Files
OpenBLAS/kernel/generic/gemmkernel_2x2.c
Chris Sidebottom 740efd71c4 Add optimized BGEMM kernel for NEOVERSEV1 target
This also improves the testing and generic kernel by re-using the BF16
conversion functions.

Built on top of https://github.com/OpenMathLib/OpenBLAS/pull/5357 and derived from https://github.com/OpenMathLib/OpenBLAS/pull/5287

Co-authored-by: Ye Tao <ye.tao@arm.com>
2025-07-10 23:23:27 +00:00

225 lines
7.8 KiB
C

/***************************************************************************
* Copyright (c) 2025, The OpenBLAS Project
* All rights reserved.
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* 1. Redistributions of source code must retain the above copyright
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* 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
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* *****************************************************************************/
#include "common.h"
#if defined(BFLOAT16) && defined(BFLOAT16CONVERSION)
static float
bfloat16tof32 (bfloat16 value)
{
blasint one = 1;
float result;
sbf16tos_(&one, &value, &one, &result, &one);
return result;
}
#ifdef BGEMM
static bfloat16 f32tobfloat16(float value) {
blasint one = 1;
bfloat16 result;
sbstobf16_(&one, &value, &one, &result, &one);
return result;
}
#endif
#ifdef BGEMM
#define ALPHA bfloat16tof32(alpha)
#define BF16TOF32(x) (bfloat16tof32(x))
#define F32TOBF16(x) (f32tobfloat16(x))
#else
#define ALPHA alpha
#define BF16TOF32(x) (bfloat16tof32(x))
#define F32TOBF16(x) x
#endif
#else
#define ALPHA alpha
#define BF16TOF32(x) x
#define F32TOBF16(x) x
#endif
int CNAME(BLASLONG bm,BLASLONG bn,BLASLONG bk,FLOAT alpha,IFLOAT* ba,IFLOAT* bb,FLOAT* C,BLASLONG ldc
#ifdef TRMMKERNEL
,BLASLONG offset
#endif
)
{
BLASLONG i,j,k;
FLOAT *C0,*C1;
IFLOAT *ptrba,*ptrbb;
#ifdef BGEMM
float res0,res1,res2,res3;
#else
FLOAT res0,res1,res2,res3;
#endif
IFLOAT load0,load1,load2,load3,load4,load5,load6,load7;
for (j=0; j<bn/2; j+=1)
{
C0 = C;
C1 = C0+ldc;
ptrba = ba;
for (i=0; i<bm/2; i+=1)
{
ptrbb = bb;
res0 = 0;
res1 = 0;
res2 = 0;
res3 = 0;
for (k=0; k<bk/4; k+=1)
{
load0 = ptrba[2*0+0];
load1 = ptrbb[2*0+0];
res0 = res0+BF16TOF32(load0)*BF16TOF32(load1);
load2 = ptrba[2*0+1];
res1 = res1+BF16TOF32(load2)*BF16TOF32(load1);
load3 = ptrbb[2*0+1];
res2 = res2+BF16TOF32(load0)*BF16TOF32(load3);
res3 = res3+BF16TOF32(load2)*BF16TOF32(load3);
load4 = ptrba[2*1+0];
load5 = ptrbb[2*1+0];
res0 = res0+BF16TOF32(load4)*BF16TOF32(load5);
load6 = ptrba[2*1+1];
res1 = res1+BF16TOF32(load6)*BF16TOF32(load5);
