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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_VSX_C
- #define SBGEMV_T_VSX_C
-
- #include "sbgemv_common.c"
-
- #ifndef BF16GEMV_T_X
- #define BF16GEMV_T_X
- #define BF16GEMV_T_8 BF16GEMV_T_VSX_8
- #define BF16GEMV_T_4 BF16GEMV_T_VSX_4
- #define BF16GEMV_T_2 BF16GEMV_T_VSX_2
- #define BF16GEMV_T_1 BF16GEMV_T_VSX_1
- #endif
-
- #define USE_BFGEMV_8_T_VSX
-
- static void BF16GEMV_T_VSX_1(BLASLONG n, BLASLONG lda, IFLOAT *ap, IFLOAT *x, FLOAT *y, FLOAT alpha)
- {
- IFLOAT *a0;
- vec_bf16 *va0, *v_x;
- vec_f32 temp0 = { 0, 0, 0, 0 };
- vec_bf16 zero = { 0, 0, 0, 0, 0, 0, 0, 0 };
- vec_f32 inp[2];
-
- a0 = ap;
- va0 = (vec_bf16 *)a0;
- v_x = (vec_bf16 *)x;
- BLASLONG n8 = n / 8;
- BLASLONG i = 0;
-
- for (; i < n8; i++) {
- vec_load_vec2(&v_x[i], inp, zero);
-
- temp0 += vec_load_mult(&va0[i], inp, zero);
- }
-
- n &= 7;
- if (n > 4) {
- vec_loadN_vec2(&v_x[i], inp, n, zero);
-
- temp0 += vec_loadN_mult(&va0[i], inp, n, zero);
- } else if (n) {
- inp[0] = vec_loadNHi(&v_x[i], n, zero);
-
- temp0 += vec_loadNHi_mult(&va0[i], inp[0], n, zero);
- }
-
- y[0] += (alpha * (temp0[0] + temp0[1] + temp0[2] + temp0[3]));
- }
-
- static void BF16GEMV_T_VSX_2(BLASLONG n, BLASLONG lda, IFLOAT *ap, IFLOAT *x, FLOAT *y, FLOAT alpha)
- {
- IFLOAT *a0, *a1;
- vec_bf16 *va0, *va1, *v_x;
- vec_f32 temp0 = { 0, 0, 0, 0 };
- vec_f32 temp1 = { 0, 0, 0, 0 };
- vec_bf16 zero = { 0, 0, 0, 0, 0, 0, 0, 0 };
- vec_f32 inp[2];
-
- 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 < n8; i++) {
- vec_load_vec2(&v_x[i], inp, zero);
-
- temp0 += vec_load_mult(&va0[i], inp, zero);
- temp1 += vec_load_mult(&va1[i], inp, zero);
- }
-
- n &= 7;
- if (n > 4) {
- vec_loadN_vec2(&v_x[i], inp, n, zero);
-
- temp0 += vec_loadN_mult(&va0[i], inp, n, zero);
- temp1 += vec_loadN_mult(&va1[i], inp, n, zero);
- } else if (n) {
- inp[0] = vec_loadNHi(&v_x[i], n, zero);
-
- temp0 += vec_loadNHi_mult(&va0[i], inp[0], n, zero);
- temp1 += vec_loadNHi_mult(&va1[i], inp[0], n, zero);
- }
-
- y[0] += (alpha * (temp0[0] + temp0[1] + temp0[2] + temp0[3]));
- y[1] += (alpha * (temp1[0] + temp1[1] + temp1[2] + temp1[3]));
- }
-
- static void BF16GEMV_T_VSX_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;
- vec_f32 temp0 = { 0, 0, 0, 0 };
- vec_f32 temp1 = { 0, 0, 0, 0 };
- vec_f32 temp2 = { 0, 0, 0, 0 };
- vec_f32 temp3 = { 0, 0, 0, 0 };
- vec_bf16 zero = { 0, 0, 0, 0, 0, 0, 0, 0 };
- vec_f32 inp[2];
-
- 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 < n8; i++) {
