| @@ -57,10 +57,30 @@ USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. | |||
| #define LOAD_KB_512(M, N) __m512 Bval##N = _mm512_loadu_ps(&B[(j + N)*ldb + k]) | |||
| #define MASK_LOAD_KA_512(M, N) __m512 Aval##M = _mm512_maskz_loadu_ps(mask, &mbuf[(mi + M)*K + k]) | |||
| #define MASK_LOAD_KB_512(M, N) __m512 Bval##N = _mm512_maskz_loadu_ps(mask, &B[(j + N)*ldb + k]) | |||
| #define REDUCE_M4(N) \ | |||
| __m512 r0, r1, r2, r3, t0, t1, t2, t3;\ | |||
| r0 = _mm512_unpacklo_ps(result0##N, result1##N); r1 = _mm512_unpackhi_ps(result0##N, result1##N); \ | |||
| r2 = _mm512_unpacklo_ps(result2##N, result3##N); r3 = _mm512_unpackhi_ps(result2##N, result3##N); \ | |||
| t0 = _mm512_shuffle_ps(r0, r2, _MM_SHUFFLE(1, 0, 1, 0)); t1 = _mm512_shuffle_ps(r0, r2, _MM_SHUFFLE(3, 2, 3, 2)); \ | |||
| t2 = _mm512_shuffle_ps(r1, r3, _MM_SHUFFLE(1, 0, 1, 0)); t3 = _mm512_shuffle_ps(r1, r3, _MM_SHUFFLE(3, 2, 3, 2)); \ | |||
| r0 = _mm512_add_ps(t0, t1); r1 = _mm512_add_ps(t2, t3); t0 = _mm512_add_ps(r0, r1); \ | |||
| __m128 s0, s1, s2, s3; \ | |||
| s0 = _mm512_extractf32x4_ps(t0, 0); s1 = _mm512_extractf32x4_ps(t0, 1); s2 = _mm512_extractf32x4_ps(t0, 2); s3 = _mm512_extractf32x4_ps(t0, 3); \ | |||
| s0 = _mm_maskz_add_ps(mask8, s0, s1); s2 = _mm_maskz_add_ps(mask8, s2, s3); s0 = _mm_maskz_add_ps(mask8, s0, s2); \ | |||
| s0 = _mm_maskz_mul_ps(mask8, alpha_128, s0); | |||
| #if defined(B0) | |||
| #define STORE_REDUCE(M, N) C[(j+N)*ldc + i + M] = alpha * _mm512_reduce_add_ps(result##M##N); | |||
| #define STORE_REDUCE_M4(N) {\ | |||
| REDUCE_M4(N) \ | |||
| _mm_mask_storeu_ps(&C[(j + N)*ldc + i], mask8, s0); \ | |||
| } | |||
| #else | |||
| #define STORE_REDUCE(M, N) C[(j+N)*ldc + i + M] = alpha * _mm512_reduce_add_ps(result##M##N) + beta * C[(j+N)*ldc + i + M]; | |||
| #define STORE_REDUCE_M4(N) {\ | |||
| REDUCE_M4(N) \ | |||
| asm("vfmadd231ps (%1), %2, %0": "+v"(s0):"r"(&C[(j + N)*ldc + i]), "v"(beta_128)); \ | |||
| _mm_mask_storeu_ps(&C[(j + N)*ldc + i], mask8, s0); \ | |||
| } | |||
| #endif | |||
| #if defined(B0) | |||
| @@ -75,14 +95,12 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| BLASLONG m64 = M & ~63; | |||
| BLASLONG m32 = M & ~31; | |||
| BLASLONG m16 = M & ~15; | |||
| BLASLONG m8 = M & ~7; | |||
| BLASLONG m4 = M & ~3; | |||
| BLASLONG m2 = M & ~1; | |||
| BLASLONG n4 = N & ~3; | |||
| BLASLONG n2 = N & ~1; | |||
| __mmask8 mask = 0xff; // just use to avoid SSE instruction | |||
| __m512 alpha_512 = _mm512_broadcastss_ps(_mm_load_ss(&alpha)); | |||
| #if !defined(B0) | |||
| @@ -220,8 +238,10 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| STORE_512(0, 0); | |||
| } | |||
| } | |||
| if (M - i > 8) { | |||
| register __mmask16 mask asm("k1") = (1UL << (M - i)) - 1; | |||
| int mm = M - i; | |||
| if (!mm) return 0; | |||
| if (mm > 8 || K < 32) { | |||
| register __mmask16 mask asm("k1") = (1UL << mm) - 1; | |||
| for (j = 0; j < n4; j += 4) { | |||
| DECLARE_RESULT_512(0, 0); | |||
| DECLARE_RESULT_512(0, 1); | |||
| @@ -263,10 +283,20 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| } | |||
