Browse Source

Further tweak small GEMM for AArch64

tags/v0.3.28^2
Chris Sidebottom 1 year ago
parent
commit
8c472ef7e3
9 changed files with 771 additions and 2285 deletions
  1. +109
    -25
      kernel/arm64/dgemm_small_kernel_nn_sve.c
  2. +114
    -55
      kernel/arm64/dgemm_small_kernel_nt_sve.c
  3. +109
    -28
      kernel/arm64/dgemm_small_kernel_tn_sve.c
  4. +109
    -28
      kernel/arm64/dgemm_small_kernel_tt_sve.c
  5. +5
    -7
      kernel/arm64/gemm_small_kernel_permit_sve.c
  6. +76
    -597
      kernel/arm64/sgemm_small_kernel_nn_sve.c
  7. +76
    -330
      kernel/arm64/sgemm_small_kernel_nt_sve.c
  8. +73
    -925
      kernel/arm64/sgemm_small_kernel_tn_sve.c
  9. +100
    -290
      kernel/arm64/sgemm_small_kernel_tt_sve.c

+ 109
- 25
kernel/arm64/dgemm_small_kernel_nn_sve.c View File

@@ -46,13 +46,27 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) + (k + offset_k) * lda]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k) * lda)
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) + (j + (n)) * ldb]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale * ldb;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale * ldb;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k))
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(n, scale) FLOAT* c_offset##n = c_offset + scale * ldc;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr;
#define UPDATE_C_POINTER(scale) c_offset = c_offset + scale * ldc;
#define C_ELEMENT(m, n) *(c_offset##n + ((m * v_size) + i))

// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 4 + n]
#define PACK_ELEMENT(n) PACK_ELEMENT_K(n, 0)
@@ -112,8 +126,7 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = svdup_f64(B_ELEMENT_K(n, offset_k));
#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat64_t a##s##m##_k##offset_k = \
svld1(pg, &A_ELEMENT_K(v_size * m, offset_k));
svfloat64_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
@@ -140,26 +153,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#ifdef B0
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(v_size * m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u64(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -169,13 +179,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -223,12 +226,29 @@ CNAME(BLASLONG M,
FLOAT* packed_b =
(pack_b) ? packed_b = (FLOAT*)malloc(K * 4 * sizeof(FLOAT)) : NULL;

FLOAT* b_offset = B;
FLOAT* a_offset = A;
FLOAT* c_offset = C;

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, 1);
CREATE_C_POINTER(2, 2);
CREATE_C_POINTER(3, 3);
CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);
UPDATE_A_POINTER(v_size2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -372,9 +392,16 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
INCR_C_POINTER(0, v_size2);
INCR_C_POINTER(1, v_size2);
INCR_C_POINTER(2, v_size2);
INCR_C_POINTER(3, v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -431,9 +458,15 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
INCR_C_POINTER(0, v_size);
INCR_C_POINTER(1, v_size);
INCR_C_POINTER(2, v_size);
INCR_C_POINTER(3, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -491,13 +524,30 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
INCR_C_POINTER(0, 0);
INCR_C_POINTER(1, 0);
INCR_C_POINTER(2, 0);
INCR_C_POINTER(3, 0);
}

UPDATE_B_POINTER(4);
RESET_A_POINTER();
UPDATE_C_POINTER(4);
}
for (; j < n2; j += 2) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, 1);
CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);
UPDATE_A_POINTER(v_size2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -538,9 +588,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
INCR_C_POINTER(0, v_size2);
INCR_C_POINTER(1, v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -568,9 +623,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
INCR_C_POINTER(0, v_size);
INCR_C_POINTER(1, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -599,13 +658,26 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
INCR_C_POINTER(0, 0);
INCR_C_POINTER(1, 0);
}

UPDATE_B_POINTER(2);
RESET_A_POINTER();
UPDATE_C_POINTER(2);
}
for (; j < N; j++) {

CREATE_C_POINTER(0, 0);
CREATE_B_POINTER(0, 0);

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);
UPDATE_A_POINTER(v_size2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);
@@ -620,9 +692,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 1, 0);
INCR_C_POINTER(0, v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -633,9 +709,12 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -647,11 +726,16 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 0);
}

UPDATE_B_POINTER(1);
RESET_A_POINTER();
UPDATE_C_POINTER(1);
}

if (pack_b)
free(packed_b);

return 0;
}
}

+ 114
- 55
kernel/arm64/dgemm_small_kernel_nt_sve.c View File

@@ -46,13 +46,27 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) + (k + offset_k) * lda]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k) * lda)
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) * ldb + (j + (n))]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k) * ldb)
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(n, scale) FLOAT* c_offset##n = c_offset + scale * ldc;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr;
#define UPDATE_C_POINTER(scale) c_offset = c_offset + scale * ldc;
#define C_ELEMENT(m, n) *(c_offset##n + ((m * v_size) + i))

// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 4 + n]
#define PACK_ELEMENT(n) PACK_ELEMENT_K(n, 0)
@@ -97,8 +111,7 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = svdup_f64(B_ELEMENT_K(n, offset_k));
#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat64_t a##s##m##_k##offset_k = \
svld1(pg, &A_ELEMENT_K(v_size * m, offset_k));
svfloat64_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
@@ -111,26 +124,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#ifdef B0
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(v_size * m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u64(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -140,13 +150,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -176,8 +179,7 @@ CNAME(BLASLONG M,
#endif
{
const uint64_t v_size = svcntd();
const uint64_t v_size32 = v_size * 32;
const uint64_t v_size3 = v_size * 3;
const uint64_t v_size2 = v_size * 2;
const svbool_t pg_true = svptrue_b64();
const svbool_t pg_quad = svwhilelt_b64(0, 2);
const svfloat64_t alpha_vec = svdup_f64(alpha);
@@ -186,14 +188,31 @@ CNAME(BLASLONG M,
#endif
const BLASLONG n4 = N & -4;
const BLASLONG n2 = N & -2;
const BLASLONG v_m3 = M - (M % v_size3);
const BLASLONG v_m2 = M & -v_size2;
const BLASLONG v_m1 = M & -v_size;

FLOAT* b_offset = B;
FLOAT* a_offset = A;
FLOAT* c_offset = C;

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, 1);
CREATE_C_POINTER(2, 2);
CREATE_C_POINTER(3, 3);
CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);

BLASLONG i = 0;
for (; i < v_m3; i += v_size3) {
for (; i < v_m2; i += v_size2) {

CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);
UPDATE_A_POINTER(v_size2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -204,10 +223,6 @@ CNAME(BLASLONG M,
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);
DECLARE_RESULT_VECTOR(2, 0);
DECLARE_RESULT_VECTOR(2, 1);
DECLARE_RESULT_VECTOR(2, 2);
DECLARE_RESULT_VECTOR(2, 3);

for (; k < K; k++) {

@@ -223,11 +238,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 2, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 2, 1, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 2, 2, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 3, 2, 1, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
@@ -237,13 +247,16 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
VECTOR_STORE(pg_true, 2, 0);
VECTOR_STORE(pg_true, 2, 1);
VECTOR_STORE(pg_true, 2, 2);
VECTOR_STORE(pg_true, 2, 3);
INCR_C_POINTER(0, v_size2);
INCR_C_POINTER(1, v_size2);
INCR_C_POINTER(2, v_size2);
INCR_C_POINTER(3, v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -264,9 +277,15 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
INCR_C_POINTER(0, v_size);
INCR_C_POINTER(1, v_size);
INCR_C_POINTER(2, v_size);
INCR_C_POINTER(3, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -288,20 +307,35 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
INCR_C_POINTER(0, 0);
INCR_C_POINTER(1, 0);
INCR_C_POINTER(2, 0);
INCR_C_POINTER(3, 0);
}

UPDATE_B_POINTER(4);
RESET_A_POINTER();
UPDATE_C_POINTER(4);
}
for (; j < n2; j += 2) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, 1);
CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);

BLASLONG i = 0;
for (; i < v_m3; i += v_size3) {
for (; i < v_m2; i += v_size2) {

CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);
UPDATE_A_POINTER(v_size2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(2, 0);
DECLARE_RESULT_VECTOR(2, 1);

for (; k < K; k++) {

@@ -312,19 +346,19 @@ CNAME(BLASLONG M,
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 1, 0, 1, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 2, 0);
VECTOR_STORE(pg_true, 2, 1);
INCR_C_POINTER(0, v_size2);
INCR_C_POINTER(1, v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -338,9 +372,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
INCR_C_POINTER(0, v_size);
INCR_C_POINTER(1, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -355,17 +393,29 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
INCR_C_POINTER(0, 0);
INCR_C_POINTER(1, 0);
}

UPDATE_B_POINTER(2);
RESET_A_POINTER();
UPDATE_C_POINTER(2);
}
for (; j < N; j++) {

CREATE_C_POINTER(0, 0);
CREATE_B_POINTER(0, 0);

BLASLONG i = 0;
for (; i < v_m3; i += v_size3) {
for (; i < v_m2; i += v_size2) {

CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);
UPDATE_A_POINTER(v_size2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(2, 0);

for (; k < K; k++) {

@@ -374,15 +424,16 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR(pg_true, 2, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 2, 0);
INCR_C_POINTER(0, v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -393,9 +444,12 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -407,8 +461,13 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 0);
}

UPDATE_B_POINTER(1);
RESET_A_POINTER();
UPDATE_C_POINTER(1);
}

return 0;
}
}

+ 109
- 28
kernel/arm64/dgemm_small_kernel_tn_sve.c View File

@@ -46,15 +46,30 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) * lda + (k + offset_k)]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale * lda;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale * lda;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k))
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) + (j + (n)) * ldb]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale * ldb;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale * ldb;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k))
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(m, scale) FLOAT* c_offset##m = c_offset + scale;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr * ldc;
#define UPDATE_C_POINTER(scale) c_offset += scale;
#define C_ELEMENT(m, n) \
*(c_offset##m + ((j + n) * ldc)) // C[(i+(m))+(j+(n))*ldc]

// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(m, offset_k) packed_a[(k + offset_k) * 2 * v_size + m]
#define PACK_ELEMENT_K(m, offset_k) packed_a[(k + offset_k) * v_size2 + m]
#define PACK_ELEMENT(m) PACK_ELEMENT_K(m, 0)

// ASIMD
@@ -112,14 +127,13 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = svdup_f64(B_ELEMENT_K(n, offset_k));
#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat64_t a##s##m##_k##offset_k = \
svld1(pg, &A_ELEMENT_K(v_size * m, offset_k));
svfloat64_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
#define GATHER_LOAD_A(pg, m, offset_k) \
svfloat64_t a##s##m##_k##offset_k = \
svld1_gather_index(pg, &A_ELEMENT_K(v_size * m, offset_k), lda_vec);
svld1_gather_index(pg, &A_ELEMENT_K(m, offset_k), lda_vec);
#define PACK_A(m, offset_k) \
svst1(pg_first, &PACK_ELEMENT_K(m, offset_k), a##s##m##_k##offset_k);
#define VECTOR_PACK_A(m, offset_k) \
@@ -143,26 +157,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#ifdef B0
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(v_size * m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u64(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -172,13 +183,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -226,14 +230,29 @@ CNAME(BLASLONG M,

const int pack_a = M >= v_size2 && N >= 8 && K >= 8 ? 1 : 0;
FLOAT* packed_a =
(pack_a) ? packed_a = (FLOAT*)malloc(K * 2 * v_size * sizeof(FLOAT)) : NULL;
(pack_a) ? packed_a = (FLOAT*)malloc(K * v_size2 * sizeof(FLOAT)) : NULL;

FLOAT* a_offset = A;
FLOAT* b_offset = B;
FLOAT* c_offset = C;

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, v_size);
CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -408,9 +427,15 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
INCR_C_POINTER(0, 4);
INCR_C_POINTER(1, 4);
}
for (; j < n2; j += 2) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
UPDATE_B_POINTER(2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -484,9 +509,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
INCR_C_POINTER(0, 2);
INCR_C_POINTER(1, 2);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);
@@ -512,13 +542,28 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 1, 0);
INCR_C_POINTER(0, 1);
INCR_C_POINTER(1, 1);
}

UPDATE_A_POINTER(v_size2);
RESET_B_POINTER();
UPDATE_C_POINTER(v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_C_POINTER(0, 0);
CREATE_A_POINTER(0, 0);

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -562,9 +607,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
INCR_C_POINTER(0, 4);
}
for (; j < n2; j += 2) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
UPDATE_B_POINTER(2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -592,9 +642,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
INCR_C_POINTER(0, 2);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -605,14 +659,27 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, 1);
}

UPDATE_A_POINTER(v_size);
RESET_B_POINTER();
UPDATE_C_POINTER(v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_C_POINTER(0, 0);
CREATE_A_POINTER(0, 0);

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -656,9 +723,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
INCR_C_POINTER(0, 4);
}
for (; j < n2; j += 2) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
UPDATE_B_POINTER(2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -686,9 +758,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
INCR_C_POINTER(0, 2);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -699,11 +775,16 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 1);
}

