0);
- t2 = vec_xxpermdi(t2, t3, 0);
- t4 = vec_xxpermdi(t4, t5, 0);
- t6 = vec_xxpermdi(t6, t7, 3);
-
- t0 += t2 + t4 + t6;
-
- v_y[0] += (a * t0);
- }
-
- #ifdef USE_BFGEMV_8_T_MMA
- static void BF16GEMV_T_MMA_8(BLASLONG n, BLASLONG lda, IFLOAT *ap, IFLOAT *x, FLOAT *y, FLOAT alpha)
- {
- IFLOAT *a0, *a1, *a2, *a3, *a4, *a5, *a6, *a7;
- vec_bf16 *va0, *va1, *va2, *va3, *va4, *va5, *va6, *va7, *v_x;
- __vector_quad temp0[8];
- vec_f32 temp00[4*8];
- vec_bf16 inp[4];
-
- vec_setzero_8(&temp0[0]);
-
- BLASLONG lda4 = lda << 2;
- a0 = ap;
- a1 = ap + lda;
- a2 = a1 + lda;
- a3 = a2 + lda;
- a4 = a0 + lda4;
- a5 = a1 + lda4;
- a6 = a2 + lda4;
- a7 = a3 + lda4;
- va0 = (vec_bf16 *)a0;
- va1 = (vec_bf16 *)a1;
- va2 = (vec_bf16 *)a2;
- va3 = (vec_bf16 *)a3;
- va4 = (vec_bf16 *)a4;
- va5 = (vec_bf16 *)a5;
- va6 = (vec_bf16 *)a6;
- va7 = (vec_bf16 *)a7;
- v_x = (vec_bf16 *)x;
- BLASLONG n8 = n / 8;
- BLASLONG i = 0;
-
- for (; i + 4 <= n8; i += 4) {
- vec_load_pair2(inp, &v_x[i]);
-
- vec_load_mult44_mma(&temp0[0], &va0[i + 0], &va1[i + 0], &va2[i + 0], &va3[i + 0], inp);
- vec_load_mult44_mma(&temp0[4], &va4[i + 0], &va5[i + 0], &va6[i + 0], &va7[i + 0], inp);
- }
-
- if (n8 & 2) {
- vec_load_pair((vec_f32 *)inp, (vec_f32 *)&v_x[i]);
-
- vec_load_mult24_mma(&temp0[0], &va0[i + 0], &va1[i + 0], &va2[i + 0], &va3[i + 0], inp);
- vec_load_mult24_mma(&temp0[4], &va4[i + 0], &va5[i + 0], &va6[i + 0], &va7[i + 0], inp);
-
- i += 2;
- }
-
- if (n8 & 1) {
- inp[0] = (vec_bf16)vec_load_vec(&v_x[i]);
-
- vec_load_mult14_mma(&temp0[0], &va0[i], &va1[i], &va2[i], &va3[i], inp[0]);
- vec_load_mult14_mma(&temp0[4], &va4[i], &va5[i], &va6[i], &va7[i], inp[0]);
-
- i++;
- }
-
- n &= 7;
- if (n) {
- inp[0] = vec_loadN(&v_x[i], n);
-
- vec_loadN_mult14_mma(&temp0[0], &va0[i], &va1[i], &va2[i], &va3[i], inp[0], n);
- vec_loadN_mult14_mma(&temp0[4], &va4[i], &va5[i], &va6[i], &va7[i], inp[0], n);
- }
-
- vec_reduce_8(temp00, &temp0[0]);
-
- vec_f32 t0, t1, t2, t3, t4, t5, t6, t7, t10, t11, t12, t13, t14, t15, t16, t17;
- vec_f32 a = { alpha, alpha, alpha, alpha };
- vec_f32 *v_y = (vec_f32 *) y;
-
- t0 = vec_mergeh(temp00[ 0], temp00[ 4]);
- t1 = vec_mergeh(temp00[ 8], temp00[12]);
- t2 = vec_mergeo(temp00[ 1], temp00[ 5]);
- t3 = vec_mergeo(temp00[ 9], temp00[13]);
- t4 = vec_mergel(temp00[ 2], temp00[ 6]);
- t5 = vec_mergel(temp00[10], temp00[14]);
- t6 = vec_mergeo(temp00[ 3], temp00[ 7]);
- t7 = vec_mergeo(temp00[11], temp00[15]);
- t0 = vec_xxpermdi(t0, t1, 0);
- t2 = vec_xxpermdi(t2, t3, 0);
- t4 = vec_xxpermdi(t4, t5, 0);
- t6 = vec_xxpermdi(t6, t7, 3);
-
- t0 += t2 + t4 + t6;
-
- t10 = vec_mergeh(temp00[16], temp00[20]);
- t11 = vec_mergeh(temp00[24], temp00[28]);
- t12 = vec_mergeo(temp00[17], temp00[21]);
- t13 = vec_mergeo(temp00[25], temp00[29]);
- t14 = vec_mergel(temp00[18], temp00[22]);
- t15 = vec_mergel(temp00[26], temp00[30]);
- t16 = vec_mergeo(temp00[19], temp00[23]);
- t17 = vec_mergeo(temp00[27], temp00[31]);
- t10 = vec_xxpermdi(t10, t11, 0);
- t12 = vec_xxpermdi(t12, t13, 0);
- t14 = vec_xxpermdi(t14, t15, 0);
- t16 = vec_xxpermdi(t16, t17, 3);
-
- t10 += t12 + t14 + t16;
-
- vec_f32 inp2[2];
- vec_load_pair(inp2, v_y);
- inp2[0] += (a * t0);
- inp2[1] += (a * t10);
- vec_store_pair(v_y, inp2);
- }
- #endif
-
- #include "sbgemv_t.c"
- #else
- #include "sbgemv_t_vsx.c"
- #endif
- #endif
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