| MASK_STORE_512(0, 0); | |||
| } | |||
| return; | |||
| } | |||
| int mm = M - i; | |||
| if (mm) { | |||
| } else { | |||
| /* M => [1, 8] | |||
| * | |||
| * This kernel use dot-like style to calc a value - C(x, y): | |||
| * C(x, y) = A(x, 0)*B(0, y) + A(x, 1)*B(1, y) +....+ A(x, K)*B(K, y) | |||
| * | |||
| * Alloc a buf to copy rest of A as row major, | |||
| * so memory access from 0 to K is continuous for both A & B. | |||
| * | |||
| * Loading to zmm and FMA 16 of k at one loop, | |||
| * finally reduce_add zmm to a single float result in C(x, y). | |||
| * | |||
| * Note: performance is bad when K is small. | |||
| */ | |||
| FLOAT *mbuf = (FLOAT *) malloc(sizeof(FLOAT)*mm*K); | |||
| __mmask8 mask8 = (1UL << mm) - 1; | |||
| __mmask16 mask; | |||
| @@ -328,6 +358,11 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| } | |||
| } | |||
| int mi = 0; | |||
| mask8 = 0xff; // just use to avoid SSE instruction | |||
| __m128 alpha_128 = _mm_broadcast_ss(&alpha); | |||
| #if !defined(B0) | |||
| __m128 beta_128 = _mm_broadcast_ss(&beta); | |||
| #endif | |||
| for (; i < m4; i += 4, mi += 4) { | |||
| for (j = 0; j < n4; j += 4) { | |||
| DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0); | |||
| @@ -354,10 +389,7 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| MATMUL_512(0, 2); MATMUL_512(1, 2); MATMUL_512(2, 2); MATMUL_512(3, 2); | |||
| MATMUL_512(0, 3); MATMUL_512(1, 3); MATMUL_512(2, 3); MATMUL_512(3, 3); | |||
| } | |||
| STORE_REDUCE(0, 0); STORE_REDUCE(1, 0); STORE_REDUCE(2, 0); STORE_REDUCE(3, 0); | |||
| STORE_REDUCE(0, 1); STORE_REDUCE(1, 1); STORE_REDUCE(2, 1); STORE_REDUCE(3, 1); | |||
| STORE_REDUCE(0, 2); STORE_REDUCE(1, 2); STORE_REDUCE(2, 2); STORE_REDUCE(3, 2); | |||
| STORE_REDUCE(0, 3); STORE_REDUCE(1, 3); STORE_REDUCE(2, 3); STORE_REDUCE(3, 3); | |||
| STORE_REDUCE_M4(0); STORE_REDUCE_M4(1); STORE_REDUCE_M4(2); STORE_REDUCE_M4(3); | |||
| } | |||
| for (; j < n2; j += 2) { | |||
| DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0); | |||
| @@ -378,9 +410,7 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0); | |||
| MATMUL_512(0, 1); MATMUL_512(1, 1); MATMUL_512(2, 1); MATMUL_512(3, 1); | |||
| } | |||
| STORE_REDUCE(0, 0); STORE_REDUCE(1, 0); STORE_REDUCE(2, 0); STORE_REDUCE(3, 0); | |||
| STORE_REDUCE(0, 1); STORE_REDUCE(1, 1); STORE_REDUCE(2, 1); STORE_REDUCE(3, 1); | |||
| STORE_REDUCE_M4(0); STORE_REDUCE_M4(1); | |||
| } | |||
| for (; j < N; j += 1) { | |||
| DECLARE_RESULT_512(0, 0); DECLARE_RESULT_512(1, 0); DECLARE_RESULT_512(2, 0); DECLARE_RESULT_512(3, 0); | |||
| @@ -398,7 +428,7 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| MATMUL_512(0, 0); MATMUL_512(1, 0); MATMUL_512(2, 0); MATMUL_512(3, 0); | |||
| } | |||
| STORE_REDUCE(0, 0); STORE_REDUCE(1, 0); STORE_REDUCE(2, 0); STORE_REDUCE(3, 0); | |||
| STORE_REDUCE_M4(0); | |||
| } | |||
| } | |||
| @@ -550,6 +580,6 @@ int CNAME(BLASLONG M, BLASLONG N, BLASLONG K, FLOAT * A, BLASLONG lda, FLOAT alp | |||
| } | |||
| } | |||
| free(mbuf); | |||
| return; | |||
| } | |||
| return 0; | |||
| } | |||