/*************************************************************************** * Copyright (c) 2022, 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 #include "common.h" #ifdef ALPHA_ONE #define LOAD_C(M, N) \ mc##M##N = svld1_gather_index(pg32, ptr_c0##N + 2 * M , off_vc); #define LOAD_C_LOW(M, N) \ mc##M##N = svld1_gather_index(pg32_low, ptr_c0##N + 2 * M, off_vc); #define LOAD_C_EVEN(M, N) \ mc##M##N = svld1_gather_index(pg32_even, ptr_c0##N + 2 * M, off_vc); #define LOAD_C_FIRST(M, N) \ mc##M##N = svld1_gather_index(pg32_first, ptr_c0##N + 2 * M, off_vc); #define STORE_C(M, N) \ svst1_scatter_index(pg32, ptr_c0##N + 2 * M, off_vc, mc##M##N); #define STORE_C_LOW(M, N) \ svst1_scatter_index(pg32_low, ptr_c0##N + 2 * M, off_vc, mc##M##N); #define STORE_C_EVEN(M, N) \ svst1_scatter_index(pg32_even, ptr_c0##N + 2 * M, off_vc, mc##M##N); #define STORE_C_FIRST(M, N) \ svst1_scatter_index(pg32_first, ptr_c0##N + 2 * M, off_vc, mc##M##N); #else #define LOAD_C(M, N) \ mc##M##N = svdup_f32(0); \ oc##M##N = svld1_gather_index(pg32, ptr_c0##N + 2 * M , off_vc); #define LOAD_C_LOW(M, N) \ mc##M##N = svdup_f32(0); \ oc##M##N = svld1_gather_index(pg32_low, ptr_c0##N + 2 * M , off_vc); #define LOAD_C_EVEN(M, N) \ mc##M##N = svdup_f32(0); \ oc##M##N = svld1_gather_index(pg32_even, ptr_c0##N + 2 * M , off_vc); #define LOAD_C_FIRST(M, N) \ mc##M##N = svdup_f32(0); \ oc##M##N = svld1_gather_index(pg32_first, ptr_c0##N + 2 * M , off_vc); #define STORE_C(M, N) \ mc##M##N = svmad_z(pg32, svalpha, mc##M##N, oc##M##N); \ svst1_scatter_index(pg32, ptr_c0##N + 2 * M, off_vc, mc##M##N); #define STORE_C_LOW(M, N) \ mc##M##N = svmad_z(pg32_low, svalpha, mc##M##N, oc##M##N); \ svst1_scatter_index(pg32_low, ptr_c0##N + 2 * M, off_vc, mc##M##N); #define STORE_C_EVEN(M, N) \ mc##M##N = svmad_z(pg32_even, svalpha, mc##M##N, oc##M##N); \ svst1_scatter_index(pg32_even, ptr_c0##N + 2 * M, off_vc, mc##M##N); #define STORE_C_FIRST(M, N) \ mc##M##N = svmad_z(pg32_first, svalpha, mc##M##N, oc##M##N); \ svst1_scatter_index(pg32_first, ptr_c0##N + 2 * M, off_vc, mc##M##N); #endif #define LOAD_A(M) ma##M = svld1_bf16(pg16, ptr_a##M); #define LOAD_B(N) mb##N = svld1_bf16(pg16, ptr_b##N); #define MATMUL(M, N) mc##M##N = svbfmmla(mc##M##N, ma##M, mb##N); #define LOAD_KREST_1(NAME, M) \ m##NAME##M = svdupq_bf16(*(ptr_##NAME##M), zero, zero, zero, \ *(ptr_##NAME##M + 1), zero, zero, zero); #define LOAD_KREST_1_LOW(NAME, M) \ m##NAME##M = svdupq_bf16(*(ptr_##NAME##M), zero, zero, zero, zero, zero, \ zero, zero); #define LOAD_KREST_2(NAME, M) \ m##NAME##M = \ svdupq_bf16(*(ptr_##NAME##M), *(ptr_##NAME##M + 1), zero, zero, \ *(ptr_##NAME##M + 2), *(ptr_##NAME##M + 3), zero, zero); #define LOAD_KREST_2_LOW(NAME, M) \ m##NAME##M = svdupq_bf16(*(ptr_##NAME##M), *(ptr_##NAME##M + 1), zero, \ zero, zero, zero, zero, zero); #define LOAD_KREST_3(NAME, M) \ m##NAME##M = \ svdupq_bf16(*(ptr_##NAME##M), *(ptr_##NAME##M + 1), \ *(ptr_##NAME##M + 2), zero, *(ptr_##NAME##M + 3), \ *(ptr_##NAME##M + 4), *(ptr_##NAME##M + 5), zero); #define LOAD_KREST_3_LOW(NAME, M) \ m##NAME##M = \ svdupq_bf16(*(ptr_##NAME##M), *(ptr_##NAME##M + 1), \ *(ptr_##NAME##M + 2), zero, zero, zero, zero, zero); #ifdef ALPHA_ONE int sbgemm_kernel_neoversen2_alpha_one(BLASLONG m, BLASLONG n, BLASLONG k, FLOAT alpha, IFLOAT * A, IFLOAT * B, FLOAT * C, BLASLONG ldc) #else int sbgemm_kernel_neoversen2_alpha(BLASLONG m, BLASLONG n, BLASLONG k, FLOAT alpha, IFLOAT * A, IFLOAT * B, FLOAT * C, BLASLONG ldc) #endif { bfloat16_t *ptr_a = (bfloat16_t *)A; bfloat16_t *ptr_b = (bfloat16_t *)B; FLOAT *ptr_c = C; bfloat16_t *ptr_a0, *ptr_a1, *ptr_a2, *ptr_a3; bfloat16_t *ptr_b0, *ptr_b1; FLOAT *ptr_c00, *ptr_c01; svbfloat16_t ma0, ma1, ma2, ma3, mb0, mb1; svfloat32_t mc00, mc01, mc10, mc11, mc20, mc21, mc30, mc31; #ifndef ALPHA_ONE svfloat32_t oc00, oc01, oc10, oc11, oc20, oc21, oc30, oc31; #endif svbool_t pg16 = svptrue_b16(); svbool_t pg16_low = svdupq_b16(1, 1, 1, 1, 0, 0, 0, 0); svbool_t pg32 = svptrue_b32(); svbool_t pg32_low = svdupq_b32(1, 1, 0, 0); svbool_t pg32_even = svdupq_b32(1, 0, 1, 0); svbool_t pg32_first = svdupq_b32(1, 0, 0, 0); svfloat32_t svalpha = svdup_f32(alpha); bfloat16 tmp = 0; bfloat16_t zero = *((bfloat16_t *)&tmp); BLASLONG krest = k & 3; // 00 01 10 11 svuint32_t off_vc = svdupq_u32(0, (uint32_t)ldc, 1, (uint32_t)ldc + 1); for (BLASLONG j = 0; j < n / 4; j++) { ptr_c00 = ptr_c; ptr_c01 = ptr_c + 2 * ldc; ptr_c += 4 * ldc; ptr_a = (bfloat16_t *)A; for (BLASLONG i = 0; i < m / 8; i++) { ptr_a0 = ptr_a; ptr_a1 = ptr_a0 + 2 * k; ptr_a2 = ptr_a1 + 2 * k; ptr_a3 = ptr_a2 + 2 * k; ptr_a += 8 * k; ptr_b0 = ptr_b; ptr_b1 = ptr_b0 + 2 * k; LOAD_C(0, 0); LOAD_C(0, 1); LOAD_C(1, 0); LOAD_C(1, 1); LOAD_C(2, 0); LOAD_C(2, 1); LOAD_C(3, 0); LOAD_C(3, 1); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_A(1); LOAD_A(2); LOAD_A(3); LOAD_B(0); LOAD_B(1); MATMUL(0, 0); MATMUL(0, 1); MATMUL(1, 0); MATMUL(1, 1); MATMUL(2, 0); MATMUL(2, 1); MATMUL(3, 0); MATMUL(3, 1); ptr_a0 += 8; ptr_a1 += 8; ptr_a2 += 8; ptr_a3 += 8; ptr_b0 += 8; ptr_b1 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(a, 1); LOAD_KREST_1(a, 