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- /***************************************************************************
- Copyright (c) 2014, 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.
- *****************************************************************************/
-
- /* need a new enough GCC for avx512 support */
- #ifdef __NVCOMPILER
- #define NVCOMPVERS ( __NVCOMPILER_MAJOR__ * 100 + __NVCOMPILER_MINOR__ )
- #endif
- #if (( defined(__GNUC__) && __GNUC__ >= 10 && defined(__AVX512BF16__)) || (defined(__clang__) && __clang_major__ >= 9)) || (defined(__NVCOMPILER) && NVCOMPVERS >= 2203 )
-
- #define HAVE_SBDOT_ACCL_KERNEL 1
- #include "common.h"
- #include <immintrin.h>
-
- static float sbdot_accl_kernel(BLASLONG n, bfloat16 *x, bfloat16 *y)
- {
- __m128 accum128 = _mm_setzero_ps();
- if (n> 127) { /* n range from 128 to inf. */
- long tail_index_32 = n&(~31);
- long tail_index_128 = n&(~127);
- unsigned int tail_mask_uint = (((unsigned int)0xffffffff) >> (32-(n&31)));
- __mmask32 tail_mask = *((__mmask32*) &tail_mask_uint);
-
- __m512 accum512_0 = _mm512_setzero_ps();
- __m512 accum512_1 = _mm512_setzero_ps();
- __m512 accum512_2 = _mm512_setzero_ps();
- __m512 accum512_3 = _mm512_setzero_ps();
-
- /* Processing the main chunk with 128-elements per round */
- for (long i = 0; i < tail_index_128; i += 128) {
- accum512_0 = _mm512_dpbf16_ps(accum512_0, (__m512bh) _mm512_loadu_si512(&x[i+ 0]), (__m512bh) _mm512_loadu_si512(&y[i+ 0]));
- accum512_1 = _mm512_dpbf16_ps(accum512_1, (__m512bh) _mm512_loadu_si512(&x[i+32]), (__m512bh) _mm512_loadu_si512(&y[i+32]));
- accum512_2 = _mm512_dpbf16_ps(accum512_2, (__m512bh) _mm512_loadu_si512(&x[i+64]), (__m512bh) _mm512_loadu_si512(&y[i+64]));
- accum512_3 = _mm512_dpbf16_ps(accum512_3, (__m512bh) _mm512_loadu_si512(&x[i+96]), (__m512bh) _mm512_loadu_si512(&y[i+96]));
- }
-
- /* Processing the remaining <128 chunk with 32-elements per round */
- for (long j = tail_index_128; j < tail_index_32; j += 32) {
- accum512_0 = _mm512_dpbf16_ps(accum512_0, (__m512bh) _mm512_loadu_si512(&x[j]), (__m512bh) _mm512_loadu_si512(&y[j]));
- }
-
- /* Processing the remaining <32 chunk with masked 32-elements processing */
- if ((n&31) != 0) {
- accum512_2 = _mm512_dpbf16_ps(accum512_2,
- (__m512bh) _mm512_maskz_loadu_epi16(tail_mask, &x[tail_index_32]),
- (__m512bh) _mm512_maskz_loadu_epi16(tail_mask, &y[tail_index_32]));
- }
-
- /* Accumulate the 4 registers into 1 register */
- accum512_0 = _mm512_add_ps(accum512_0, accum512_1);
- accum512_2 = _mm512_add_ps(accum512_2, accum512_3);
- accum512_0 = _mm512_add_ps(accum512_0, accum512_2);
-
- __m256 accum256 = _mm256_add_ps(_mm512_castps512_ps256(accum512_0), _mm512_extractf32x8_ps(accum512_0, 1));
- accum128 = _mm_add_ps(_mm256_castps256_ps128(accum256), _mm256_extractf128_ps(accum256, 1));
- } else if (n > 31) { /* n range from 32 to 127 */
- /* Processing <128 chunk with 32-elements per round */
- __m256 accum256 = _mm256_setzero_ps();
- __m256 accum256_1 = _mm256_setzero_ps();
- int tail_index_32 = n&(~31);
- for (int j = 0; j < tail_index_32; j += 32) {
- accum256 = _mm256_dpbf16_ps(accum256, (__m256bh) _mm256_loadu_si256((__m256i *)&x[j+ 0]), (__m256bh) _mm256_loadu_si256((__m256i *)&y[j+ 0]));
- accum256_1 = _mm256_dpbf16_ps(accum256_1, (__m256bh) _mm256_loadu_si256((__m256i *)&x[j+16]), (__m256bh) _mm256_loadu_si256((__m256i *)&y[j+16]));
- }
- accum256 = _mm256_add_ps(accum256, accum256_1);
-
