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MMult_4x4_15.c
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MMult_4x4_15.c
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/* Create macros so that the matrices are stored in column-major order */
#define A(i,j) a[ (j)*lda + (i) ]
#define B(i,j) b[ (j)*ldb + (i) ]
#define C(i,j) c[ (j)*ldc + (i) ]
/* Block sizes */
#define mc 256
#define kc 128
#define nb 1000
#define min( i, j ) ( (i)<(j) ? (i): (j) )
/* Routine for computing C = A * B + C */
void AddDot4x4( int, double *, int, double *, int, double *, int );
void PackMatrixA( int, double *, int, double * );
void PackMatrixB( int, double *, int, double * );
void InnerKernel( int, int, int, double *, int, double *, int, double *, int, int );
void MY_MMult( int m, int n, int k, double *a, int lda,
double *b, int ldb,
double *c, int ldc )
{
int i, p, pb, ib;
/* This time, we compute a mc x n block of C by a call to the InnerKernel */
for ( p=0; p<k; p+=kc ){
pb = min( k-p, kc );
for ( i=0; i<m; i+=mc ){
ib = min( m-i, mc );
InnerKernel( ib, n, pb, &A( i,p ), lda, &B(p, 0 ), ldb, &C( i,0 ), ldc, i==0 );
}
}
}
void InnerKernel( int m, int n, int k, double *a, int lda,
double *b, int ldb,
double *c, int ldc, int first_time )
{
int i, j;
double
packedA[ m * k ];
static double
packedB[ kc*nb ]; /* Note: using a static buffer is not thread safe... */
for ( j=0; j<n; j+=4 ){ /* Loop over the columns of C, unrolled by 4 */
if ( first_time )
PackMatrixB( k, &B( 0, j ), ldb, &packedB[ j*k ] );
for ( i=0; i<m; i+=4 ){ /* Loop over the rows of C */
/* Update C( i,j ), C( i,j+1 ), C( i,j+2 ), and C( i,j+3 ) in
one routine (four inner products) */
if ( j == 0 )
PackMatrixA( k, &A( i, 0 ), lda, &packedA[ i*k ] );
AddDot4x4( k, &packedA[ i*k ], 4, &packedB[ j*k ], k, &C( i,j ), ldc );
}
}
}
void PackMatrixA( int k, double *a, int lda, double *a_to )
{
int j;
for( j=0; j<k; j++){ /* loop over columns of A */
double
*a_ij_pntr = &A( 0, j );
*a_to = *a_ij_pntr;
*(a_to+1) = *(a_ij_pntr+1);
*(a_to+2) = *(a_ij_pntr+2);
*(a_to+3) = *(a_ij_pntr+3);
a_to += 4;
}
}
void PackMatrixB( int k, double *b, int ldb, double *b_to )
{
int i;
double
*b_i0_pntr = &B( 0, 0 ), *b_i1_pntr = &B( 0, 1 ),
*b_i2_pntr = &B( 0, 2 ), *b_i3_pntr = &B( 0, 3 );
for( i=0; i<k; i++){ /* loop over rows of B */
*b_to++ = *b_i0_pntr++;
*b_to++ = *b_i1_pntr++;
*b_to++ = *b_i2_pntr++;
*b_to++ = *b_i3_pntr++;
}
}
#include <mmintrin.h>
#include <xmmintrin.h> // SSE
#include <pmmintrin.h> // SSE2
#include <emmintrin.h> // SSE3
typedef union
{
__m128d v;
double d[2];
} v2df_t;
void AddDot4x4( int k, double *a, int lda, double *b, int ldb, double *c, int ldc )
{
/* So, this routine computes a 4x4 block of matrix A
C( 0, 0 ), C( 0, 1 ), C( 0, 2 ), C( 0, 3 ).
C( 1, 0 ), C( 1, 1 ), C( 1, 2 ), C( 1, 3 ).
C( 2, 0 ), C( 2, 1 ), C( 2, 2 ), C( 2, 3 ).
C( 3, 0 ), C( 3, 1 ), C( 3, 2 ), C( 3, 3 ).