- vec_load_vec2(&v_x[i], inp, zero);
-
- temp0 += vec_load_mult(&va0[i], inp, zero);
- temp1 += vec_load_mult(&va1[i], inp, zero);
- temp2 += vec_load_mult(&va2[i], inp, zero);
- temp3 += vec_load_mult(&va3[i], inp, zero);
- }
-
- n &= 7;
- if (n > 4) {
- vec_loadN_vec2(&v_x[i], inp, n, zero);
-
- temp0 += vec_loadN_mult(&va0[i], inp, n, zero);
- temp1 += vec_loadN_mult(&va1[i], inp, n, zero);
- temp2 += vec_loadN_mult(&va2[i], inp, n, zero);
- temp3 += vec_loadN_mult(&va3[i], inp, n, zero);
- } else if (n) {
- inp[0] = vec_loadNHi(&v_x[i], n, zero);
-
- temp0 += vec_loadNHi_mult(&va0[i], inp[0], n, zero);
- temp1 += vec_loadNHi_mult(&va1[i], inp[0], n, zero);
- temp2 += vec_loadNHi_mult(&va2[i], inp[0], n, zero);
- temp3 += vec_loadNHi_mult(&va3[i], inp[0], n, zero);
- }
-
- vec_f32 t0, t1, t2, t3;
- vec_f32 a = { alpha, alpha, alpha, alpha };
- vec_f32 *v_y = (vec_f32 *) y;
-
- t0 = vec_mergeh(temp0, temp2);
- t1 = vec_mergel(temp0, temp2);
- t2 = vec_mergeh(temp1, temp3);
- t3 = vec_mergel(temp1, temp3);
- temp0 = vec_mergeh(t0, t2);
- temp1 = vec_mergel(t0, t2);
- temp2 = vec_mergeh(t1, t3);
- temp3 = vec_mergel(t1, t3);
- temp0 += temp1 + temp2 + temp3;
-
- v_y[0] += (a * temp0);
- }
-
- #ifdef USE_BFGEMV_8_T_VSX
- static void BF16GEMV_T_VSX_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;
- vec_f32 temp0 = { 0, 0, 0, 0 };
- vec_f32 temp1 = { 0, 0, 0, 0 };
- vec_f32 temp2 = { 0, 0, 0, 0 };
- vec_f32 temp3 = { 0, 0, 0, 0 };
- vec_f32 temp4 = { 0, 0, 0, 0 };
- vec_f32 temp5 = { 0, 0, 0, 0 };
- vec_f32 temp6 = { 0, 0, 0, 0 };
- vec_f32 temp7 = { 0, 0, 0, 0 };
- vec_bf16 zero = { 0, 0, 0, 0, 0, 0, 0, 0 };
- vec_f32 inp[2], inp0[2], inp1[2], inp2[2], inp3[2], inp4[2], inp5[2], inp6[2], inp7[2];
-
- 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 < n8; i++) {
- vec_load_vec2(&v_x[i], inp, zero);
- vec_load_vec2(&va0[i], inp0, zero);
- vec_load_vec2(&va1[i], inp1, zero);
- vec_load_vec2(&va2[i], inp2, zero);
- vec_load_vec2(&va3[i], inp3, zero);
- vec_load_vec2(&va4[i], inp4, zero);
- vec_load_vec2(&va5[i], inp5, zero);
- vec_load_vec2(&va6[i], inp6, zero);
- vec_load_vec2(&va7[i], inp7, zero);
-
- temp0 += (inp[0] * inp0[0]);
- temp1 += (inp[0] * inp1[0]);
- temp2 += (inp[0] * inp2[0]);
- temp3 += (inp[0] * inp3[0]);
- temp4 += (inp[0] * inp4[0]);
- temp5 += (inp[0] * inp5[0]);
- temp6 += (inp[0] * inp6[0]);
- temp7 += (inp[0] * inp7[0]);
- temp0 += (inp[1] * inp0[1]);
- temp1 += (inp[1] * inp1[1]);
- temp2 += (inp[1] * inp2[1]);