- /* Processing the remaining <32 chunk with 16-elements processing */
- if ((n&16) != 0) {
- accum256 = _mm256_dpbf16_ps(accum256, (__m256bh) _mm256_loadu_si256((__m256i *)&x[tail_index_32]), (__m256bh) _mm256_loadu_si256((__m256i *)&y[tail_index_32]));
- }
- accum128 = _mm_add_ps(_mm256_castps256_ps128(accum256), _mm256_extractf128_ps(accum256, 1));
-
- /* Processing the remaining <16 chunk with 8-elements processing */
- if ((n&8) != 0) {
- int tail_index_16 = n&(~15);
- accum128 = _mm_dpbf16_ps(accum128, (__m128bh) _mm_loadu_si128((__m128i *)&x[tail_index_16]), (__m128bh) _mm_loadu_si128((__m128i *)&y[tail_index_16]));
- }
-
- /* Processing the remaining <8 chunk with masked 8-elements processing */
- if ((n&7) != 0) {
- unsigned char tail_mask_uint = (((unsigned char)0xff) >> (8-(n&7)));
- __mmask8 tail_mask = *((__mmask8*) &tail_mask_uint);
- int tail_index_8 = n&(~7);
- accum128 = _mm_dpbf16_ps(accum128,
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &x[tail_index_8]),
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &y[tail_index_8]));
- }
- } else if (n > 15) { /* n range from 16 to 31 */
- /* Processing <32 chunk with 16-elements processing */
- __m256 accum256 = _mm256_setzero_ps();
- accum256 = _mm256_dpbf16_ps(accum256, (__m256bh) _mm256_loadu_si256((__m256i *)&x[0]), (__m256bh) _mm256_loadu_si256((__m256i *)&y[0]));
- accum128 += _mm_add_ps(_mm256_castps256_ps128(accum256), _mm256_extractf128_ps(accum256, 1));
-
- /* Processing the remaining <16 chunk with 8-elements processing */
- if ((n&8) != 0) {
- int tail_index_16 = n&(~15);
- accum128 = _mm_dpbf16_ps(accum128, (__m128bh) _mm_loadu_si128((__m128i *)&x[tail_index_16]), (__m128bh) _mm_loadu_si128((__m128i *)&y[tail_index_16]));
- }
-
- /* Processing the remaining <8 chunk with masked 8-elements processing */
- if ((n&7) != 0) {
- unsigned char tail_mask_uint = (((unsigned char)0xff) >> (8-(n&7)));
- __mmask8 tail_mask = *((__mmask8*) &tail_mask_uint);
- int tail_index_8 = n&(~7);
- accum128 = _mm_dpbf16_ps(accum128,
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &x[tail_index_8]),
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &y[tail_index_8]));
- }
- } else if (n > 7) { /* n range from 8 to 15 */
- /* Processing <16 chunk with 8-elements processing */
- accum128 = _mm_dpbf16_ps(accum128, (__m128bh) _mm_loadu_si128((__m128i *)&x[0]), (__m128bh) _mm_loadu_si128((__m128i *)&y[0]));
-
- /* Processing the remaining <8 chunk with masked 8-elements processing */
- if ((n&7) != 0) {
- unsigned char tail_mask_uint = (((unsigned char)0xff) >> (8-(n&7)));
- __mmask8 tail_mask = *((__mmask8*) &tail_mask_uint);
- int tail_index_8 = n&(~7);
- accum128 = _mm_dpbf16_ps(accum128,
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &x[tail_index_8]),
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &y[tail_index_8]));
- }
- } else { /* n range from 1 to 7 */
- unsigned char tail_mask_uint = (((unsigned char)0xff) >> (8-(n&7)));
- __mmask8 tail_mask = *((__mmask8*) &tail_mask_uint);
- accum128 = _mm_dpbf16_ps(accum128,
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &x[0]),
- (__m128bh) _mm_maskz_loadu_epi16(tail_mask, &y[0]));
- }
-
- /* Add up the 4 elements into lowest entry */
- __m128 accum128_1 = _mm_shuffle_ps(accum128, accum128, 14);
- accum128 = _mm_add_ps(accum128, accum128_1);
- accum128_1 = _mm_shuffle_ps(accum128, accum128, 1);
- accum128 = _mm_add_ps(accum128, accum128_1);
-
- return accum128[0];
- }
-
- #endif
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