Notice that this routine is called with c = C( i, j ) in the
previous routine, so these are actually the elements
C( i , j ), C( i , j+1 ), C( i , j+2 ), C( i , j+3 )
C( i+1, j ), C( i+1, j+1 ), C( i+1, j+2 ), C( i+1, j+3 )
C( i+2, j ), C( i+2, j+1 ), C( i+2, j+2 ), C( i+2, j+3 )
C( i+3, j ), C( i+3, j+1 ), C( i+3, j+2 ), C( i+3, j+3 )
in the original matrix C
And now we use vector registers and instructions */
int p;
v2df_t
c_00_c_10_vreg, c_01_c_11_vreg, c_02_c_12_vreg, c_03_c_13_vreg,
c_20_c_30_vreg, c_21_c_31_vreg, c_22_c_32_vreg, c_23_c_33_vreg,
a_0p_a_1p_vreg,
a_2p_a_3p_vreg,
b_p0_vreg, b_p1_vreg, b_p2_vreg, b_p3_vreg;
c_00_c_10_vreg.v = _mm_setzero_pd();
c_01_c_11_vreg.v = _mm_setzero_pd();
c_02_c_12_vreg.v = _mm_setzero_pd();
c_03_c_13_vreg.v = _mm_setzero_pd();
c_20_c_30_vreg.v = _mm_setzero_pd();
c_21_c_31_vreg.v = _mm_setzero_pd();
c_22_c_32_vreg.v = _mm_setzero_pd();
c_23_c_33_vreg.v = _mm_setzero_pd();
for ( p=0; p<k; p++ ){
a_0p_a_1p_vreg.v = _mm_load_pd( (double *) a );
a_2p_a_3p_vreg.v = _mm_load_pd( (double *) ( a+2 ) );
a += 4;
b_p0_vreg.v = _mm_loaddup_pd( (double *) b ); /* load and duplicate */
b_p1_vreg.v = _mm_loaddup_pd( (double *) (b+1) ); /* load and duplicate */
b_p2_vreg.v = _mm_loaddup_pd( (double *) (b+2) ); /* load and duplicate */
b_p3_vreg.v = _mm_loaddup_pd( (double *) (b+3) ); /* load and duplicate */
b += 4;
/* First row and second rows */
c_00_c_10_vreg.v += a_0p_a_1p_vreg.v * b_p0_vreg.v;
c_01_c_11_vreg.v += a_0p_a_1p_vreg.v * b_p1_vreg.v;
c_02_c_12_vreg.v += a_0p_a_1p_vreg.v * b_p2_vreg.v;
c_03_c_13_vreg.v += a_0p_a_1p_vreg.v * b_p3_vreg.v;
/* Third and fourth rows */
c_20_c_30_vreg.v += a_2p_a_3p_vreg.v * b_p0_vreg.v;
c_21_c_31_vreg.v += a_2p_a_3p_vreg.v * b_p1_vreg.v;
c_22_c_32_vreg.v += a_2p_a_3p_vreg.v * b_p2_vreg.v;
c_23_c_33_vreg.v += a_2p_a_3p_vreg.v * b_p3_vreg.v;
}
C( 0, 0 ) += c_00_c_10_vreg.d[0]; C( 0, 1 ) += c_01_c_11_vreg.d[0];
C( 0, 2 ) += c_02_c_12_vreg.d[0]; C( 0, 3 ) += c_03_c_13_vreg.d[0];
C( 1, 0 ) += c_00_c_10_vreg.d[1]; C( 1, 1 ) += c_01_c_11_vreg.d[1];
C( 1, 2 ) += c_02_c_12_vreg.d[1]; C( 1, 3 ) += c_03_c_13_vreg.d[1];
C( 2, 0 ) += c_20_c_30_vreg.d[0]; C( 2, 1 ) += c_21_c_31_vreg.d[0];
C( 2, 2 ) += c_22_c_32_vreg.d[0]; C( 2, 3 ) += c_23_c_33_vreg.d[0];
C( 3, 0 ) += c_20_c_30_vreg.d[1]; C( 3, 1 ) += c_21_c_31_vreg.d[1];
C( 3, 2 ) += c_22_c_32_vreg.d[1]; C( 3, 3 ) += c_23_c_33_vreg.d[1];
}