GEMM Frame Algorithm

Implement the GEMM frame algorithm that uses packing blocks of \(A\) and \(B\) as well as the GEMM macro kernel.

You can use the following skeleton:

#include <stddef.h>
#include <stdio.h>
#include <stdlib.h>

void
initGeMatrix(size_t m, size_t n,
             double *A,
             ptrdiff_t incRowA, ptrdiff_t incColA)
{
    for (size_t i=0; i<m; ++i) {
        for (size_t j=0; j<n; ++j) {
            A[i*incRowA+j*incColA] = i*n + j + 1;
        }
    }
}

void
printGeMatrix(size_t m, size_t n,
              const double *A,
              ptrdiff_t incRowA, ptrdiff_t incColA)
{
    for (size_t i=0; i<m; ++i) {
        for (size_t j=0; j<n; ++j) {
            printf("%11.4lf ", A[i*incRowA+j*incColA]);
        }
        printf("\n");
    }
    printf("\n");
}

void
dgemm_ref(size_t m, size_t n, size_t k,
          double alpha,
          const double *A, ptrdiff_t incRowA, ptrdiff_t incColA,
          const double *B, ptrdiff_t incRowB, ptrdiff_t incColB,
          double beta,
          double *C, ptrdiff_t incRowC, ptrdiff_t incColC)
{
    size_t i, j, l;

    if (beta!=1) {
        if (beta!=0) {
            for (i=0; i<m; ++i) {
                for (j=0; j<n; ++j) {
                    C[i*incRowC+j*incColC] *= beta;
                }
            }
        } else {
            for (i=0; i<m; ++i) {
                for (j=0; j<n; ++j) {
                    C[i*incRowC+j*incColC] = 0;
                }
            }
        }
    }
    if (alpha!=0) {
        for (i=0; i<m; ++i) {
            for (j=0; j<n; ++j) {
                for (l=0; l<k; ++l) {
                    C[i*incRowC+j*incColC] += alpha*A[i*incRowA+l*incColA]
                                                   *B[l*incRowB+j*incColB];
                }
            }
        }
    }
}


#ifndef DGEMM_MR
#define DGEMM_MR    4
#endif

#ifndef DGEMM_NR
#define DGEMM_NR    5
#endif

#ifndef DGEMM_MC
#define DGEMM_MC    8
#endif

#ifndef DGEMM_NC
#define DGEMM_NC    10
#endif

#ifndef DGEMM_KC
#define DGEMM_KC    9
#endif

void
dgepack_A(size_t m, size_t k,
          const double *A, ptrdiff_t incRowA, ptrdiff_t incColA,
          double *p)
{
    size_t mb = (m+DGEMM_MR-1)/DGEMM_MR;

    for (size_t l=0; l<k; ++l) {
        for (size_t i1=0; i1<mb; ++i1) {
            for (size_t i0=0; i0<DGEMM_MR; ++i0) {
                size_t i  = i1*DGEMM_MR + i0;
                size_t nu = i1*DGEMM_MR*k + l*DGEMM_MR + i0;
                p[nu] = (i<m) ? A[i*incRowA + l*incColA]
                              : 0;
            }
        }
    }
}

void
dgepack_B(size_t k, size_t n,
          const double *B, ptrdiff_t incRowB, ptrdiff_t incColB,
          double *p)
{
    size_t nb = (n+DGEMM_NR-1)/DGEMM_NR;

    for (size_t j1=0; j1<nb; ++j1) {
        for (size_t j0=0; j0<DGEMM_NR; ++j0) {
            for (size_t l=0; l<k; ++l) {
                size_t j  = j1*DGEMM_NR + j0;
                size_t nu = j1*DGEMM_NR*k + l*DGEMM_NR + j0;
                p[nu] = (j<n) ? B[l*incRowB + j*incColB]
                              : 0;
            }
        }
    }
}

void
dgemm_micro(size_t k, double alpha,
            const double *A, const double *B,
            double beta,
            double *C, ptrdiff_t incRowC, ptrdiff_t incColC)
{
    double AB[DGEMM_MR*DGEMM_NR];

    // AB <- A*B
    for (size_t i=0; i<DGEMM_MR*DGEMM_NR; ++i) {
        AB[i] = 0;
    }
    for (size_t l=0; l<k; ++l) {
        for (size_t i=0; i<DGEMM_MR; ++i) {
            for (size_t j=0; j<DGEMM_NR; ++j) {
                AB[i+j*DGEMM_MR] += A[i+l*DGEMM_MR]*B[l*DGEMM_NR+j];
            }
        }
    }
    // C <- beta*C
    if (beta!=1) {
        if (beta!=0) {
            for (size_t i=0; i<DGEMM_MR; ++i) {
                for (size_t j=0; j<DGEMM_NR; ++j) {
                    C[i*incRowC+j*incColC] *= beta;
                }
            }
        } else {
            for (size_t i=0; i<DGEMM_MR; ++i) {
                for (size_t j=0; j<DGEMM_NR; ++j) {
                    C[i*incRowC+j*incColC] = 0;
                }
            }
        }
    }
    // C <- C + alpha*AB
    for (size_t i=0; i<DGEMM_MR; ++i) {
        for (size_t j=0; j<DGEMM_NR; ++j) {
            C[i*incRowC+j*incColC] += alpha*AB[i+j*DGEMM_MR];
        }
    }
}