UPDATE_A_POINTER(0);
RESET_B_POINTER();
UPDATE_C_POINTER(0);
}

if (pack_a)
free(packed_a);

return 0;
}
}

+ 109
- 28
kernel/arm64/dgemm_small_kernel_tt_sve.c View File

@@ -46,15 +46,30 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) * lda + (k + offset_k)]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale * lda;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale * lda;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k))
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) * ldb + (j + (n))]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k) * ldb)
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(m, scale) FLOAT* c_offset##m = c_offset + scale;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr * ldc;
#define UPDATE_C_POINTER(scale) c_offset += scale;
#define C_ELEMENT(m, n) \
*(c_offset##m + ((j + n) * ldc)) // C[(i+(m))+(j+(n))*ldc]

// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(m, offset_k) packed_a[(k + offset_k) * 2 * v_size + m]
#define PACK_ELEMENT_K(m, offset_k) packed_a[(k + offset_k) * v_size2 + m]
#define PACK_ELEMENT(m) PACK_ELEMENT_K(m, 0)

// ASIMD
@@ -103,14 +118,13 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = svdup_f64(B_ELEMENT_K(n, offset_k));
#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat64_t a##s##m##_k##offset_k = \
svld1(pg, &A_ELEMENT_K(v_size * m, offset_k));
svfloat64_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat64_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
#define GATHER_LOAD_A(pg, m, offset_k) \
svfloat64_t a##s##m##_k##offset_k = \
svld1_gather_index(pg, &A_ELEMENT_K(v_size * m, offset_k), lda_vec);
svld1_gather_index(pg, &A_ELEMENT_K(m, offset_k), lda_vec);
#define PACK_A(m, offset_k) \
svst1(pg_first, &PACK_ELEMENT_K(m, offset_k), a##s##m##_k##offset_k);
#define VECTOR_PACK_A(m, offset_k) \
@@ -134,26 +148,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#ifdef B0
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(v_size * m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u64(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u64(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -163,13 +174,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -216,14 +220,29 @@ CNAME(BLASLONG M,

const int pack_a = M >= v_size2 && N >= 8 && K >= 8 ? 1 : 0;
FLOAT* packed_a =
(pack_a) ? packed_a = (FLOAT*)malloc(K * 2 * v_size * sizeof(FLOAT)) : NULL;
(pack_a) ? packed_a = (FLOAT*)malloc(K * v_size2 * sizeof(FLOAT)) : NULL;

FLOAT* a_offset = A;
FLOAT* b_offset = B;
FLOAT* c_offset = C;

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, v_size);
CREATE_A_POINTER(0, 0);
CREATE_A_POINTER(1, v_size);

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -295,9 +314,15 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
INCR_C_POINTER(0, 4);
INCR_C_POINTER(1, 4);
}
for (; j < n2; j += 2) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
UPDATE_B_POINTER(2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -331,9 +356,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
INCR_C_POINTER(0, 2);
INCR_C_POINTER(1, 2);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);
@@ -359,13 +389,28 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 1, 0);
INCR_C_POINTER(0, 1);
INCR_C_POINTER(1, 1);
}

UPDATE_A_POINTER(v_size2);
RESET_B_POINTER();
UPDATE_C_POINTER(v_size2);
}
for (; i < v_m1; i += v_size) {

CREATE_C_POINTER(0, 0);
CREATE_A_POINTER(0, 0);

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -386,9 +431,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
INCR_C_POINTER(0, 4);
}
for (; j < n2; j += 2) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
UPDATE_B_POINTER(2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -402,9 +452,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
INCR_C_POINTER(0, 2);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -415,14 +469,27 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, 1);
}

UPDATE_A_POINTER(v_size);
RESET_B_POINTER();
UPDATE_C_POINTER(v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
CREATE_C_POINTER(0, 0);
CREATE_A_POINTER(0, 0);

BLASLONG j = 0;
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -443,9 +510,14 @@ CNAME(BLASLONG M,
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
INCR_C_POINTER(0, 4);
}
for (; j < n2; j += 2) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
UPDATE_B_POINTER(2);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -459,9 +531,13 @@ CNAME(BLASLONG M,
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
INCR_C_POINTER(0, 2);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -472,11 +548,16 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 1);
}

UPDATE_A_POINTER(0);
RESET_B_POINTER();
UPDATE_C_POINTER(0);
}

if (pack_a)
free(packed_a);

return 0;
}
}

+ 5
- 7
kernel/arm64/gemm_small_kernel_permit_sve.c View File

@@ -32,16 +32,14 @@ int CNAME(int transa, int transb, BLASLONG M, BLASLONG N, BLASLONG K, FLOAT alph
BLASLONG MNK = M * N * K;

#if defined(DOUBLE) // dgemm
// TN prefers full copies much earlier
if (transa && !transb && MNK > 16*16*16) {
return 0;
}
if (MNK <= 64*64*64)
return 1;
#else // sgemm
// TODO!
if (MNK <= 256*256*256)
return 1;
#endif

if (MNK <= 64*64*64)
return 1;


return 0;
}

+ 76
- 597
kernel/arm64/sgemm_small_kernel_nn_sve.c View File

@@ -46,15 +46,29 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) + (k + offset_k) * lda]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k) * lda)
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) + (j + (n)) * ldb]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale * ldb;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale * ldb;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k))
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(n, scale) FLOAT* c_offset##n = c_offset + scale * ldc;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr;
#define UPDATE_C_POINTER(scale) c_offset = c_offset + scale * ldc;
#define C_ELEMENT(m, n) *(c_offset##n + ((m * v_size) + i))

// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 8 + n]
#define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 4 + n]
#define PACK_ELEMENT(n) PACK_ELEMENT_K(n, 0)

// ASIMD
@@ -141,8 +155,7 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat32_t b##s##n##_k##offset_k = svdup_f32(B_ELEMENT_K(n, offset_k));
#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat32_t a##s##m##_k##offset_k = \
svld1(pg, &A_ELEMENT_K(v_size * m, offset_k));
svfloat32_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat32_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
@@ -169,26 +182,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#ifdef B0
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u32(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(v_size * m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u32(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u32(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -198,13 +208,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -234,7 +237,6 @@ CNAME(BLASLONG M,
#endif
{
const uint64_t v_size = svcntw();
const uint64_t v_size2 = v_size * 2;
const svbool_t pg_true = svptrue_b32();
const svbool_t pg_quad = svwhilelt_b32(0, 4);
const svbool_t pg_first = svwhilelt_b32(0, 1);
@@ -242,39 +244,41 @@ CNAME(BLASLONG M,
#ifndef B0
const svfloat32_t beta_vec = svdup_f32(beta);
#endif
const BLASLONG n8 = N & -8;
const BLASLONG n4 = N & -4;
const BLASLONG v_m2 = M & -v_size2;
const BLASLONG v_m1 = M & -v_size;
const BLASLONG k4 = K & -4;

const int pack_b = M >= v_size2 && N >= 8 && K >= 8 ? 1 : 0;
const int pack_b = M >= v_size && N >= 8 && K >= 8 ? 1 : 0;
FLOAT* packed_b =
(pack_b) ? packed_b = (FLOAT*)malloc(K * 8 * sizeof(FLOAT)) : NULL;
(pack_b) ? packed_b = (FLOAT*)malloc(K * 4 * sizeof(FLOAT)) : NULL;

