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Merge pull request #3205 from intelmy/sgemv_n_opt 

optimize on sgemv_n for small n
tags/v0.3.16^2
Martin Kroeker GitHub 4 years ago
parent
03b4d79a7e c0ca63ea46
commit
02087a62e7
No known key found for this signature in database GPG Key ID: 4AEE18F83AFDEB23
2 changed files with 308 additions and 8 deletions
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  1. +50
    -8
      kernel/x86_64/sgemv_n_4.c
  2. +258
    -0
      kernel/x86_64/sgemv_n_microk_skylakex-8.c

+ 50
- 8
kernel/x86_64/sgemv_n_4.c View File

@@ -35,8 +35,11 @@ USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#include "sgemv_n_microk_nehalem-4.c"
#elif defined(SANDYBRIDGE)
#include "sgemv_n_microk_sandy-4.c"
#elif defined(HASWELL) || defined(ZEN) || defined (SKYLAKEX) || defined (COOPERLAKE)
#elif defined(HASWELL) || defined(ZEN)
#include "sgemv_n_microk_haswell-4.c"
#elif defined (SKYLAKEX) || defined (COOPERLAKE)
#include "sgemv_n_microk_haswell-4.c"
#include "sgemv_n_microk_skylakex-8.c"
#endif

#if defined(STEAMROLLER) || defined(EXCAVATOR)
@@ -291,6 +294,41 @@ static void add_y(BLASLONG n, FLOAT *src, FLOAT *dest, BLASLONG inc_dest)

int CNAME(BLASLONG m, BLASLONG n, BLASLONG dummy1, FLOAT alpha, FLOAT *a, BLASLONG lda, FLOAT *x, BLASLONG inc_x, FLOAT *y, BLASLONG inc_y, FLOAT *buffer)
{
if ( m < 1 || n < 1) return(0);

#ifdef HAVE_SGEMV_N_SKYLAKE_KERNEL
if (m <= 16384 && n <= 48 && !(n == 4))
{
FLOAT * xbuffer_align = x;
FLOAT * ybuffer_align = y;

FLOAT * xbuffer = NULL;
FLOAT * ybuffer = NULL;

if (inc_x != 1) {
xbuffer_align = buffer;
for(BLASLONG i=0; i<n; i++) {
xbuffer_align[i] = x[i*inc_x];
}
}

if (inc_y != 1) {
ybuffer_align = buffer + n;
for(BLASLONG i=0; i<m; i++) {
ybuffer_align[i] = y[i*inc_y];
}
}
sgemv_kernel_n_128(m, n , alpha, a, lda, xbuffer_align, ybuffer_align);

if(inc_y != 1) {
for(BLASLONG i=0; i<m; i++) {
y[i*inc_y] = ybuffer_align[i];
}
}
return(0);
}

#endif
BLASLONG i;
FLOAT *a_ptr;
FLOAT *x_ptr;
@@ -305,9 +343,6 @@ int CNAME(BLASLONG m, BLASLONG n, BLASLONG dummy1, FLOAT alpha, FLOAT *a, BLASLO
BLASLONG lda8 = lda << 3;
FLOAT xbuffer[8],*ybuffer;

if ( m < 1 ) return(0);
if ( n < 1 ) return(0);

ybuffer = buffer;
if ( inc_x == 1 )
@@ -322,10 +357,9 @@ int CNAME(BLASLONG m, BLASLONG n, BLASLONG dummy1, FLOAT alpha, FLOAT *a, BLASLO

}
m3 = m & 3 ;
m1 = m & -4 ;
m2 = (m & (NBMAX-1)) - m3 ;

m3 = m & 3 ;
m1 = m & -4 ;
m2 = (m & (NBMAX-1)) - m3 ;

y_ptr = y;

