diff --git a/kernel/x86_64/KERNEL.SKYLAKEX b/kernel/x86_64/KERNEL.SKYLAKEX index db1e6cbff..3e84e794e 100644 --- a/kernel/x86_64/KERNEL.SKYLAKEX +++ b/kernel/x86_64/KERNEL.SKYLAKEX @@ -31,6 +31,8 @@ DGEMM_SMALL_K_NN = dgemm_small_kernel_nn_skylakex.c DGEMM_SMALL_K_B0_NN = dgemm_small_kernel_b0_nn_skylakex.c DGEMM_SMALL_K_NT = dgemm_small_kernel_nt_skylakex.c DGEMM_SMALL_K_B0_NT = dgemm_small_kernel_b0_nt_skylakex.c +DGEMM_SMALL_K_TT = dgemm_small_kernel_tt_skylakex.c +DGEMM_SMALL_K_B0_TT = dgemm_small_kernel_b0_tt_skylakex.c SGEMM_BETA = sgemm_beta_skylakex.c DGEMM_BETA = dgemm_beta_skylakex.c diff --git a/kernel/x86_64/dgemm_small_kernel_b0_tt_skylakex.c b/kernel/x86_64/dgemm_small_kernel_b0_tt_skylakex.c new file mode 100644 index 000000000..93fab1836 --- /dev/null +++ b/kernel/x86_64/dgemm_small_kernel_b0_tt_skylakex.c @@ -0,0 +1,2 @@ +#define B0 1 +#include "./dgemm_small_kernel_tt_skylakex.c" diff --git a/kernel/x86_64/dgemm_small_kernel_tt_skylakex.c b/kernel/x86_64/dgemm_small_kernel_tt_skylakex.c new file mode 100644 index 000000000..8ff79d2c8 --- /dev/null +++ b/kernel/x86_64/dgemm_small_kernel_tt_skylakex.c @@ -0,0 +1,392 @@ +/*************************************************************************** +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 +#include "common.h" +#include + +#define DECLARE_RESULT_512(M, N) __m512d result##M##N = _mm512_setzero_pd() +#define BROADCAST_LOAD_A_512(M, N) __m512d Aval##M = _mm512_broadcastsd_pd(_mm_load_sd(&A[k + lda * (i+M)])) +#define LOAD_B_512(M,N) __m512d Bval##N = _mm512_loadu_pd(&B[ldb * k + j + (N*8)]) +#define MASK_LOAD_B_512(M, N) __m512d Bval##N = _mm512_maskz_loadu_pd(mask, &B[ldb * k + j + (N*8)]) +#define MATMUL_512(M, N) result##M##N = _mm512_fmadd_pd(Aval##M, Bval##N, result##M##N) + +#if defined(B0) +#define STORE_8xy(v, N, x, y) _mm512_storeu_pd(&C[(j + N*8 + x + y*8)*ldc + i], v) +#define STORE_4xy(v, N, x, y) _mm256_storeu_pd(&C[(j + N*8 + x + y*4)*ldc + i], v) +#define SCATTER_STORE_512(M, N) result##M##N = _mm512_mul_pd(result##M##N, alpha_512); \ + _mm512_i64scatter_pd(&C[(j + N*8)*ldc + i + M], vindex_n, result##M##N, 8); +#define MASK_SCATTER_STORE_512(M, N) result##M##N = _mm512_mul_pd(result##M##N, alpha_512); \ + _mm512_mask_i64scatter_pd(&C[(j + N*8)*ldc + i + M], mask, vindex_n, result##M##N, 8); +#else +#define STORE_8xy(v, N, x, y) \ + asm("vfmadd231pd (%1), %2, %0": "+v"(v): "r"(&C[(j + N*8 + x + y*8)*ldc + i]), "v"(beta_512)); \ + _mm512_storeu_pd(&C[(j + N*8 + x + y*8)*ldc + i], v) +#define STORE_4xy(v, N, x, y) \ + asm("vfmadd231pd (%1), %2, %0": "+v"(v): "r"(&C[(j + N*8 + x + y*4)*ldc + i]), "v"(beta_256)); \ + _mm256_storeu_pd(&C[(j + N*8 + x + y*4)*ldc + i], v) +#define SCATTER_STORE_512(M, N) result##M##N = _mm512_mul_pd(result##M##N, alpha_512); \ + __m512d tmp##M##N = _mm512_i64gather_pd(vindex_n, &C[(j + N*8)*ldc + i + M], 8); \ + result##M##N = _mm512_fmadd_pd(tmp##M##N, beta_512, result##M##N); \ + _mm512_i64scatter_pd(&C[(j + N*8)*ldc + i + M], vindex_n, result##M##N, 8); +#define MASK_SCATTER_STORE_512(M, N) result##M##N = _mm512_mul_pd(result##M##N, alpha_512); \ + __m512d tmp##M##N = _mm512_mask_i64gather_pd(_mm512_setzero_pd(), mask, vindex_n, &C[(j + N*8)*ldc + i + M], 8); \ + result##M##N = _mm512_fmadd_pd(tmp##M##N, beta_512, result##M##N); \ + _mm512_mask_i64scatter_pd(&C[(j + N*8)*ldc + i + M], mask, vindex_n, result##M##N, 8); +#endif + +#define REORDER_8x8(r0, r1, r2, r3, r4, r5, r6, r7) \ + __m512d t0, t1, t2, t3, t4, t5, t6, t7; \ + t0 = _mm512_unpacklo_pd(r0, r1); \ + t1 = _mm512_unpackhi_pd(r0, r1); \ + t2 = _mm512_unpacklo_pd(r2, r3); \ + t3 = _mm512_unpackhi_pd(r2, r3); \ + t4 = _mm512_unpacklo_pd(r4, r5); \ + t5 = _mm512_unpackhi_pd(r4, r5); \ + t6 = _mm512_unpacklo_pd(r6, r7); \ + t7 = _mm512_unpackhi_pd(r6, r7); \ + r0 = _mm512_shuffle_f64x2(t0, t2, 0x88); \ + r1 = _mm512_shuffle_f64x2(t1, t3, 0x88); \ + r2 = _mm512_shuffle_f64x2(t0, t2, 0xdd); \ + r3 = _mm512_shuffle_f64x2(t1, t3, 0xdd); \ + r4 = _mm512_shuffle_f64x2(t4, t6, 0x88); \ + r5 = _mm512_shuffle_f64x2(t5, t7, 0x88); \ + r6 = _mm512_shuffle_f64x2(t4, t6, 0xdd); \ + r7 = _mm512_shuffle_f64x2(t5, t7, 0xdd); \ + t0 = _mm512_permutex2var_pd(r0, idx_lo, r4); \ + t1 = _mm512_permutex2var_pd(r1, idx_lo, r5); \ + t2 = _mm512_permutex2var_pd(r2, idx_lo, r6); \ + t3 = _mm512_permutex2var_pd(r3, idx_lo, r7); \ + t4 = _mm512_permutex2var_pd(r0, idx_hi, r4); \ + t5 = _mm512_permutex2var_pd(r1, idx_hi, r5); \ + t6 = _mm512_permutex2var_pd(r2, idx_hi, r6); \ + t7 = _mm512_permutex2var_pd(r3, idx_hi, r7); \ + t0 = _mm512_mul_pd(t0, alpha_512); \ + t1 = _mm512_mul_pd(t1, alpha_512); \ + t2 = _mm512_mul_pd(t2, alpha_512); \ + t3 = _mm512_mul_pd(t3, alpha_512); \ + t4 = _mm512_mul_pd(t4, alpha_512); \ + t5 = _mm512_mul_pd(t5, alpha_512); \ + t6 = _mm512_mul_pd(t6, alpha_512); \ + t7 = _mm512_mul_pd(t7, alpha_512); + +#define SAVE_8(N, x) {\ + STORE_8xy(t##x, N, x, 0); \ +} + +#define REORDER_STORE_8x8(N) {\ + REORDER_8x8(result0##N, result1##N, result2##N, result3##N, result4##N, result5##N, result6##N, result7##N); \ + SAVE_8(N, 0); SAVE_8(N, 1); SAVE_8(N, 2); SAVE_8(N, 3); SAVE_8(N, 4); SAVE_8(N, 5); SAVE_8(N, 6); SAVE_8(N, 7); \ +} + +#define MASK_SAVE_8() \ + switch (nn) { \ + case 8: SAVE_8(0, 7); \ + case 7: SAVE_8(0, 6); \ + case 6: SAVE_8(0, 5); \ + case 5: SAVE_8(0, 4); \ + case 