FLOAT* b_offset = B;
FLOAT* a_offset = A;
FLOAT* c_offset = C;

BLASLONG j = 0;
for (; j < n8; j += 8) {
for (; j < n4; j += 4) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, 1);
CREATE_C_POINTER(2, 2);
CREATE_C_POINTER(3, 3);
CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);
DECLARE_RESULT_VECTOR(1, 4);
DECLARE_RESULT_VECTOR(1, 5);
DECLARE_RESULT_VECTOR(1, 6);
DECLARE_RESULT_VECTOR(1, 7);

if (LIKELY(packed_b != NULL)) {
if (i == 0) {
@@ -310,68 +314,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
VECTOR_LOAD_B_K4(4, 0);
VECTOR_LOAD_B_K4(5, 0);
VECTOR_LOAD_B_K4(6, 0);
VECTOR_LOAD_B_K4(7, 0);
TRANSPOSE_B4_K4(4, 5, 6, 7, 0, 1, 2, 3);
SCALE_B4_K4(4, 0, 1, 2, 3);
VECTOR_PACK_B4(4, 0);
VECTOR_PACK_B4(4, 1);
VECTOR_PACK_B4(4, 2);
VECTOR_PACK_B4(4, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 3);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 1);
VECTOR_LOAD_A(pg_true, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 2);
VECTOR_LOAD_A(pg_true, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 3);
}
for (; k < K; k++) {

@@ -382,33 +324,12 @@ CNAME(BLASLONG M,
BROADCAST_LOAD_B(1, 0);
PACK_B(1, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 1, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 1, 0);
BROADCAST_LOAD_B(2, 0);
PACK_B(2, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 2, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 2, 0);
BROADCAST_LOAD_B(3, 0);
PACK_B(3, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 3, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 3, 0);
BROADCAST_LOAD_B(4, 0);
PACK_B(4, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 4, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 4, 0);
BROADCAST_LOAD_B(5, 0);
PACK_B(5, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 5, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 5, 0);
BROADCAST_LOAD_B(6, 0);
PACK_B(6, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 6, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 6, 0);
BROADCAST_LOAD_B(7, 0);
PACK_B(7, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 7, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 7, 0);
}
} else {
for (; k < K; k++) {
@@ -419,20 +340,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_QUADWORD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
}
}
} else {
@@ -464,64 +371,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
VECTOR_LOAD_B_K4(4, 0);
VECTOR_LOAD_B_K4(5, 0);
VECTOR_LOAD_B_K4(6, 0);
VECTOR_LOAD_B_K4(7, 0);
TRANSPOSE_B4_K4(4, 5, 6, 7, 0, 1, 2, 3);
SCALE_B4_K4(4, 0, 1, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 3);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 1);
VECTOR_LOAD_A(pg_true, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 2);
VECTOR_LOAD_A(pg_true, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 3);
}
for (; k < K; k++) {

@@ -530,167 +379,31 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
BROADCAST_LOAD_B(1, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 1, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 1, 0);
BROADCAST_LOAD_B(2, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 2, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 2, 0);
BROADCAST_LOAD_B(3, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 3, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 3, 0);
BROADCAST_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 4, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 4, 0);
BROADCAST_LOAD_B(5, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 5, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 5, 0);
BROADCAST_LOAD_B(6, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 6, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 6, 0);
BROADCAST_LOAD_B(7, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 7, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 7, 0);
}
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
VECTOR_STORE(pg_true, 0, 4);
VECTOR_STORE(pg_true, 0, 5);
VECTOR_STORE(pg_true, 0, 6);
VECTOR_STORE(pg_true, 0, 7);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
VECTOR_STORE(pg_true, 1, 4);
VECTOR_STORE(pg_true, 1, 5);
VECTOR_STORE(pg_true, 1, 6);
VECTOR_STORE(pg_true, 1, 7);
}
for (; i < v_m1; i += v_size) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);

if (LIKELY(packed_b != NULL)) {
for (; k < K; k++) {

UNPACK_QUADWORD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_QUADWORD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
} else {
for (; k < k4; k += 4) {

VECTOR_LOAD_B_K4(0, 0);
VECTOR_LOAD_B_K4(1, 0);
VECTOR_LOAD_B_K4(2, 0);
VECTOR_LOAD_B_K4(3, 0);
TRANSPOSE_B4_K4(0, 1, 2, 3, 0, 1, 2, 3);
SCALE_B4_K4(0, 0, 1, 2, 3);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_true, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 1);
VECTOR_LOAD_A(pg_true, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 2);
VECTOR_LOAD_A(pg_true, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
VECTOR_LOAD_B_K4(4, 0);
VECTOR_LOAD_B_K4(5, 0);
VECTOR_LOAD_B_K4(6, 0);
VECTOR_LOAD_B_K4(7, 0);
TRANSPOSE_B4_K4(4, 5, 6, 7, 0, 1, 2, 3);
SCALE_B4_K4(4, 0, 1, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 3);
}
for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
BROADCAST_LOAD_B(1, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 1, 0);
BROADCAST_LOAD_B(2, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 2, 0);
BROADCAST_LOAD_B(3, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 3, 0);
BROADCAST_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 4, 0);
BROADCAST_LOAD_B(5, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 5, 0);
BROADCAST_LOAD_B(6, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 6, 0);
BROADCAST_LOAD_B(7, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 7, 0);
}
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
VECTOR_STORE(pg_true, 0, 4);
VECTOR_STORE(pg_true, 0, 5);
VECTOR_STORE(pg_true, 0, 6);
VECTOR_STORE(pg_true, 0, 7);
INCR_C_POINTER(0, v_size);
INCR_C_POINTER(1, v_size);
INCR_C_POINTER(2, v_size);
INCR_C_POINTER(3, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);

if (LIKELY(packed_b != NULL)) {
for (; k < K; k++) {
@@ -701,11 +414,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_QUADWORD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
} else {
for (; k < k4; k += 4) {
@@ -736,28 +444,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
VECTOR_LOAD_B_K4(4, 0);
VECTOR_LOAD_B_K4(5, 0);
VECTOR_LOAD_B_K4(6, 0);
VECTOR_LOAD_B_K4(7, 0);
TRANSPOSE_B4_K4(4, 5, 6, 7, 0, 1, 2, 3);
SCALE_B4_K4(4, 0, 1, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 3);
}
for (; k < K; k++) {

