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Copy pathMMult_avx.c
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MMult_avx.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 512
#define kc 256
#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 AddDot4x4_avx( 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 );
static inline void duplicate4(double *, double *);
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 */
double *tmp = (double*)malloc(4*sizeof(double));
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 );
AddDot4x4_avx( 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
#include <immintrin.h>
typedef union
{
__m128d v;
double d[2];
} v2df_t;
typedef union
{
__m256d v;
double d[4];
} v4df_t;
inspect(__m128d v)
{
double d[2];
_mm_storeu_pd(d, v);
printf( "[%lf, %lf]\n", d[0], d[1] );
}
inspect256(__m256d v)
{
double d[4];
_mm256_storeu_pd(d, v);
printf( "[%lf, %lf, %lf, %lf]\n", d[0], d[1], d[2], d[3]);
}
inline void
transpose4(__m256d *v0, __m256d *v1, __m256d *v2, __m256d *v3){
__m256d t0, t1, t2, t3;
t0 = _mm256_unpacklo_pd( *v0 , *v1 );
t1 = _mm256_unpackhi_pd( *v0 , *v1 );
t2 = _mm256_unpacklo_pd( *v2 , *v3 );
t3 = _mm256_unpackhi_pd( *v2 , *v3 );
*v0 = _mm256_permute2f128_pd( t0, t2, 0x20);
*v1 = _mm256_permute2f128_pd( t1, t3, 0x20);
*v2 = _mm256_permute2f128_pd( t0, t2, 0x31);
*v3 = _mm256_permute2f128_pd( t1, t3, 0x31);
}
void AddDot4x4_avx( int k, double *a, int lda, double *b, int ldb, double *c, int ldc
)
{
int p;
v4df_t
c_00_c_30_vreg, c_01_c_31_vreg, c_02_c_32_vreg, c_03_c_33_vreg,
a_0p_a_3p_vreg,
b_p0_vreg, b_p1_vreg, b_p2_vreg, b_p3_vreg;
c_00_c_30_vreg.v = _mm256_setzero_pd();
c_01_c_31_vreg.v = _mm256_setzero_pd();
c_02_c_32_vreg.v = _mm256_setzero_pd();
c_03_c_33_vreg.v = _mm256_setzero_pd();
for ( p=0; p<k; p++ ){
a_0p_a_3p_vreg.v = _mm256_load_pd( (double *) a );
a += 4;
b_p0_vreg.v = _mm256_set1_pd( * b ); /* load and duplicate */
b_p1_vreg.v = _mm256_set1_pd( * (b+1) ); /* load and duplicate */
b_p2_vreg.v = _mm256_set1_pd( * (b+2) ); /* load and duplicate */
b_p3_vreg.v = _mm256_set1_pd( * (b+3) ); /* load and duplicate */
b += 4;
c_00_c_30_vreg.v = _mm256_add_pd( c_00_c_30_vreg.v,
_mm256_mul_pd( a_0p_a_3p_vreg.v, b_p0_vreg.v));
c_01_c_31_vreg.v = _mm256_add_pd( c_01_c_31_vreg.v,
_mm256_mul_pd( a_0p_a_3p_vreg.v, b_p1_vreg.v));
c_02_c_32_vreg.v = _mm256_add_pd( c_02_c_32_vreg.v,
_mm256_mul_pd( a_0p_a_3p_vreg.v, b_p2_vreg.v));
c_03_c_33_vreg.v = _mm256_add_pd( c_03_c_33_vreg.v,
_mm256_mul_pd( a_0p_a_3p_vreg.v, b_p3_vreg.v));
}
C( 0, 0 ) += c_00_c_30_vreg.d[0]; C( 0, 1 ) += c_01_c_31_vreg.d[0];
C( 0, 2 ) += c_02_c_32_vreg.d[0]; C( 0, 3 ) += c_03_c_33_vreg.d[0];
C( 1, 0 ) += c_00_c_30_vreg.d[1]; C( 1, 1 ) += c_01_c_31_vreg.d[1];
C( 1, 2 ) += c_02_c_32_vreg.d[1]; C( 1, 3 ) += c_03_c_33_vreg.d[1];
C( 2, 0 ) += c_00_c_30_vreg.d[2]; C( 2, 1 ) += c_01_c_31_vreg.d[2];
C( 2, 2 ) += c_02_c_32_vreg.d[2]; C( 2, 3 ) += c_03_c_33_vreg.d[2];
C( 3, 0 ) += c_00_c_30_vreg.d[3]; C( 3, 1 ) += c_01_c_31_vreg.d[3];
C( 3, 2 ) += c_02_c_32_vreg.d[3]; C( 3, 3 ) += c_03_c_33_vreg.d[3];
/* Transpose seems doesn't help anymore */
// transpose4( &( c_00_c_30_vreg.v ), &( c_01_c_31_vreg.v ),
// &( c_02_c_32_vreg.v ), &( c_03_c_33_vreg.v ) );
//
//
// _mm256_storeu_pd( & C( 0, 0 ) ,
// _mm256_add_pd( _mm256_load_pd( & C( 0, 0 ) ) , c_00_c_30_vreg.v ) );
// _mm256_storeu_pd( & C( 1, 0 ) ,
// _mm256_add_pd( _mm256_load_pd( & C( 1, 0 ) ) , c_01_c_31_vreg.v ) );
// _mm256_storeu_pd( & C( 2, 0 ) ,
// _mm256_add_pd( _mm256_load_pd( & C( 2, 0 ) ) , c_02_c_32_vreg.v ) );
// _mm256_storeu_pd( & C( 3, 0 ) ,
// _mm256_add_pd( _mm256_load_pd( & C( 3, 0 ) ) , c_03_c_33_vreg.v ) );
}