@@ -383,7 +417,11 @@ int CNAME(BLASLONG m, BLASLONG n, BLASLONG dummy1, FLOAT alpha, FLOAT *a, BLASLO

if ( n2 & 2 )
{
#ifdef HAVE_SGEMV_N_SKYLAKE_KERNEL
sgemv_kernel_n_64(NB, 2, alpha, a_ptr, lda, x_ptr, ybuffer);
#else
sgemv_kernel_4x2(NB,ap,x_ptr,ybuffer,&alpha);
#endif
a_ptr += lda*2;
x_ptr += 2;
}
@@ -391,7 +429,11 @@ int CNAME(BLASLONG m, BLASLONG n, BLASLONG dummy1, FLOAT alpha, FLOAT *a, BLASLO

if ( n2 & 1 )
{
#ifdef HAVE_SGEMV_N_SKYLAKE_KERNEL
sgemv_kernel_n_64(NB, 1, alpha, a_ptr, lda, x_ptr, ybuffer);
#else
sgemv_kernel_4x1(NB,a_ptr,x_ptr,ybuffer,&alpha);
#endif
/* a_ptr += lda;
x_ptr += 1a; */



+ 258
- 0
kernel/x86_64/sgemv_n_microk_skylakex-8.c View File

@@ -0,0 +1,258 @@
/***************************************************************************
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 */
#if (( defined(__GNUC__) && __GNUC__ >= 6 && defined(__AVX512CD__)) || (defined(__clang__) && __clang_major__ >= 6))

#define HAVE_SGEMV_N_SKYLAKE_KERNEL 1
#include "common.h"
#include <immintrin.h>
static int sgemv_kernel_n_128(BLASLONG m, BLASLONG n, float alpha, float *a, BLASLONG lda, float *x, float *y)
{
__m512 matrixArray_0, matrixArray_1, matrixArray_2, matrixArray_3, matrixArray_4, matrixArray_5, matrixArray_6, matrixArray_7;
__m512 accum512_0, accum512_1, accum512_2, accum512_3, accum512_4, accum512_5, accum512_6, accum512_7;
__m512 xArray_0;
__m512 ALPHAVECTOR = _mm512_set1_ps(alpha);
BLASLONG tag_m_128x = m & (~127);
BLASLONG tag_m_64x = m & (~63);
BLASLONG tag_m_32x = m & (~31);
BLASLONG tag_m_16x = m & (~15);

for (BLASLONG idx_m = 0; idx_m < tag_m_128x; idx_m+=128) {
accum512_0 = _mm512_setzero_ps();
accum512_1 = _mm512_setzero_ps();
accum512_2 = _mm512_setzero_ps();
accum512_3 = _mm512_setzero_ps();
accum512_4 = _mm512_setzero_ps();
accum512_5 = _mm512_setzero_ps();
accum512_6 = _mm512_setzero_ps();
accum512_7 = _mm512_setzero_ps();

for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xArray_0 = _mm512_set1_ps(x[idx_n]);

matrixArray_0 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 0]);
matrixArray_1 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 16]);
matrixArray_2 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 32]);
matrixArray_3 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 48]);
matrixArray_4 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 64]);
matrixArray_5 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 80]);
matrixArray_6 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 96]);
matrixArray_7 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 112]);

accum512_0 = _mm512_fmadd_ps(matrixArray_0, xArray_0, accum512_0);
accum512_1 = _mm512_fmadd_ps(matrixArray_1, xArray_0, accum512_1);
accum512_2 = _mm512_fmadd_ps(matrixArray_2, xArray_0, accum512_2);
accum512_3 = _mm512_fmadd_ps(matrixArray_3, xArray_0, accum512_3);
accum512_4 = _mm512_fmadd_ps(matrixArray_4, xArray_0, accum512_4);
accum512_5 = _mm512_fmadd_ps(matrixArray_5, xArray_0, accum512_5);
accum512_6 = _mm512_fmadd_ps(matrixArray_6, xArray_0, accum512_6);
accum512_7 = _mm512_fmadd_ps(matrixArray_7, xArray_0, accum512_7);
}