@@ -770,248 +456,33 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 2, 0);
BROADCAST_LOAD_B(3, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 3, 0);
BROADCAST_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 4, 0);
BROADCAST_LOAD_B(5, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 5, 0);
BROADCAST_LOAD_B(6, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 6, 0);
BROADCAST_LOAD_B(7, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 7, 0);
}
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
VECTOR_STORE(pg_tail, 0, 4);
VECTOR_STORE(pg_tail, 0, 5);
VECTOR_STORE(pg_tail, 0, 6);
VECTOR_STORE(pg_tail, 0, 7);
}
}
for (; j < n4; j += 4) {

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);

for (; k < k4; k += 4) {

VECTOR_LOAD_B_K4(0, 0);
VECTOR_LOAD_B_K4(1, 0);
VECTOR_LOAD_B_K4(2, 0);
VECTOR_LOAD_B_K4(3, 0);
TRANSPOSE_B4_K4(0, 1, 2, 3, 0, 1, 2, 3);
SCALE_B4_K4(0, 0, 1, 2, 3);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_true, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 1);
VECTOR_LOAD_A(pg_true, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 2);
VECTOR_LOAD_A(pg_true, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 1);
VECTOR_LOAD_A(pg_true, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 2);
VECTOR_LOAD_A(pg_true, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 3);
}
for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
BROADCAST_LOAD_B(1, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 1, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 1, 0);
BROADCAST_LOAD_B(2, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 2, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 2, 0);
BROADCAST_LOAD_B(3, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 3, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 3, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
INCR_C_POINTER(0, 0);
INCR_C_POINTER(1, 0);
INCR_C_POINTER(2, 0);
INCR_C_POINTER(3, 0);
}
for (; i < v_m1; i += v_size) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);

for (; k < k4; k += 4) {

VECTOR_LOAD_B_K4(0, 0);
VECTOR_LOAD_B_K4(1, 0);
VECTOR_LOAD_B_K4(2, 0);
VECTOR_LOAD_B_K4(3, 0);
TRANSPOSE_B4_K4(0, 1, 2, 3, 0, 1, 2, 3);
SCALE_B4_K4(0, 0, 1, 2, 3);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_true, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 1);
VECTOR_LOAD_A(pg_true, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 2);
VECTOR_LOAD_A(pg_true, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
}
for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
BROADCAST_LOAD_B(1, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 1, 0);
BROADCAST_LOAD_B(2, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 2, 0);
BROADCAST_LOAD_B(3, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 3, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);

for (; k < k4; k += 4) {

VECTOR_LOAD_B_K4(0, 0);
VECTOR_LOAD_B_K4(1, 0);
VECTOR_LOAD_B_K4(2, 0);
VECTOR_LOAD_B_K4(3, 0);
TRANSPOSE_B4_K4(0, 1, 2, 3, 0, 1, 2, 3);
SCALE_B4_K4(0, 0, 1, 2, 3);
VECTOR_LOAD_A(pg_tail, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_tail, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 1);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 1);
VECTOR_LOAD_A(pg_tail, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 2);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 2);
VECTOR_LOAD_A(pg_tail, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 3);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 3);
}
for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_tail, 0, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
BROADCAST_LOAD_B(1, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 1, 0);
BROADCAST_LOAD_B(2, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 2, 0);
BROADCAST_LOAD_B(3, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 3, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
}
UPDATE_B_POINTER(4);
RESET_A_POINTER();
UPDATE_C_POINTER(4);
}
for (; j < N; j++) {

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);

for (; k < K; k++) {
CREATE_C_POINTER(0, 0);
CREATE_B_POINTER(0, 0);

BROADCAST_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 1, 0);
}
BLASLONG i = 0;
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -1022,9 +493,12 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -1036,11 +510,16 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 0);
}

UPDATE_B_POINTER(1);
RESET_A_POINTER();
UPDATE_C_POINTER(1);
}

if (pack_b)
free(packed_b);

return 0;
}
}

+ 76
- 330
kernel/arm64/sgemm_small_kernel_nt_sve.c View File

@@ -46,15 +46,29 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) + (k + offset_k) * lda]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k) * lda)
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) * ldb + (j + (n))]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k) * ldb)
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(n, scale) FLOAT* c_offset##n = c_offset + scale * ldc;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr;
#define UPDATE_C_POINTER(scale) c_offset = c_offset + scale * ldc;
#define C_ELEMENT(m, n) *(c_offset##n + ((m * v_size) + i))

#define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 8 + n]
// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 4 + n]
#define PACK_ELEMENT(n) PACK_ELEMENT_K(n, 0)

// ASIMD
@@ -113,8 +127,7 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat32_t b##s##n##_k##offset_k = svdup_f32(B_ELEMENT_K(n, offset_k));
#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat32_t a##s##m##_k##offset_k = \
svld1(pg, &A_ELEMENT_K(v_size * m, offset_k));
svfloat32_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat32_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
@@ -141,26 +154,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#ifdef B0
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u32(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(v_size * m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(v_size* m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u32(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u32(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -170,13 +180,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -206,7 +209,6 @@ CNAME(BLASLONG M,
#endif
{
const uint64_t v_size = svcntw();
const uint64_t v_size3 = v_size * 3;
const svbool_t pg_true = svptrue_b32();
const svbool_t pg_quad = svwhilelt_b32(0, 4);
const svbool_t pg_first = svwhilelt_b32(0, 1);
@@ -214,46 +216,40 @@ CNAME(BLASLONG M,
#ifndef B0
const svfloat32_t beta_vec = svdup_f32(beta);
#endif
const BLASLONG n8 = N & -8;
const BLASLONG n4 = N & -4;
const BLASLONG v_m3 = M - (M % v_size3);
const BLASLONG v_m1 = M & -v_size;

const int pack_b = M >= v_size3 && N >= 8 && K >= 8 ? 1 : 0;
const int pack_b = M >= v_size && N >= 8 && K >= 8 ? 1 : 0;
FLOAT* packed_b =
(pack_b) ? packed_b = (FLOAT*)malloc(K * 8 * sizeof(FLOAT)) : NULL;
(pack_b) ? packed_b = (FLOAT*)malloc(K * 4 * sizeof(FLOAT)) : NULL;

FLOAT* b_offset = B;
FLOAT* a_offset = A;
FLOAT* c_offset = C;

BLASLONG j = 0;
for (; j < n8; j += 8) {
for (; j < n4; j += 4) {

CREATE_C_POINTER(0, 0);
CREATE_C_POINTER(1, 1);
CREATE_C_POINTER(2, 2);
CREATE_C_POINTER(3, 3);
CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);