2); LOAD_KREST_1(a, 3); LOAD_KREST_1(b, 0); LOAD_KREST_1(b, 1); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(a, 1); LOAD_KREST_2(a, 2); LOAD_KREST_2(a, 3); LOAD_KREST_2(b, 0); LOAD_KREST_2(b, 1); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(a, 1); LOAD_KREST_3(a, 2); LOAD_KREST_3(a, 3); LOAD_KREST_3(b, 0); LOAD_KREST_3(b, 1); } MATMUL(0, 0); MATMUL(0, 1); MATMUL(1, 0); MATMUL(1, 1); MATMUL(2, 0); MATMUL(2, 1); MATMUL(3, 0); MATMUL(3, 1); } STORE_C(0, 0); STORE_C(0, 1); STORE_C(1, 0); STORE_C(1, 1); STORE_C(2, 0); STORE_C(2, 1); STORE_C(3, 0); STORE_C(3, 1); ptr_c00 += 8; ptr_c01 += 8; } if (m & 4) { ptr_a0 = ptr_a; ptr_a1 = ptr_a0 + 2 * k; ptr_a += 4 * k; ptr_b0 = ptr_b; ptr_b1 = ptr_b0 + 2 * k; LOAD_C(0, 0); LOAD_C(0, 1); LOAD_C(1, 0); LOAD_C(1, 1); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_A(1); LOAD_B(0); LOAD_B(1); MATMUL(0, 0); MATMUL(0, 1); MATMUL(1, 0); MATMUL(1, 1); ptr_a0 += 8; ptr_a1 += 8; ptr_b0 += 8; ptr_b1 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(a, 1); LOAD_KREST_1(b, 0); LOAD_KREST_1(b, 1); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(a, 1); LOAD_KREST_2(b, 0); LOAD_KREST_2(b, 1); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(a, 1); LOAD_KREST_3(b, 0); LOAD_KREST_3(b, 1); } MATMUL(0, 0); MATMUL(0, 1); MATMUL(1, 0); MATMUL(1, 1); } STORE_C(0, 0); STORE_C(0, 1); STORE_C(1, 0); STORE_C(1, 1); ptr_c00 += 4; ptr_c01 += 4; } if (m & 2) { ptr_a0 = ptr_a; ptr_a += 2 * k; ptr_b0 = ptr_b; ptr_b1 = ptr_b0 + 2 * k; LOAD_C(0, 0); LOAD_C(0, 1); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_B(0); LOAD_B(1); MATMUL(0, 0); MATMUL(0, 1); ptr_a0 += 8; ptr_b0 += 8; ptr_b1 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(b, 0); LOAD_KREST_1(b, 1); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(b, 0); LOAD_KREST_2(b, 1); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(b, 0); LOAD_KREST_3(b, 1); } MATMUL(0, 0); MATMUL(0, 1); } STORE_C(0, 0); STORE_C(0, 1); ptr_c00 += 2; ptr_c01 += 2; } if (m & 1) { ptr_a0 = ptr_a; ptr_b0 = ptr_b; ptr_b1 = ptr_b0 + 2 * k; LOAD_C_LOW(0, 0); LOAD_C_LOW(0, 1); for (BLASLONG p = 0; p < k / 4; p++) { ma0 = svld1_bf16(pg16_low, ptr_a0); LOAD_B(0); LOAD_B(1); MATMUL(0, 0); MATMUL(0, 1); ptr_a0 += 4; ptr_b0 += 8; ptr_b1 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1_LOW(a, 0); LOAD_KREST_1(b, 0); LOAD_KREST_1(b, 1); } else if (krest == 2) { LOAD_KREST_2_LOW(a, 0); LOAD_KREST_2(b, 0); LOAD_KREST_2(b, 1); } else if (krest == 3) { LOAD_KREST_3_LOW(a, 0); LOAD_KREST_3(b, 0); LOAD_KREST_3(b, 1); } MATMUL(0, 0); MATMUL(0, 1); } STORE_C_LOW(0, 