_mm512_storeu_ps(&y[idx_m + 0], _mm512_fmadd_ps(accum512_0, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 0])));
_mm512_storeu_ps(&y[idx_m + 16], _mm512_fmadd_ps(accum512_1, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 16])));
_mm512_storeu_ps(&y[idx_m + 32], _mm512_fmadd_ps(accum512_2, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 32])));
_mm512_storeu_ps(&y[idx_m + 48], _mm512_fmadd_ps(accum512_3, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 48])));
_mm512_storeu_ps(&y[idx_m + 64], _mm512_fmadd_ps(accum512_4, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 64])));
_mm512_storeu_ps(&y[idx_m + 80], _mm512_fmadd_ps(accum512_5, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 80])));
_mm512_storeu_ps(&y[idx_m + 96], _mm512_fmadd_ps(accum512_6, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 96])));
_mm512_storeu_ps(&y[idx_m + 112], _mm512_fmadd_ps(accum512_7, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 112])));
}
if (tag_m_128x != m) {
for (BLASLONG idx_m = tag_m_128x; idx_m < tag_m_64x; idx_m+=64) {
accum512_0 = _mm512_setzero_ps();
accum512_1 = _mm512_setzero_ps();
accum512_2 = _mm512_setzero_ps();
accum512_3 = _mm512_setzero_ps();
for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xArray_0 = _mm512_set1_ps(x[idx_n]);
matrixArray_0 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 0]);
matrixArray_1 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 16]);
matrixArray_2 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 32]);
matrixArray_3 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 48]);
accum512_0 = _mm512_fmadd_ps(matrixArray_0, xArray_0, accum512_0);
accum512_1 = _mm512_fmadd_ps(matrixArray_1, xArray_0, accum512_1);
accum512_2 = _mm512_fmadd_ps(matrixArray_2, xArray_0, accum512_2);
accum512_3 = _mm512_fmadd_ps(matrixArray_3, xArray_0, accum512_3);
}
_mm512_storeu_ps(&y[idx_m + 0], _mm512_fmadd_ps(accum512_0, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 0])));
_mm512_storeu_ps(&y[idx_m + 16], _mm512_fmadd_ps(accum512_1, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 16])));
_mm512_storeu_ps(&y[idx_m + 32], _mm512_fmadd_ps(accum512_2, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 32])));
_mm512_storeu_ps(&y[idx_m + 48], _mm512_fmadd_ps(accum512_3, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 48])));
}

if(tag_m_64x != m) {
for (BLASLONG idx_m = tag_m_64x; idx_m < tag_m_32x; idx_m+=32) {
accum512_0 = _mm512_setzero_ps();
accum512_1 = _mm512_setzero_ps();
for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xArray_0 = _mm512_set1_ps(x[idx_n]);
matrixArray_0 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 0]);
matrixArray_1 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 16]);
accum512_0 = _mm512_fmadd_ps(matrixArray_0, xArray_0, accum512_0);
accum512_1 = _mm512_fmadd_ps(matrixArray_1, xArray_0, accum512_1);
}
_mm512_storeu_ps(&y[idx_m + 0], _mm512_fmadd_ps(accum512_0, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 0])));
_mm512_storeu_ps(&y[idx_m + 16], _mm512_fmadd_ps(accum512_1, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 16])));
}

if(tag_m_32x != m) {
for (BLASLONG idx_m = tag_m_32x; idx_m < tag_m_16x; idx_m+=16) {
accum512_0 = _mm512_setzero_ps();
for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xArray_0 = _mm512_set1_ps(x[idx_n]);
matrixArray_0 = _mm512_loadu_ps(&a[idx_n * lda + idx_m + 0]);
accum512_0 = _mm512_fmadd_ps(matrixArray_0, xArray_0, accum512_0);
}
_mm512_storeu_ps(&y[idx_m + 0], _mm512_fmadd_ps(accum512_0, ALPHAVECTOR, _mm512_loadu_ps(&y[idx_m + 0])));
}
if (tag_m_16x != m) {
accum512_0 = _mm512_setzero_ps();
unsigned short tail_mask_value = (((unsigned int)0xffff) >> (16-(m&15)));
__mmask16 tail_mask = *((__mmask16*) &tail_mask_value);
for(BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xArray_0 = _mm512_set1_ps(x[idx_n]);
matrixArray_0 = _mm512_maskz_loadu_ps(tail_mask, &a[idx_n * lda + tag_m_16x]);
accum512_0 = _mm512_fmadd_ps(matrixArray_0, xArray_0, accum512_0);
}
_mm512_mask_storeu_ps(&y[tag_m_16x], tail_mask, _mm512_fmadd_ps(accum512_0, ALPHAVECTOR, _mm512_maskz_loadu_ps(tail_mask, &y[tag_m_16x])));
}
}
}
}
return 0;
}