BLASLONG i = 0;
for (; i < v_m3; i += v_size3) {
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);
DECLARE_RESULT_VECTOR(1, 4);
DECLARE_RESULT_VECTOR(1, 5);
DECLARE_RESULT_VECTOR(1, 6);
DECLARE_RESULT_VECTOR(1, 7);
DECLARE_RESULT_VECTOR(2, 0);
DECLARE_RESULT_VECTOR(2, 1);
DECLARE_RESULT_VECTOR(2, 2);
DECLARE_RESULT_VECTOR(2, 3);
DECLARE_RESULT_VECTOR(2, 4);
DECLARE_RESULT_VECTOR(2, 5);
DECLARE_RESULT_VECTOR(2, 6);
DECLARE_RESULT_VECTOR(2, 7);

if (LIKELY(packed_b != NULL)) {
if (i == 0) {
@@ -266,30 +262,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
QUADWORD_PACK_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 7, 4, 3, 0);
}
} else {
for (; k < K; k++) {
@@ -300,29 +272,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_QUADWORD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 7, 4, 3, 0);
}
}
} else {
@@ -334,120 +283,27 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 7, 4, 3, 0);
}
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
VECTOR_STORE(pg_true, 0, 4);
VECTOR_STORE(pg_true, 0, 5);
VECTOR_STORE(pg_true, 0, 6);
VECTOR_STORE(pg_true, 0, 7);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
VECTOR_STORE(pg_true, 1, 4);
VECTOR_STORE(pg_true, 1, 5);
VECTOR_STORE(pg_true, 1, 6);
VECTOR_STORE(pg_true, 1, 7);
VECTOR_STORE(pg_true, 2, 0);
VECTOR_STORE(pg_true, 2, 1);
VECTOR_STORE(pg_true, 2, 2);
VECTOR_STORE(pg_true, 2, 3);
VECTOR_STORE(pg_true, 2, 4);
VECTOR_STORE(pg_true, 2, 5);
VECTOR_STORE(pg_true, 2, 6);
VECTOR_STORE(pg_true, 2, 7);
}
for (; i < v_m1; i += v_size) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);

if (LIKELY(packed_b != NULL)) {
for (; k < K; k++) {

UNPACK_QUADWORD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_QUADWORD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
} else {
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
VECTOR_STORE(pg_true, 0, 4);
VECTOR_STORE(pg_true, 0, 5);
VECTOR_STORE(pg_true, 0, 6);
VECTOR_STORE(pg_true, 0, 7);
INCR_C_POINTER(0, v_size);
INCR_C_POINTER(1, v_size);
INCR_C_POINTER(2, v_size);
INCR_C_POINTER(3, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);

if (LIKELY(packed_b != NULL)) {
for (; k < K; k++) {
@@ -458,11 +314,6 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_QUADWORD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
} else {
for (; k < K; k++) {
@@ -473,146 +324,33 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
VECTOR_STORE(pg_tail, 0, 4);
VECTOR_STORE(pg_tail, 0, 5);
VECTOR_STORE(pg_tail, 0, 6);
VECTOR_STORE(pg_tail, 0, 7);
INCR_C_POINTER(0, 0);
INCR_C_POINTER(1, 0);
INCR_C_POINTER(2, 0);
INCR_C_POINTER(3, 0);
}
}
for (; j < n4; j += 4) {

BLASLONG i = 0;
for (; i < v_m3; i += v_size3) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);
DECLARE_RESULT_VECTOR(2, 0);
DECLARE_RESULT_VECTOR(2, 1);
DECLARE_RESULT_VECTOR(2, 2);
DECLARE_RESULT_VECTOR(2, 3);

for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(2, 3, 0, 3, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 1, 1);
VECTOR_STORE(pg_true, 1, 2);
VECTOR_STORE(pg_true, 1, 3);
VECTOR_STORE(pg_true, 2, 0);
VECTOR_STORE(pg_true, 2, 1);
VECTOR_STORE(pg_true, 2, 2);
VECTOR_STORE(pg_true, 2, 3);
}
for (; i < v_m1; i += v_size) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);

for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);

for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_tail, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
}
UPDATE_B_POINTER(4);
RESET_A_POINTER();
UPDATE_C_POINTER(4);
}
for (; j < N; j++) {

BLASLONG i = 0;
for (; i < v_m3; i += v_size3) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(2, 0);
CREATE_C_POINTER(0, 0);
CREATE_B_POINTER(0, 0);

for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
VECTOR_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
VECTOR_LOAD_A(pg_true, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
VECTOR_LOAD_A(pg_true, 2, 0);
UPDATE_RESULT_VECTOR(pg_true, 2, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 1, 0);
VECTOR_STORE(pg_true, 2, 0);
}
BLASLONG i = 0;
for (; i < v_m1; i += v_size) {

CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(v_size);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

@@ -623,9 +361,12 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));
CREATE_A_POINTER(0, 0);
UPDATE_A_POINTER(0);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
@@ -637,11 +378,16 @@ CNAME(BLASLONG M,
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 0);
}

UPDATE_B_POINTER(1);
RESET_A_POINTER();
UPDATE_C_POINTER(1);
}

if (pack_b)
free(packed_b);

return 0;
}
}

+ 73
- 925
kernel/arm64/sgemm_small_kernel_tn_sve.c
File diff suppressed because it is too large
View File


+ 100
- 290
kernel/arm64/sgemm_small_kernel_tt_sve.c View File

@@ -46,15 +46,30 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
})
#endif

#define A_ELEMENT_K(m, offset_k) A[(i + (m)) * lda + (k + offset_k)]
#define RESET_A_POINTER() a_offset = A;

#define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale * lda;
#define UPDATE_A_POINTER(scale) a_offset = a_offset + scale * lda;
#define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k))
#define A_ELEMENT(m) A_ELEMENT_K(m, 0)

#define B_ELEMENT_K(n, offset_k) B[(k + offset_k) * ldb + (j + (n))]
#define RESET_B_POINTER() b_offset = B;

#define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale;
#define UPDATE_B_POINTER(scale) b_offset = b_offset + scale;
#define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k) * ldb)
#define B_ELEMENT(n) B_ELEMENT_K(n, 0)

#define C_ELEMENT(m, n) C[(i + (m)) + (j + (n)) * ldc]
#define CREATE_C_POINTER(m, scale) FLOAT* c_offset##m = c_offset + scale;
#define INCR_C_POINTER(m, incr) // c_offset ## m += incr * ldc;
#define UPDATE_C_POINTER(scale) c_offset += scale;
#define C_ELEMENT(m, n) \
*(c_offset##m + ((j + n) * ldc)) // C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(m, offset_k) packed_a[(k + offset_k) * v_size2 + m]
// #undef C_ELEMENT
// #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]

#define PACK_ELEMENT_K(m, offset_k) packed_a[(k + offset_k) * v_size + m]
#define PACK_ELEMENT(m) PACK_ELEMENT_K(m, 0)

