| @@ -43,6 +43,26 @@ FLOAT CNAME(BLASLONG n, FLOAT *x, BLASLONG inc_x) | |||
| if (inc_x == 1) | |||
| { | |||
| #if V_SIMD | |||
| #ifdef DOUBLE | |||
| const int vstep = v_nlanes_f64; | |||
| const int unrollx2 = n & (-vstep * 2); | |||
| const int unrollx = n & -vstep; | |||
| v_f64 vsum0 = v_zero_f64(); | |||
| v_f64 vsum1 = v_zero_f64(); | |||
| while (i < unrollx2) | |||
| { | |||
| vsum0 = v_add_f64(vsum0, v_loadu_f64(x)); | |||
| vsum1 = v_add_f64(vsum1, v_loadu_f64(x + vstep)); | |||
| i += vstep * 2; | |||
| } | |||
| vsum0 = v_add_f64(vsum0, vsum1); | |||
| while (i < unrollx) | |||
| { | |||
| vsum0 = v_add_f64(vsum0, v_loadu_f64(x + i)); | |||
| i += vstep; | |||
| } | |||
| sumf = v_sum_f64(vsum0); | |||
| #else | |||
| const int vstep = v_nlanes_f32; | |||
| const int unrollx4 = n & (-vstep * 4); | |||
| const int unrollx = n & -vstep; | |||
| @@ -66,6 +86,7 @@ FLOAT CNAME(BLASLONG n, FLOAT *x, BLASLONG inc_x) | |||
| i += vstep; | |||
| } | |||
| sumf = v_sum_f32(vsum0); | |||
| #endif | |||
| #else | |||
| int n1 = n & -4; | |||
| for (; i < n1; i += 4) | |||
| @@ -4,20 +4,27 @@ | |||
| * Data Type | |||
| ***************************/ | |||
| typedef __m256 v_f32; | |||
| typedef __m256d v_f64; | |||
| #define v_nlanes_f32 8 | |||
| #define v_nlanes_f64 4 | |||
| /*************************** | |||
| * Arithmetic | |||
| ***************************/ | |||
| #define v_add_f32 _mm256_add_ps | |||
| #define v_add_f64 _mm256_add_pd | |||
| #define v_mul_f32 _mm256_mul_ps | |||
| #define v_mul_f64 _mm256_mul_pd | |||
| #ifdef HAVE_FMA3 | |||
| // multiply and add, a*b + c | |||
| #define v_muladd_f32 _mm256_fmadd_ps | |||
| #define v_muladd_f64 _mm256_fmadd_pd | |||
| #else | |||
| // multiply and add, a*b + c | |||
| BLAS_FINLINE v_f32 v_muladd_f32(v_f32 a, v_f32 b, v_f32 c) | |||
| { return v_add_f32(v_mul_f32(a, b), c); } | |||
| BLAS_FINLINE v_f64 v_muladd_f64(v_f64 a, v_f64 b, v_f64 c) | |||
| { return v_add_f64(v_mul_f64(a, b), c); } | |||
| #endif // !HAVE_FMA3 | |||
| // Horizontal add: Calculates the sum of all vector elements. | |||
| @@ -31,11 +38,23 @@ BLAS_FINLINE float v_sum_f32(__m256 a) | |||
| return _mm_cvtss_f32(sum); | |||
| } | |||
| BLAS_FINLINE double v_sum_f64(__m256d a) | |||
| { | |||
| __m256d sum_halves = _mm256_hadd_pd(a, a); | |||
| __m128d lo = _mm256_castpd256_pd128(sum_halves); | |||
| __m128d hi = _mm256_extractf128_pd(sum_halves, 1); | |||
| __m128d sum = _mm_add_pd(lo, hi); | |||
| return _mm_cvtsd_f64(sum); | |||
| } | |||
| /*************************** | |||
| * memory | |||
| ***************************/ | |||
| // unaligned load | |||
| #define v_loadu_f32 _mm256_loadu_ps | |||
| #define v_loadu_f64 _mm256_loadu_pd | |||
| #define v_storeu_f32 _mm256_storeu_ps | |||
| #define v_storeu_f64 _mm256_storeu_pd | |||
| #define v_setall_f32(VAL) _mm256_set1_ps(VAL) | |||
| #define v_zero_f32 _mm256_setzero_ps | |||
| #define v_setall_f64(VAL) _mm256_set1_pd(VAL) | |||
| #define v_zero_f32 _mm256_setzero_ps | |||
| #define v_zero_f64 _mm256_setzero_pd | |||
| @@ -4,15 +4,19 @@ | |||
| * Data Type | |||
| ***************************/ | |||
| typedef __m512 v_f32; | |||
| typedef __m512d v_f64; | |||
| #define v_nlanes_f32 16 | |||
| #define v_nlanes_f64 8 | |||