- temp3 += (inp[1] * inp3[1]);
- temp4 += (inp[1] * inp4[1]);
- temp5 += (inp[1] * inp5[1]);
- temp6 += (inp[1] * inp6[1]);
- temp7 += (inp[1] * inp7[1]);
- }
-
- n &= 7;
- if (n > 4) {
- vec_loadN_vec2(&v_x[i], inp, n, zero);
- vec_loadN_vec2(&va0[i], inp0, n, zero);
- vec_loadN_vec2(&va1[i], inp1, n, zero);
- vec_loadN_vec2(&va2[i], inp2, n, zero);
- vec_loadN_vec2(&va3[i], inp3, n, zero);
- vec_loadN_vec2(&va4[i], inp4, n, zero);
- vec_loadN_vec2(&va5[i], inp5, n, zero);
- vec_loadN_vec2(&va6[i], inp6, n, zero);
- vec_loadN_vec2(&va7[i], inp7, n, zero);
-
- temp0 += (inp[0] * inp0[0]);
- temp1 += (inp[0] * inp1[0]);
- temp2 += (inp[0] * inp2[0]);
- temp3 += (inp[0] * inp3[0]);
- temp4 += (inp[0] * inp4[0]);
- temp5 += (inp[0] * inp5[0]);
- temp6 += (inp[0] * inp6[0]);
- temp7 += (inp[0] * inp7[0]);
- temp0 += (inp[1] * inp0[1]);
- temp1 += (inp[1] * inp1[1]);
- temp2 += (inp[1] * inp2[1]);
- temp3 += (inp[1] * inp3[1]);
- temp4 += (inp[1] * inp4[1]);
- temp5 += (inp[1] * inp5[1]);
- temp6 += (inp[1] * inp6[1]);
- temp7 += (inp[1] * inp7[1]);
- } else if (n) {
- inp[0] = vec_loadNHi(&v_x[i], n, zero);
-
- temp0 += vec_loadNHi_mult(&va0[i], inp[0], n, zero);
- temp1 += vec_loadNHi_mult(&va1[i], inp[0], n, zero);
- temp2 += vec_loadNHi_mult(&va2[i], inp[0], n, zero);
- temp3 += vec_loadNHi_mult(&va3[i], inp[0], n, zero);
- temp4 += vec_loadNHi_mult(&va4[i], inp[0], n, zero);
- temp5 += vec_loadNHi_mult(&va5[i], inp[0], n, zero);
- temp6 += vec_loadNHi_mult(&va6[i], inp[0], n, zero);
- temp7 += vec_loadNHi_mult(&va7[i], inp[0], n, zero);
- }
-
- vec_f32 t0, t1, t2, t3, t10, t11, t12, t13;
- vec_f32 a = { alpha, alpha, alpha, alpha };
- vec_f32 *v_y = (vec_f32 *) y;
-
- t0 = vec_mergeh(temp0, temp2);
- t1 = vec_mergel(temp0, temp2);
- t2 = vec_mergeh(temp1, temp3);
- t3 = vec_mergel(temp1, temp3);
- temp0 = vec_mergeh(t0, t2);
- temp1 = vec_mergel(t0, t2);
- temp2 = vec_mergeh(t1, t3);
- temp3 = vec_mergel(t1, t3);
- temp0 += temp1 + temp2 + temp3;
-
- t10 = vec_mergeh(temp4, temp6);
- t11 = vec_mergel(temp4, temp6);
- t12 = vec_mergeh(temp5, temp7);
- t13 = vec_mergel(temp5, temp7);
- temp4 = vec_mergeh(t10, t12);
- temp5 = vec_mergel(t10, t12);
- temp6 = vec_mergeh(t11, t13);
- temp7 = vec_mergel(t11, t13);
- temp4 += temp5 + temp6 + temp7;
-
- vec_load_pair(inp, v_y);
- inp[0] += (a * temp0);
- inp[1] += (a * temp4);
- vec_store_pair(v_y, inp);
- }
- #endif
-
- #include "sbgemv_t.c"
- #endif
-
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