// ASIMD
@@ -106,22 +121,23 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
svfloat32_t a##s##m##_k##offset_k = svdup_f32(A_ELEMENT_K(m, offset_k));
#define BROADCAST_LOAD_B(n, offset_k) \
svfloat32_t b##s##n##_k##offset_k = svdup_f32(B_ELEMENT_K(n, offset_k));

#define VECTOR_LOAD_A(pg, m, offset_k) \
svfloat32_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
#define QUADWORD_LOAD_B(n, offset_k) \
svfloat32_t b##s##n##_k##offset_k = \
svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
#define GATHER_LOAD_A(pg, offset_m, m, offset_k) \
#define GATHER_LOAD_A(pg, m, offset_k) \
svfloat32_t a##s##m##_k##offset_k = \
svld1_gather_index(pg, &A_ELEMENT_K(offset_m, offset_k), lda_vec);
svld1_gather_index(pg, &A_ELEMENT_K(m, offset_k), lda_vec);
#define PACK_A(m, offset_k) \
svst1(pg_first, &PACK_ELEMENT_K(m, offset_k), a##s##m##_k##offset_k);
#define VECTOR_PACK_A(offset_m, m, offset_k) \
#define VECTOR_PACK_A(m, offset_k) \
svst1(pg_true, &PACK_ELEMENT_K(m* v_size, offset_k), a##s##m##_k##offset_k);
#define QUADWORD_PACK_A(m, offset_k) \
svst1(pg_quad, &PACK_ELEMENT_K(m, offset_k), a##s##m##_k##offset_k);
#define UNPACK_VECTOR_A(offset_m, m, offset_k) \
#define UNPACK_VECTOR_A(m, offset_k) \
svfloat32_t a##s##m##_k##offset_k = \
svld1(pg_true, &PACK_ELEMENT_K(offset_m, offset_k));
svld1(pg_true, &PACK_ELEMENT_K(m * v_size, offset_k));
#define UNPACK_BROADCAST_A(m, offset_k) \
svfloat32_t a##s##m##_k##offset_k = svdup_f32(PACK_ELEMENT_K(m, offset_k));
#define UNPACK_QUADWORD_A(m, offset_k) \
@@ -134,28 +150,25 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
result##m##n = svmla_lane( \
result##m##n, a##s##m##_k##offset_k, b##s##outer##_k##offset_k, lane);
#ifdef B0
#define VECTOR_STORE(pg, offset_m, m, n) \
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1(pg, &C_ELEMENT(offset_m, n), result##m##n);
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u32(0LL, ldc), result##m##n);
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#else
#define VECTOR_STORE(pg, offset_m, m, n) \
#define VECTOR_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = \
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(offset_m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(offset_m, n), result##m##n);
svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
svst1(pg, &C_ELEMENT(m, n), result##m##n);
#define SCATTER_STORE(pg, m, n) \
result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
result##m##n = svmla_m( \
pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(v_size * m, n), svindex_u32(0LL, ldc)), \
beta_vec); \
svst1_scatter_index( \
pg, &C_ELEMENT(v_size* m, n), svindex_u32(0LL, ldc), result##m##n);
result##m##n = svmla_m(pg, \
result##m##n, \
svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
beta_vec); \
svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
#endif

#ifndef LIKELY
@@ -165,13 +178,6 @@ THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
#define LIKELY(x) (x)
#endif
#endif
#ifndef UNLIKELY
#ifdef __GNUC__
#define UNLIKELY(x) __builtin_expect(!!(x), 0)
#else
#define UNLIKELY(x) (x)
#endif
#endif

#ifdef B0
int
@@ -201,337 +207,132 @@ CNAME(BLASLONG M,
#endif
{
const uint64_t v_size = svcntw();
const uint64_t v_size2 = v_size * 2;
const svbool_t pg_true = svptrue_b32();
const svbool_t pg_quad = svwhilelt_b32(0, 4);
const svbool_t pg_first = svwhilelt_b32(0, 1);
const svfloat32_t alpha_vec = svdup_f32(alpha);
#ifndef B0
const svfloat32_t beta_vec = svdup_f32(beta);
#endif
const svuint32_t lda_vec = svindex_u32(0LL, lda);

const BLASLONG v_m2 = M & -v_size2;
const BLASLONG v_m1 = M & -v_size;
const BLASLONG n8 = N & -8;
const BLASLONG n4 = N & -4;

const int pack_a = M >= v_size2 && N >= 8 && K >= 8 ? 1 : 0;
const int pack_a = M >= v_size && N >= 8 && K >= 8 ? 1 : 0;
FLOAT* packed_a =
(pack_a) ? packed_a = (FLOAT*)malloc(K * 2 * v_size * sizeof(FLOAT)) : NULL;
(pack_a) ? packed_a = (FLOAT*)malloc(K * v_size * sizeof(FLOAT)) : NULL;

FLOAT* a_offset = A;
FLOAT* b_offset = B;
FLOAT* c_offset = C;

BLASLONG i = 0;
for (; i < v_m2; i += v_size2) {
for (; i < v_m1; i += v_size) {

CREATE_C_POINTER(0, 0);
CREATE_A_POINTER(0, 0);

BLASLONG j = 0;
for (; j < n8; j += 8) {
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);
DECLARE_RESULT_VECTOR(1, 4);
DECLARE_RESULT_VECTOR(1, 5);
DECLARE_RESULT_VECTOR(1, 6);
DECLARE_RESULT_VECTOR(1, 7);

if (LIKELY(packed_a != NULL)) {
if (j == 0) {
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
VECTOR_PACK_A(0, 0, 0);
GATHER_LOAD_A(pg_true, 0, 0);
VECTOR_PACK_A(0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
GATHER_LOAD_A(pg_true, v_size, 1, 0);
VECTOR_PACK_A(v_size, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
}
} else {
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
UNPACK_VECTOR_A(0, 0, 0);
UNPACK_VECTOR_A(0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
UNPACK_VECTOR_A(v_size, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
}
}
} else {
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
GATHER_LOAD_A(pg_true, v_size, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 7, 4, 3, 0);
}
}
VECTOR_STORE(pg_true, 0, 0, 0);
VECTOR_STORE(pg_true, 0, 0, 1);
VECTOR_STORE(pg_true, 0, 0, 2);
VECTOR_STORE(pg_true, 0, 0, 3);
VECTOR_STORE(pg_true, 0, 0, 4);
VECTOR_STORE(pg_true, 0, 0, 5);
VECTOR_STORE(pg_true, 0, 0, 6);
VECTOR_STORE(pg_true, 0, 0, 7);
VECTOR_STORE(pg_true, v_size, 1, 0);
VECTOR_STORE(pg_true, v_size, 1, 1);
VECTOR_STORE(pg_true, v_size, 1, 2);
VECTOR_STORE(pg_true, v_size, 1, 3);
VECTOR_STORE(pg_true, v_size, 1, 4);
VECTOR_STORE(pg_true, v_size, 1, 5);
VECTOR_STORE(pg_true, v_size, 1, 6);
VECTOR_STORE(pg_true, v_size, 1, 7);
}
for (; j < n4; j += 4) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(1, 0);
DECLARE_RESULT_VECTOR(1, 1);
DECLARE_RESULT_VECTOR(1, 2);
DECLARE_RESULT_VECTOR(1, 3);