| /*************************** | |||
| * Arithmetic | |||
| ***************************/ | |||
| #define v_add_f32 _mm512_add_ps | |||
| #define v_add_f64 _mm512_add_pd | |||
| #define v_mul_f32 _mm512_mul_ps | |||
| #define v_mul_f64 _mm512_mul_pd | |||
| // multiply and add, a*b + c | |||
| #define v_muladd_f32 _mm512_fmadd_ps | |||
| #define v_muladd_f64 _mm512_fmadd_pd | |||
| BLAS_FINLINE float v_sum_f32(v_f32 a) | |||
| { | |||
| __m512 h64 = _mm512_shuffle_f32x4(a, a, _MM_SHUFFLE(3, 2, 3, 2)); | |||
| @@ -25,11 +29,26 @@ BLAS_FINLINE float v_sum_f32(v_f32 a) | |||
| __m512 sum4 = _mm512_add_ps(sum8, h4); | |||
| return _mm_cvtss_f32(_mm512_castps512_ps128(sum4)); | |||
| } | |||
| BLAS_FINLINE double v_sum_f64(v_f64 a) | |||
| { | |||
| __m512d h64 = _mm512_shuffle_f64x2(a, a, _MM_SHUFFLE(3, 2, 3, 2)); | |||
| __m512d sum32 = _mm512_add_pd(a, h64); | |||
| __m512d h32 = _mm512_permutex_pd(sum32, _MM_SHUFFLE(1, 0, 3, 2)); | |||
| __m512d sum16 = _mm512_add_pd(sum32, h32); | |||
| __m512d h16 = _mm512_permute_pd(sum16, _MM_SHUFFLE(2, 3, 0, 1)); | |||
| __m512d sum8 = _mm512_add_pd(sum16, h16); | |||
| return _mm_cvtsd_f64(_mm512_castpd512_pd128(sum8)); | |||
| } | |||
| /*************************** | |||
| * memory | |||
| ***************************/ | |||
| // unaligned load | |||
| #define v_loadu_f32(PTR) _mm512_loadu_ps((const __m512*)(PTR)) | |||
| #define v_loadu_f64(PTR) _mm512_loadu_pd((const __m512*)(PTR)) | |||
| #define v_storeu_f32 _mm512_storeu_ps | |||
| #define v_storeu_f64 _mm512_storeu_pd | |||
| #define v_setall_f32(VAL) _mm512_set1_ps(VAL) | |||
| #define v_setall_f64(VAL) _mm512_set1_pd(VAL) | |||
| #define v_zero_f32 _mm512_setzero_ps | |||
| #define v_zero_f64 _mm512_setzero_pd | |||
| @@ -8,12 +8,18 @@ | |||
| * Data Type | |||
| ***************************/ | |||
| typedef float32x4_t v_f32; | |||
| #if NPY_SIMD_F64 | |||
| typedef float64x2_t v_f64; | |||
| #endif | |||
| #define v_nlanes_f32 4 | |||
| #define v_nlanes_f64 2 | |||
| /*************************** | |||
| * Arithmetic | |||
| ***************************/ | |||
| #define v_add_f32 vaddq_f32 | |||
| #define v_add_f64 vaddq_f64 | |||
| #define v_mul_f32 vmulq_f32 | |||
| #define v_mul_f64 vmulq_f64 | |||
| // FUSED F32 | |||
| #ifdef HAVE_VFPV4 // FMA | |||
| @@ -26,12 +32,26 @@ typedef float32x4_t v_f32; | |||
| { return vmlaq_f32(c, a, b); } | |||
| #endif | |||
| // FUSED F64 | |||
| #if NPY_SIMD_F64 | |||
| BLAS_FINLINE v_f64 v_muladd_f64(v_f64 a, v_f64 b, v_f64 c) | |||
| { return vfmaq_f64(c, a, b); } | |||
| #endif | |||
| // Horizontal add: Calculates the sum of all vector elements. | |||
| BLAS_FINLINE float v_sum_f32(float32x4_t a) | |||
| { | |||
| float32x2_t r = vadd_f32(vget_high_f32(a), vget_low_f32(a)); | |||
| return vget_lane_f32(vpadd_f32(r, r), 0); | |||
| } | |||
| #if NPY_SIMD_F64 | |||
| BLAS_FINLINE double v_sum_f64(float64x2_t a) | |||
| { | |||
| return vget_lane_f64(vget_low_f64(a) + vget_high_f64(a), 0); | |||
| } | |||
| #endif | |||
| /*************************** | |||
| * memory | |||
| ***************************/ | |||
| @@ -39,4 +59,10 @@ BLAS_FINLINE float v_sum_f32(float32x4_t a) | |||
| #define v_loadu_f32(a) vld1q_f32((const float*)a) | |||
| #define v_storeu_f32 vst1q_f32 | |||