0); STORE_C_LOW(0, 1); } ptr_b += 4 * k; } if (n & 2) { ptr_c00 = ptr_c; ptr_c += 2 * ldc; ptr_a = (bfloat16_t *)A; for (BLASLONG i = 0; i < m / 8; i++) { ptr_a0 = ptr_a; ptr_a1 = ptr_a0 + 2 * k; ptr_a2 = ptr_a1 + 2 * k; ptr_a3 = ptr_a2 + 2 * k; ptr_a += 8 * k; ptr_b0 = ptr_b; LOAD_C(0, 0); LOAD_C(1, 0); LOAD_C(2, 0); LOAD_C(3, 0); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_A(1); LOAD_A(2); LOAD_A(3); LOAD_B(0); MATMUL(0, 0); MATMUL(1, 0); MATMUL(2, 0); MATMUL(3, 0); ptr_a0 += 8; ptr_a1 += 8; ptr_a2 += 8; ptr_a3 += 8; ptr_b0 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(a, 1); LOAD_KREST_1(a, 2); LOAD_KREST_1(a, 3); LOAD_KREST_1(b, 0); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(a, 1); LOAD_KREST_2(a, 2); LOAD_KREST_2(a, 3); LOAD_KREST_2(b, 0); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(a, 1); LOAD_KREST_3(a, 2); LOAD_KREST_3(a, 3); LOAD_KREST_3(b, 0); } MATMUL(0, 0); MATMUL(1, 0); MATMUL(2, 0); MATMUL(3, 0); } STORE_C(0, 0); STORE_C(1, 0); STORE_C(2, 0); STORE_C(3, 0); ptr_c00 += 8; } if (m & 4) { ptr_a0 = ptr_a; ptr_a1 = ptr_a0 + 2 * k; ptr_a += 4 * k; ptr_b0 = ptr_b; LOAD_C(0, 0); LOAD_C(1, 0); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_A(1); LOAD_B(0); MATMUL(0, 0); MATMUL(1, 0); ptr_a0 += 8; ptr_a1 += 8; ptr_b0 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(a, 1); LOAD_KREST_1(b, 0); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(a, 1); LOAD_KREST_2(b, 0); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(a, 1); LOAD_KREST_3(b, 0); } MATMUL(0, 0); MATMUL(1, 0); } STORE_C(0, 0) STORE_C(1, 0) ptr_c00 += 4; } if (m & 2) { ptr_a0 = ptr_a; ptr_a += 2 * k; ptr_b0 = ptr_b; LOAD_C(0, 0); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_B(0); MATMUL(0, 0); ptr_a0 += 8; ptr_b0 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(b, 0); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(b, 0); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(b, 0); } MATMUL(0, 0); } STORE_C(0, 0); ptr_c00 += 2; } if (m & 1) { ptr_a0 = ptr_a; ptr_b0 = ptr_b; LOAD_C(0, 0); for (BLASLONG p = 0; p < k / 4; p++) { ma0 = svld1_bf16(pg16_low, ptr_a0); LOAD_B(0); MATMUL(0, 0); ptr_a0 += 4; ptr_b0 += 8; } if (krest) { if (krest == 1) { LOAD_KREST_1_LOW(a, 0); LOAD_KREST_1(b, 0); } else if (krest == 2) { LOAD_KREST_2_LOW(a, 0); LOAD_KREST_2(b, 0); } else if (krest == 3) { LOAD_KREST_3_LOW(a, 0); LOAD_KREST_3(b, 0); } MATMUL(0, 0); } STORE_C_LOW(0, 0); } ptr_b += 2 * k; } if (n & 1) { ptr_c00 = ptr_c; ptr_a = (bfloat16_t *) A; for (BLASLONG i = 0; i < m / 8; i++) { ptr_a0 = ptr_a; ptr_a1 = ptr_a0 + 2 * k; ptr_a2 = ptr_a1 + 2 * k; ptr_a3 = ptr_a2 + 2 * k; ptr_a += 8 * k; ptr_b0 = ptr_b; LOAD_C_EVEN(0, 0); LOAD_C_EVEN(1, 0); LOAD_C_EVEN(2, 0); LOAD_C_EVEN(3, 0); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_A(1); LOAD_A(2); LOAD_A(3); mb0 = svld1_bf16(pg16_low, ptr_b0); MATMUL(0, 0); MATMUL(1, 0); MATMUL(2, 0); MATMUL(3, 0); ptr_a0 += 8; ptr_a1 += 8; ptr_a2 += 8; ptr_a3 += 8; ptr_b0 += 4; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(a, 1); LOAD_KREST_1(a, 2); LOAD_KREST_1(a, 3); LOAD_KREST_1_LOW(b, 0); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(a, 1); LOAD_KREST_2(a, 2); LOAD_KREST_2(a, 3); LOAD_KREST_2_LOW(b, 0); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(a, 1); LOAD_KREST_3(a, 2); LOAD_KREST_3(a, 3); LOAD_KREST_3_LOW(b, 0); } MATMUL(0, 0); MATMUL(1, 0); MATMUL(2, 0); MATMUL(3, 0); } STORE_C_EVEN(0, 0) STORE_C_EVEN(1, 0); STORE_C_EVEN(2, 0); STORE_C_EVEN(3, 0); ptr_c00 += 8; } if (m & 4) { ptr_a0 = ptr_a; ptr_a1 = ptr_a0 + 2 * k; ptr_a += 4 * k; ptr_b0 = ptr_b; LOAD_C_EVEN(0, 0); LOAD_C_EVEN(1, 0); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); LOAD_A(1); mb0 = svld1_bf16(pg16_low, ptr_b0); MATMUL(0, 0); MATMUL(1, 0); ptr_a0 += 8; ptr_a1 += 8; ptr_b0 += 4; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1(a, 1); LOAD_KREST_1_LOW(b, 0); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2(a, 1); LOAD_KREST_2_LOW(b, 0); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3(a, 1); LOAD_KREST_3_LOW(b, 0); } MATMUL(0, 0); MATMUL(1, 0); } STORE_C_EVEN(0, 0) STORE_C_EVEN(1, 0) ptr_c00 += 4; } if (m & 2) { ptr_a0 = ptr_a; ptr_a += 2 * k; ptr_b0 = ptr_b; LOAD_C_EVEN(0, 0); for (BLASLONG p = 0; p < k / 4; p++) { LOAD_A(0); mb0 = svld1_bf16(pg16_low, ptr_b0); MATMUL(0, 0); ptr_a0 += 8; ptr_b0 += 4; } if (krest) { if (krest == 1) { LOAD_KREST_1(a, 0); LOAD_KREST_1_LOW(b, 0); } else if (krest == 2) { LOAD_KREST_2(a, 0); LOAD_KREST_2_LOW(b, 0); } else if (krest == 3) { LOAD_KREST_3(a, 0); LOAD_KREST_3_LOW(b, 0); } MATMUL(0, 0); } STORE_C_EVEN(0, 0); ptr_c00 += 2; } if (m & 1) { ptr_a0 = ptr_a; ptr_b0 = ptr_b; LOAD_C_FIRST(0, 0); for (BLASLONG p = 0; p < k / 4; p++) { ma0 = svld1_bf16(pg16_low, ptr_a0); mb0 = svld1_bf16(pg16_low, ptr_b0); MATMUL(0, 0); ptr_a0 += 4; ptr_b0 += 4; } if (krest) { if (krest == 1) { LOAD_KREST_1_LOW(a, 0); LOAD_KREST_1_LOW(b, 0); } else if (krest == 2) { LOAD_KREST_2_LOW(a, 0); LOAD_KREST_2_LOW(b, 0); } else if (krest == 3) { LOAD_KREST_3_LOW(a, 0); LOAD_KREST_3_LOW(b, 0); } MATMUL(0, 0); } STORE_C_FIRST(0, 0); } } return 0; }