if (LIKELY(packed_a != NULL)) {
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
UNPACK_VECTOR_A(0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
UNPACK_VECTOR_A(v_size, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
}
} else {
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
GATHER_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
GATHER_LOAD_A(pg_true, v_size, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 0, 3, 0);
}
}
VECTOR_STORE(pg_true, 0, 0, 0);
VECTOR_STORE(pg_true, 0, 0, 1);
VECTOR_STORE(pg_true, 0, 0, 2);
VECTOR_STORE(pg_true, 0, 0, 3);
VECTOR_STORE(pg_true, v_size, 1, 0);
VECTOR_STORE(pg_true, v_size, 1, 1);
VECTOR_STORE(pg_true, v_size, 1, 2);
VECTOR_STORE(pg_true, v_size, 1, 3);
VECTOR_STORE(pg_true, 0, 0);
VECTOR_STORE(pg_true, 0, 1);
VECTOR_STORE(pg_true, 0, 2);
VECTOR_STORE(pg_true, 0, 3);
INCR_C_POINTER(0, 4);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(1, 0);

if (LIKELY(packed_a != NULL)) {
for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
UNPACK_VECTOR_A(0, 0, 0);
UNPACK_VECTOR_A(0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
UNPACK_VECTOR_A(v_size, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
}
} else {
for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
GATHER_LOAD_A(pg_true, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
GATHER_LOAD_A(pg_true, v_size, 1, 0);
UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
}
}
VECTOR_STORE(pg_true, 0, 0, 0);
VECTOR_STORE(pg_true, v_size, 1, 0);
VECTOR_STORE(pg_true, 0, 0);
INCR_C_POINTER(0, 1);
}
}
for (; i < v_m1; i += v_size) {

BLASLONG j = 0;
for (; j < n8; j += 8) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);

for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
VECTOR_STORE(pg_true, 0, 0, 0);
VECTOR_STORE(pg_true, 0, 0, 1);
VECTOR_STORE(pg_true, 0, 0, 2);
VECTOR_STORE(pg_true, 0, 0, 3);
VECTOR_STORE(pg_true, 0, 0, 4);
VECTOR_STORE(pg_true, 0, 0, 5);
VECTOR_STORE(pg_true, 0, 0, 6);
VECTOR_STORE(pg_true, 0, 0, 7);
}
for (; j < n4; j += 4) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);

for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
}
VECTOR_STORE(pg_true, 0, 0, 0);
VECTOR_STORE(pg_true, 0, 0, 1);
VECTOR_STORE(pg_true, 0, 0, 2);
VECTOR_STORE(pg_true, 0, 0, 3);
}
for (; j < N; j++) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
GATHER_LOAD_A(pg_true, 0, 0, 0);
UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
}
VECTOR_STORE(pg_true, 0, 0, 0);
}
UPDATE_A_POINTER(v_size);
RESET_B_POINTER();
UPDATE_C_POINTER(v_size);
}
for (; i < M; i += v_size) {
const svbool_t pg_tail = svwhilelt_b32((uint32_t)i, (uint32_t)(M));
CREATE_C_POINTER(0, 0);
CREATE_A_POINTER(0, 0);

BLASLONG j = 0;
for (; j < n8; j += 8) {

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
DECLARE_RESULT_VECTOR(0, 2);
DECLARE_RESULT_VECTOR(0, 3);
DECLARE_RESULT_VECTOR(0, 4);
DECLARE_RESULT_VECTOR(0, 5);
DECLARE_RESULT_VECTOR(0, 6);
DECLARE_RESULT_VECTOR(0, 7);

for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_tail, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
QUADWORD_LOAD_B(4, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 4, 4, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 5, 4, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 6, 4, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 7, 4, 3, 0);
}
VECTOR_STORE(pg_tail, 0, 0, 0);
VECTOR_STORE(pg_tail, 0, 0, 1);
VECTOR_STORE(pg_tail, 0, 0, 2);
VECTOR_STORE(pg_tail, 0, 0, 3);
VECTOR_STORE(pg_tail, 0, 0, 4);
VECTOR_STORE(pg_tail, 0, 0, 5);
VECTOR_STORE(pg_tail, 0, 0, 6);
VECTOR_STORE(pg_tail, 0, 0, 7);
}
for (; j < n4; j += 4) {

CREATE_B_POINTER(0, 0);
CREATE_B_POINTER(1, 1);
CREATE_B_POINTER(2, 2);
CREATE_B_POINTER(3, 3);
UPDATE_B_POINTER(4);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);
DECLARE_RESULT_VECTOR(0, 1);
@@ -541,34 +342,43 @@ CNAME(BLASLONG M,
for (; k < K; k++) {

QUADWORD_LOAD_B(0, 0);
GATHER_LOAD_A(pg_tail, 0, 0, 0);
GATHER_LOAD_A(pg_tail, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 0, 2, 0);
UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 0, 3, 0);
}
VECTOR_STORE(pg_tail, 0, 0, 0);
VECTOR_STORE(pg_tail, 0, 0, 1);
VECTOR_STORE(pg_tail, 0, 0, 2);
VECTOR_STORE(pg_tail, 0, 0, 3);
VECTOR_STORE(pg_tail, 0, 0);
VECTOR_STORE(pg_tail, 0, 1);
VECTOR_STORE(pg_tail, 0, 2);
VECTOR_STORE(pg_tail, 0, 3);
INCR_C_POINTER(0, 4);
}
for (; j < N; j++) {

CREATE_B_POINTER(0, 0);
UPDATE_B_POINTER(1);

BLASLONG k = 0;
DECLARE_RESULT_VECTOR(0, 0);

for (; k < K; k++) {

BROADCAST_LOAD_B(0, 0);
GATHER_LOAD_A(pg_tail, 0, 0, 0);
GATHER_LOAD_A(pg_tail, 0, 0);
UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
}
VECTOR_STORE(pg_tail, 0, 0, 0);
VECTOR_STORE(pg_tail, 0, 0);
INCR_C_POINTER(0, 1);
}

UPDATE_A_POINTER(0);
RESET_B_POINTER();
UPDATE_C_POINTER(0);
}

if (pack_a)
free(packed_a);

return 0;
}
}

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