void
dgescal(size_t m, size_t n,
        double alpha,
        double *X, size_t incRowX, size_t incColX)
{
    if (alpha==1) {
        return;
    }
    if (alpha!=0) {
        for (size_t i=0; i<m; ++i) {
            for (size_t j=0; j<n; ++j) {
                X[i*incRowX+j*incColX] *= alpha;
            }
        }
    } else {
        for (size_t i=0; i<m; ++i) {
            for (size_t j=0; j<n; ++j) {
                X[i*incRowX+j*incColX] = 0;
            }
        }
    }
}

void
dgeaxpy(size_t m, size_t n,
        double alpha,
        const double *X, size_t incRowX, size_t incColX,
        double *Y, size_t incRowY, size_t incColY)
{
    if (alpha==0) {
        return;
    }
    for (size_t i=0; i<m; ++i) {
        for (size_t j=0; j<n; ++j) {
            Y[i*incRowY+j*incColY] += alpha*X[i*incRowX+j*incColX];
        }
    }
}

void
dgemm_macro(size_t m, size_t n, size_t k, double alpha,
            const double *A, const double *B,
            double beta,
            double *C, ptrdiff_t incRowC, ptrdiff_t incColC)
{
    double AB[DGEMM_MR*DGEMM_NR];

    size_t mb = (m+DGEMM_MR-1) / DGEMM_MR;
    size_t nb = (n+DGEMM_NR-1) / DGEMM_NR;

    size_t mr = m % DGEMM_MR;
    size_t nr = n % DGEMM_NR;

    for (size_t i=0; i<mb; ++i) {
        size_t m_ = (i<mb-1 || mr==0) ? DGEMM_MR
                                      : mr;
        for (size_t j=0; j<nb; ++j) {
            size_t n_ = (j<nb-1 || nr==0) ? DGEMM_NR
                                          : nr;
            if (m_==DGEMM_MR && n_==DGEMM_NR) {
                dgemm_micro(k, alpha,
                            &A[i*DGEMM_MR*k], &B[j*k*DGEMM_NR],
                            beta,
                            &C[i*DGEMM_MR*incRowC+j*DGEMM_NR*incColC],
                            incRowC, incColC);
            } else {
                dgemm_micro(k, alpha,
                            &A[i*DGEMM_MR*k], &B[j*k*DGEMM_NR],
                            0,
                            AB, 1, DGEMM_MR);
                dgescal(DGEMM_MR, DGEMM_NR,
                        beta,
                        &C[i*DGEMM_MR*incRowC+j*DGEMM_NR*incColC],
                        incRowC, incColC);
                dgeaxpy(DGEMM_MR, DGEMM_NR,
                        1,
                        AB, 1, DGEMM_MR,
                        &C[i*DGEMM_MR*incRowC+j*DGEMM_NR*incColC],
                        incRowC, incColC);
            }
        }
    }
}

void
dgemm_frame(size_t m, size_t n, size_t k, double alpha,
            const double *A, ptrdiff_t incRowA, ptrdiff_t incColA,
            const double *B, ptrdiff_t incRowB, ptrdiff_t incColB,
            double beta,
            double *C, ptrdiff_t incRowC, ptrdiff_t incColC)
{
    if (k==0 || alpha==0) {
        dgescal(m, n, beta, C, incRowC, incColC);
        return;
    }

    // your code here
}

int
main()
{
    size_t m = 2*DGEMM_MC - 1;
    size_t n = 2*DGEMM_NC - 2;
    size_t k = 2*DGEMM_KC - 3;

    ptrdiff_t incRowA = 1;
    ptrdiff_t incColA = m;

    ptrdiff_t incRowB = 1;
    ptrdiff_t incColB = k;

    ptrdiff_t incRowC = 1;
    ptrdiff_t incColC = m;

    double      *A      = malloc(m*k*sizeof(*A));
    double      *B      = malloc(k*n*sizeof(*B));

    double      C0[m*n];
    double      C1[m*n];

    initGeMatrix(m, k, A, incRowA, incColA);
    initGeMatrix(k, n, B, incRowB, incColB);
    initGeMatrix(m, n, C0, incRowC, incColC);
    initGeMatrix(m, n, C1, incRowC, incColC);

    printf("A=\n");
    printGeMatrix(m, k, A, incRowA, incColA);
    printf("B=\n");
    printGeMatrix(k, n, B, incRowB, incColB);
    printf("C=\n");
    printGeMatrix(m, n, C0, incRowC, incColC);

    double alpha = 1;
    double beta  = 1;
    dgemm_ref(m, n, k,
              alpha,
              A, incRowA, incColA,
              B, incRowB, incColB,
              beta,
              C0, incRowC, incColC);
    dgemm_frame(m, n, k,
                alpha,
                A, incRowA, incColA,
                B, incRowB, incColB,
                beta,
                C1, incRowC, incColC);

    printf("gemm_ref computed C=\n");
    printGeMatrix(m, n, C0, incRowC, incColC);

    printf("gemm_macro computed C=\n");
    printGeMatrix(m, n, C1, incRowC, incColC);

    free(A);
    free(B);
}