| #define v_setall_f32(VAL) vdupq_n_f32(VAL) | |||
| #define v_zero_f32() vdupq_n_f32(0.0f) | |||
| #define v_zero_f32() vdupq_n_f32(0.0f) | |||
| #if NPY_SIMD_F64 | |||
| #define v_loadu_f64(a) vld1q_f64((const double*)a) | |||
| #define v_storeu_f64 vst1q_f64 | |||
| #define v_setall_f64 vdupq_n_f64 | |||
| #define v_zero_f64() vdupq_n_f64(0.0) | |||
| #endif | |||
| @@ -4,22 +4,30 @@ | |||
| * Data Type | |||
| ***************************/ | |||
| typedef __m128 v_f32; | |||
| typedef __m128d v_f64; | |||
| #define v_nlanes_f32 4 | |||
| #define v_nlanes_f64 2 | |||
| /*************************** | |||
| * Arithmetic | |||
| ***************************/ | |||
| #define v_add_f32 _mm_add_ps | |||
| #define v_add_f64 _mm_add_pd | |||
| #define v_mul_f32 _mm_mul_ps | |||
| #define v_mul_f64 _mm_mul_pd | |||
| #ifdef HAVE_FMA3 | |||
| // multiply and add, a*b + c | |||
| #define v_muladd_f32 _mm_fmadd_ps | |||
| #define v_muladd_f64 _mm_fmadd_pd | |||
| #elif defined(HAVE_FMA4) | |||
| // multiply and add, a*b + c | |||
| #define v_muladd_f32 _mm_macc_ps | |||
| #define v_muladd_f64 _mm_macc_pd | |||
| #else | |||
| // multiply and add, a*b + c | |||
| BLAS_FINLINE v_f32 v_muladd_f32(v_f32 a, v_f32 b, v_f32 c) | |||
| { return v_add_f32(v_mul_f32(a, b), c); } | |||
| BLAS_FINLINE v_f64 v_muladd_f64(v_f64 a, v_f64 b, v_f64 c) | |||
| { return v_add_f64(v_mul_f64(a, b), c); } | |||
| #endif // HAVE_FMA3 | |||
| // Horizontal add: Calculates the sum of all vector elements. | |||
| @@ -36,11 +44,24 @@ BLAS_FINLINE float v_sum_f32(__m128 a) | |||
| return _mm_cvtss_f32(t4); | |||
| #endif | |||
| } | |||
| BLAS_FINLINE double v_sum_f64(__m128d a) | |||
| { | |||
| #ifdef HAVE_SSE3 | |||
| return _mm_cvtsd_f64(_mm_hadd_pd(a, a)); | |||
| #else | |||
| return _mm_cvtsd_f64(_mm_add_pd(a, _mm_unpackhi_pd(a, a))); | |||
| #endif | |||
| } | |||
| /*************************** | |||
| * memory | |||
| ***************************/ | |||
| // unaligned load | |||
| #define v_loadu_f32 _mm_loadu_ps | |||
| #define v_loadu_f64 _mm_loadu_pd | |||
| #define v_storeu_f32 _mm_storeu_ps | |||
| #define v_storeu_f64 _mm_storeu_pd | |||
| #define v_setall_f32(VAL) _mm_set1_ps(VAL) | |||
| #define v_zero_f32 _mm_setzero_ps | |||
| #define v_setall_f64(VAL) _mm_set1_pd(VAL) | |||
| #define v_zero_f32 _mm_setzero_ps | |||
| #define v_zero_f64 _mm_setzero_pd | |||
| @@ -53,6 +53,15 @@ static void daxpy_kernel_8(BLASLONG n, FLOAT *x, FLOAT *y, FLOAT *alpha) | |||
| BLASLONG register i = 0; | |||
| FLOAT a = *alpha; | |||
| #if V_SIMD | |||
| #ifdef DOUBLE | |||
| v_f64 __alpha, tmp; | |||
| __alpha = v_setall_f64(*alpha); | |||
| const int vstep = v_nlanes_f64; | |||
| for (; i < n; i += vstep) { | |||
| tmp = v_muladd_f64(__alpha, v_loadu_f64( x + i ), v_loadu_f64(y + i)); | |||
| v_storeu_f64(y + i, tmp); | |||
| } | |||
| #else | |||
| v_f32 __alpha, tmp; | |||
| __alpha = v_setall_f32(*alpha); | |||
| const int vstep = v_nlanes_f32; | |||
| @@ -60,6 +69,7 @@ static void daxpy_kernel_8(BLASLONG n, FLOAT *x, FLOAT *y, FLOAT *alpha) | |||
| tmp = v_muladd_f32(__alpha, v_loadu_f32( x + i ), v_loadu_f32(y + i)); | |||
| v_storeu_f32(y + i, tmp); | |||
| } | |||
| #endif | |||
| #else | |||
| while(i < n) | |||
| { | |||