mirror of
https://github.com/OpenMathLib/OpenBLAS
synced 2026-05-31 00:45:48 +08:00
Setting up all the infrastructure for BGEMM support in OpenBLAS, hopefully I found all the right places. Derived mostly from the previous work done in https://github.com/OpenMathLib/OpenBLAS/pull/5287 Co-authored-by: Ye Tao <ye.tao@arm.com>
201 lines
6.2 KiB
C
201 lines
6.2 KiB
C
#include "common.h"
|
|
#if defined(BFLOAT16) && defined(BFLOAT16CONVERSION)
|
|
static float
|
|
bfloat16tof32 (bfloat16 f16)
|
|
{
|
|
float result = 0;
|
|
unsigned short* q = (unsigned short*)(&result);
|
|
#if __BYTE_ORDER__ == __ORDER_BIG_ENDIAN__
|
|
q[0] = f16;
|
|
#else
|
|
q[1] = f16;
|
|
#endif
|
|
return result;
|
|
}
|
|
|
|
static bfloat16 f32tobfloat16(float f32) {
|
|
unsigned short *q = (unsigned short *)(&f32);
|
|
#if __BYTE_ORDER__ == __ORDER_BIG_ENDIAN__
|
|
return q[0];
|
|
#else
|
|
return q[1];
|
|
#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;
|
|
}
|