load7 = ptrbb[2*1+1];
res2 = res2+BF16TOF32(load4)*BF16TOF32(load7);
res3 = res3+BF16TOF32(load6)*BF16TOF32(load7);
load0 = ptrba[2*2+0];
load1 = ptrbb[2*2+0];
res0 = res0+BF16TOF32(load0)*BF16TOF32(load1);
load2 = ptrba[2*2+1];
res1 = res1+BF16TOF32(load2)*BF16TOF32(load1);
load3 = ptrbb[2*2+1];
res2 = res2+BF16TOF32(load0)*BF16TOF32(load3);
res3 = res3+BF16TOF32(load2)*BF16TOF32(load3);
load4 = ptrba[2*3+0];
load5 = ptrbb[2*3+0];
res0 = res0+BF16TOF32(load4)*BF16TOF32(load5);
load6 = ptrba[2*3+1];
res1 = res1+BF16TOF32(load6)*BF16TOF32(load5);
load7 = ptrbb[2*3+1];
res2 = res2+BF16TOF32(load4)*BF16TOF32(load7);
res3 = res3+BF16TOF32(load6)*BF16TOF32(load7);
ptrba = ptrba+8;
ptrbb = ptrbb+8;
}
for (k=0; k<(bk&3); k+=1)
{
load0 = ptrba[2*0+0];
load1 = ptrbb[2*0+0];
res0 = res0+BF16TOF32(load0)*BF16TOF32(load1);
load2 = ptrba[2*0+1];
res1 = res1+BF16TOF32(load2)*BF16TOF32(load1);
load3 = ptrbb[2*0+1];
res2 = res2+BF16TOF32(load0)*BF16TOF32(load3);
res3 = res3+BF16TOF32(load2)*BF16TOF32(load3);
ptrba = ptrba+2;
ptrbb = ptrbb+2;
}
res0 = res0*ALPHA;
C0[0] = F32TOBF16(BF16TOF32(C0[0])+res0);
res1 = res1*ALPHA;
C0[1] = F32TOBF16(BF16TOF32(C0[1])+res1);
res2 = res2*ALPHA;
C1[0] = F32TOBF16(BF16TOF32(C1[0])+res2);
res3 = res3*ALPHA;
C1[1] = F32TOBF16(BF16TOF32(C1[1])+res3);
C0 = C0+2;
C1 = C1+2;
}
for (i=0; i<(bm&1); i+=1)
{
ptrbb = bb;
res0 = 0;
res1 = 0;
for (k=0; k<bk; k+=1)
{
load0 = ptrba[0+0];
load1 = ptrbb[2*0+0];
res0 = res0+BF16TOF32(load0)*BF16TOF32(load1);
load2 = ptrbb[2*0+1];
res1 = res1+BF16TOF32(load0)*BF16TOF32(load2);
ptrba = ptrba+1;
ptrbb = ptrbb+2;
}
res0 = res0*ALPHA;
C0[0] = F32TOBF16(BF16TOF32(C0[0])+res0);
res1 = res1*ALPHA;
C1[0] = F32TOBF16(BF16TOF32(C1[0])+res1);
C0 = C0+1;
C1 = C1+1;
}
k = (bk<<1);
bb = bb+k;
i = (ldc<<1);
C = C+i;
}
for (j=0; j<(bn&1); j+=1)
{
C0 = C;
ptrba = ba;
for (i=0; i<bm/2; i+=1)
{
ptrbb = bb;
res0 = 0;
res1 = 0;
for (k=0; k<bk; k+=1)
{
load0 = ptrba[2*0+0];
load1 = ptrbb[0+0];
res0 = res0+BF16TOF32(load0)*BF16TOF32(load1);
load2 = ptrba[2*0+1];
res1 = res1+BF16TOF32(load2)*BF16TOF32(load1);
ptrba = ptrba+2;
ptrbb = ptrbb+1;
}
res0 = res0*ALPHA;
C0[0] = F32TOBF16(BF16TOF32(C0[0])+res0);
res1 = res1*ALPHA;
C0[1] = F32TOBF16(BF16TOF32(C0[1])+res1);
C0 = C0+2;
}
for (i=0; i<(bm&1); i+=1)
{
ptrbb = bb;
res0 = 0;
for (k=0; k<bk; k+=1)
{
load0 = ptrba[0+0];
load1 = ptrbb[0+0];
res0 = res0+BF16TOF32(load0)*BF16TOF32(load1);
ptrba = ptrba+1;
ptrbb = ptrbb+1;
}
res0 = res0*ALPHA;
C0[0] = F32TOBF16(BF16TOF32(C0[0])+res0);
C0 = C0+1;
}
k = (bk<<0);
bb = bb+k;
C = C+ldc;
}
return 0;
}