4: SAVE_8(0, 3); \ + case 3: SAVE_8(0, 2); \ + case 2: SAVE_8(0, 1); \ + case 1: SAVE_8(0, 0); \ + } + +#define MASK_REORDER_STORE_8x8(N) {\ + REORDER_8x8(result0##N, result1##N, result2##N, result3##N, result4##N, result5##N, result6##N, result7##N); \ + MASK_SAVE_8(); \ +} + +#define REORDER_4x8(r0, r1, r2, r3) \ + __m512d t0, t1, t2, t3; \ + t0 = _mm512_unpacklo_pd(r0, r1); \ + t1 = _mm512_unpackhi_pd(r0, r1); \ + t2 = _mm512_unpacklo_pd(r2, r3); \ + t3 = _mm512_unpackhi_pd(r2, r3); \ + r0 = _mm512_permutex2var_pd(t0, idx_lo, t2); \ + r1 = _mm512_permutex2var_pd(t1, idx_lo, t3); \ + r2 = _mm512_permutex2var_pd(t0, idx_hi, t2); \ + r3 = _mm512_permutex2var_pd(t1, idx_hi, t3); \ + t0 = _mm512_mul_pd(r0, alpha_512); \ + t1 = _mm512_mul_pd(r1, alpha_512); \ + t2 = _mm512_mul_pd(r2, alpha_512); \ + t3 = _mm512_mul_pd(r3, alpha_512); + +#define SAVE_4(N, x, y) {\ + __m256d v4 = _mm512_extractf64x4_pd(t##x, y); \ + STORE_4xy(v4, N, x, y); \ +} + +#define REORDER_STORE_4x8(N) {\ + REORDER_4x8(result0##N, result1##N, result2##N, result3##N); \ + SAVE_4(N, 0, 0); SAVE_4(N, 1, 0); SAVE_4(N, 2, 0); SAVE_4(N, 3, 0); \ + SAVE_4(N, 0, 1); SAVE_4(N, 1, 1); SAVE_4(N, 2, 1); SAVE_4(N, 3, 1); \ +} + +#define MASK_SAVE_4() \ + switch (nn) { \ + case 8: SAVE_4(0, 3, 1); \ + case 7: SAVE_4(0, 2, 1); \ + case 6: SAVE_4(0, 1, 1); \ + case 5: SAVE_4(0, 0, 1); \ + case 4: SAVE_4(0, 3, 0); \ + case 3: SAVE_4(0, 2, 0); \ + case 2: SAVE_4(0, 1, 0); \ + case 1: SAVE_4(0, 0, 0); \ + } + +#define MASK_REORDER_STORE_4x8(N) {\ + REORDER_4x8(result0##N, result1##N, result2##N, result3##N); \ + MASK_SAVE_4(); \ +} + + +#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 m8 = M & ~7; + BLASLONG m4 = M & ~3; + BLASLONG m2 = M & ~1; + + BLASLONG n32 = N & ~31; + BLASLONG n16 = N & ~15; + + __m512d alpha_512 = _mm512_broadcastsd_pd(_mm_load_sd(&alpha)); +#if !defined(B0) + __m512d beta_512 = _mm512_broadcastsd_pd(_mm_load_sd(&beta)); + __m256d beta_256 = _mm256_broadcastsd_pd(_mm_load_sd(&beta)); +#endif + long long permute_table[] = { + 0, 1, 4, 5, 0|8, 1|8, 4|8, 5|8, + 2, 3, 6, 7, 2|8, 3|8, 6|8, 7|8, + }; + __m512i idx_lo = _mm512_loadu_epi64(permute_table); + __m512i idx_hi = _mm512_loadu_epi64(permute_table + 8); + + for (i = 0; i < m8; i += 8) { + for (j = 0; j < n16; j += 16) { + DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0); + DECLARE_RESULT_512(4, 0); DECLARE_RESULT_512(5, 0); DECLARE_RESULT_512(6, 0); DECLARE_RESULT_512(7, 0); + + DECLARE_RESULT_512(0, 1); DECLARE_RESULT_512(1, 1); DECLARE_RESULT_512(2, 1); DECLARE_RESULT_512(3, 1); + DECLARE_RESULT_512(4, 1); DECLARE_RESULT_512(5, 1); DECLARE_RESULT_512(6, 1); DECLARE_RESULT_512(7, 1); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); BROADCAST_LOAD_A_512(2, x); BROADCAST_LOAD_A_512(3, x); + BROADCAST_LOAD_A_512(4, x); BROADCAST_LOAD_A_512(5, x); BROADCAST_LOAD_A_512(6, x); BROADCAST_LOAD_A_512(7, x); + LOAD_B_512(x, 0); LOAD_B_512(x, 1); + MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0); + MATMUL_512(4, 0); MATMUL_512(5, 0); MATMUL_512(6, 0); MATMUL_512(7, 0); + MATMUL_512(0, 1); MATMUL_512(1, 1); MATMUL_512(2, 1); MATMUL_512(3, 1); + MATMUL_512(4, 1); MATMUL_512(5, 1); MATMUL_512(6, 1); MATMUL_512(7, 1); + } + REORDER_STORE_8x8(0); + REORDER_STORE_8x8(1); + } + __mmask8 mask = 0xff; + int nn = 8; + for (; j < N; j += 8) { + if (N - j < 8) { + nn = N - j; + mask = (1UL << nn) - 1; + } + DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0); + DECLARE_RESULT_512(4, 0); DECLARE_RESULT_512(5, 0); DECLARE_RESULT_512(6, 0); DECLARE_RESULT_512(7, 0); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); BROADCAST_LOAD_A_512(2, x); BROADCAST_LOAD_A_512(3, x); + BROADCAST_LOAD_A_512(4, x); BROADCAST_LOAD_A_512(5, x); BROADCAST_LOAD_A_512(6, x); BROADCAST_LOAD_A_512(7, x); + MASK_LOAD_B_512(x, 0); + MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0); + MATMUL_512(4, 0); MATMUL_512(5, 0); MATMUL_512(6, 0); MATMUL_512(7, 0); + } + MASK_REORDER_STORE_8x8(0); + } + } + for (; i < m4; i += 4) { + long long permute_table2[] = { + 0, 1, 0|8, 1|8, 4, 5, 4|8, 5|8, + 2, 3, 2|8, 3|8, 6, 7, 6|8, 7|8, + }; + idx_lo = _mm512_loadu_epi64(permute_table2); + idx_hi = _mm512_loadu_epi64(permute_table2 + 8); + + for (j = 0; j < n32; j += 32) { + 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 < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); BROADCAST_LOAD_A_512(2, x); BROADCAST_LOAD_A_512(3, x); + LOAD_B_512(x, 0); LOAD_B_512(x, 1); LOAD_B_512(x, 2); LOAD_B_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); + } + REORDER_STORE_4x8(0); + REORDER_STORE_4x8(1); + REORDER_STORE_4x8(2); + REORDER_STORE_4x8(3); + } + for (; j < n16; j += 16) { + 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 < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); BROADCAST_LOAD_A_512(2, x); BROADCAST_LOAD_A_512(3, x); + LOAD_B_512(x, 0); LOAD_B_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); + } + REORDER_STORE_4x8(0); + REORDER_STORE_4x8(1); + } + __mmask8 mask = 0xff; + int nn = 8; + for (; j < N; j += 8) { + if (N - j < 8) { + nn = N - j; + mask = (1UL << nn) - 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 < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); BROADCAST_LOAD_A_512(2, x); BROADCAST_LOAD_A_512(3, x); + MASK_LOAD_B_512(x, 0); + MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0); + } + MASK_REORDER_STORE_4x8(0); + } + } + if (i < M) { + long long index_n[8]; + for (int ii = 0; ii < 8; ii++) { + index_n[ii] = ii * ldc; + } + __m512i vindex_n = _mm512_loadu_epi64(index_n); +#if !defined(B0) + __m512d beta_512 = _mm512_broadcastsd_pd(_mm_load_sd(&beta)); +#endif + for (; i < m2; i += 2) { + for (j = 0; j < n32; j += 32) { + 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 < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); + LOAD_B_512(x, 0); LOAD_B_512(x, 1); LOAD_B_512(x, 2); LOAD_B_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); + } + SCATTER_STORE_512(0, 0); SCATTER_STORE_512(1, 0); + SCATTER_STORE_512(0, 1); SCATTER_STORE_512(1, 1); + SCATTER_STORE_512(0, 2); SCATTER_STORE_512(1, 2); + SCATTER_STORE_512(0, 3); SCATTER_STORE_512(1, 3); + } + for (; j < n16; j += 16) { + DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); + DECLARE_RESULT_512(0, 1); DECLARE_RESULT_512(1, 1); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); + LOAD_B_512(x, 0); LOAD_B_512(x, 1); + MATMUL_512(0, 0); MATMUL_512(1, 0); + MATMUL_512(0, 1); MATMUL_512(1, 1); + } + SCATTER_STORE_512(0, 0); SCATTER_STORE_512(1, 0); + SCATTER_STORE_512(0, 1); SCATTER_STORE_512(1, 1); + } + __mmask8 mask = 0xff; + int nn = 8; + for (; j < N; j += 8) { + if (N - j < 8) { + nn = N - j; + mask = (1UL << nn) - 1; + } + DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); BROADCAST_LOAD_A_512(1, x); + MASK_LOAD_B_512(x, 0); + MATMUL_512(0, 0); MATMUL_512(1, 0); + } + MASK_SCATTER_STORE_512(0, 0); MASK_SCATTER_STORE_512(1, 0); + } + } + for (; i < M; i += 1) { + for (j = 0; j < n32; j += 32) { + DECLARE_RESULT_512(0, 0); + DECLARE_RESULT_512(0, 1); + DECLARE_RESULT_512(0, 2); + DECLARE_RESULT_512(0, 3); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); + LOAD_B_512(x, 0); LOAD_B_512(x, 1); LOAD_B_512(x, 2); LOAD_B_512(x, 3); + MATMUL_512(0, 0); + MATMUL_512(0, 1); + MATMUL_512(0, 2); + MATMUL_512(0, 3); + } + SCATTER_STORE_512(0, 0); + SCATTER_STORE_512(0, 1); + SCATTER_STORE_512(0, 2); + SCATTER_STORE_512(0, 3); + } + for (; j < n16; j += 16) { + DECLARE_RESULT_512(0, 0); + DECLARE_RESULT_512(0, 1); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); + LOAD_B_512(x, 0); LOAD_B_512(x, 1); + MATMUL_512(0, 0); + MATMUL_512(0, 1); + } + SCATTER_STORE_512(0, 0); + SCATTER_STORE_512(0, 1); + } + __mmask8 mask = 0xff; + int nn = 8; + for (; j < N; j += 8) { + if (N - j < 8) { + nn = N - j; + mask = (1UL << nn) - 1; + } + DECLARE_RESULT_512(0, 0); + for (k = 0; k < K; k++) { + BROADCAST_LOAD_A_512(0, x); + MASK_LOAD_B_512(x, 0); + MATMUL_512(0, 0); + } + MASK_SCATTER_STORE_512(0, 0); + } + } + } + return 0; +}