static int sgemv_kernel_n_64(BLASLONG m, BLASLONG n, float alpha, float *a, BLASLONG lda, float *x, float *y)
{
__m256 ma0, ma1, ma2, ma3, ma4, ma5, ma6, ma7;
__m256 as0, as1, as2, as3, as4, as5, as6, as7;
__m256 alphav = _mm256_set1_ps(alpha);
__m256 xv;
BLASLONG tag_m_32x = m & (~31);
BLASLONG tag_m_16x = m & (~15);
BLASLONG tag_m_8x = m & (~7);
__mmask8 one_mask = 0xff;

for (BLASLONG idx_m = 0; idx_m < tag_m_32x; idx_m+=32) {
as0 = _mm256_setzero_ps();
as1 = _mm256_setzero_ps();
as2 = _mm256_setzero_ps();
as3 = _mm256_setzero_ps();

for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xv = _mm256_set1_ps(x[idx_n]);
ma0 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m +0]);
ma1 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m +8]);
ma2 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m +16]);
ma3 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m +24]);

as0 = _mm256_maskz_fmadd_ps(one_mask, ma0, xv, as0);
as1 = _mm256_maskz_fmadd_ps(one_mask, ma1, xv, as1);
as2 = _mm256_maskz_fmadd_ps(one_mask, ma2, xv, as2);
as3 = _mm256_maskz_fmadd_ps(one_mask, ma3, xv, as3);
}
_mm256_mask_storeu_ps(&y[idx_m], one_mask, _mm256_maskz_fmadd_ps(one_mask, as0, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m])));
_mm256_mask_storeu_ps(&y[idx_m + 8], one_mask, _mm256_maskz_fmadd_ps(one_mask, as1, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m + 8])));
_mm256_mask_storeu_ps(&y[idx_m + 16], one_mask, _mm256_maskz_fmadd_ps(one_mask, as2, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m + 16])));
_mm256_mask_storeu_ps(&y[idx_m + 24], one_mask, _mm256_maskz_fmadd_ps(one_mask, as3, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m + 24])));
}
if (tag_m_32x != m ) {
for (BLASLONG idx_m = tag_m_32x; idx_m < tag_m_16x; idx_m+=16) {
as4 = _mm256_setzero_ps();
as5 = _mm256_setzero_ps();
for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xv = _mm256_set1_ps(x[idx_n]);
ma4 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m +0]);
ma5 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m +8]);
as4 = _mm256_maskz_fmadd_ps(one_mask, ma4, xv, as4);
as5 = _mm256_maskz_fmadd_ps(one_mask, ma5, xv, as5);
}
_mm256_mask_storeu_ps(&y[idx_m], one_mask, _mm256_maskz_fmadd_ps(one_mask, as4, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m])));
_mm256_mask_storeu_ps(&y[idx_m + 8], one_mask, _mm256_maskz_fmadd_ps(one_mask, as5, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m + 8])));
}
if (tag_m_16x != m ) {
for (BLASLONG idx_m = tag_m_16x; idx_m < tag_m_8x; idx_m+=8) {
as6 = _mm256_setzero_ps();
for (BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xv = _mm256_set1_ps(x[idx_n]);
ma6 = _mm256_maskz_loadu_ps(one_mask, &a[idx_n * lda + idx_m]);
as6 = _mm256_maskz_fmadd_ps(one_mask, ma6, xv, as6);
}
_mm256_mask_storeu_ps(&y[idx_m], one_mask, _mm256_maskz_fmadd_ps(one_mask, as6, alphav, _mm256_maskz_loadu_ps(one_mask, &y[idx_m])));
}
if (tag_m_8x != m) {
as7 = _mm256_setzero_ps();
unsigned char tail_mask_uint = (((unsigned char)0xff) >> (8-(m&7)));
__mmask8 tail_mask = *((__mmask8*) &tail_mask_uint);
for(BLASLONG idx_n = 0; idx_n < n; idx_n++) {
xv = _mm256_set1_ps(x[idx_n]);
ma7 = _mm256_maskz_loadu_ps(tail_mask, &a[idx_n * lda + tag_m_8x]);
as7 = _mm256_maskz_fmadd_ps(tail_mask, ma7, xv, as7);
}
_mm256_mask_storeu_ps(&y[tag_m_8x], tail_mask, _mm256_maskz_fmadd_ps(tail_mask, as7, alphav, _mm256_maskz_loadu_ps(tail_mask, &y[tag_m_8x])));
}
}
}
return 0;
}


#endif

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