#ifndef FILE_NGSIMD #define FILE_NGSIMD /**************************************************************************/ /* File: ngsimd.hpp */ /* Author: Joachim Schoeberl */ /* Date: 25. Mar. 16 */ /**************************************************************************/ #include #include #include #include #include #include #include #ifdef WIN32 #ifndef AVX_OPERATORS_DEFINED #define AVX_OPERATORS_DEFINED NG_INLINE __m128d operator- (__m128d a) { return _mm_xor_pd(a, _mm_set1_pd(-0.0)); } NG_INLINE __m128d operator+ (__m128d a, __m128d b) { return _mm_add_pd(a,b); } NG_INLINE __m128d operator- (__m128d a, __m128d b) { return _mm_sub_pd(a,b); } NG_INLINE __m128d operator* (__m128d a, __m128d b) { return _mm_mul_pd(a,b); } NG_INLINE __m128d operator/ (__m128d a, __m128d b) { return _mm_div_pd(a,b); } NG_INLINE __m128d operator* (double a, __m128d b) { return _mm_set1_pd(a)*b; } NG_INLINE __m128d operator* (__m128d b, double a) { return _mm_set1_pd(a)*b; } NG_INLINE __m128d operator+= (__m128d &a, __m128d b) { return a = a+b; } NG_INLINE __m128d operator-= (__m128d &a, __m128d b) { return a = a-b; } NG_INLINE __m128d operator*= (__m128d &a, __m128d b) { return a = a*b; } NG_INLINE __m128d operator/= (__m128d &a, __m128d b) { return a = a/b; } NG_INLINE __m256d operator- (__m256d a) { return _mm256_xor_pd(a, _mm256_set1_pd(-0.0)); } NG_INLINE __m256d operator+ (__m256d a, __m256d b) { return _mm256_add_pd(a,b); } NG_INLINE __m256d operator- (__m256d a, __m256d b) { return _mm256_sub_pd(a,b); } NG_INLINE __m256d operator* (__m256d a, __m256d b) { return _mm256_mul_pd(a,b); } NG_INLINE __m256d operator/ (__m256d a, __m256d b) { return _mm256_div_pd(a,b); } NG_INLINE __m256d operator* (double a, __m256d b) { return _mm256_set1_pd(a)*b; } NG_INLINE __m256d operator* (__m256d b, double a) { return _mm256_set1_pd(a)*b; } NG_INLINE __m256d operator+= (__m256d &a, __m256d b) { return a = a+b; } NG_INLINE __m256d operator-= (__m256d &a, __m256d b) { return a = a-b; } NG_INLINE __m256d operator*= (__m256d &a, __m256d b) { return a = a*b; } NG_INLINE __m256d operator/= (__m256d &a, __m256d b) { return a = a/b; } #endif #endif namespace ngsimd { // MSVC does not define SSE. It's always present on 64bit cpus #if (defined(_M_AMD64) || defined(_M_X64) || defined(__AVX__)) #ifndef __SSE__ #define __SSE__ #endif #ifndef __SSE2__ #define __SSE2__ #endif #endif constexpr int GetDefaultSIMDSize() { #if defined __AVX512F__ return 8; #elif defined __AVX__ return 4; #elif defined __SSE__ return 2; #else return 1; #endif } #if defined __AVX512F__ typedef __m512 tAVX; typedef __m512d tAVXd; #elif defined __AVX__ typedef __m256 tAVX; typedef __m256d tAVXd; #elif defined __SSE__ typedef __m128 tAVX; typedef __m128d tAVXd; #endif template class SIMD; template struct has_call_operator { template static std::true_type check( decltype( sizeof(&C::operator() )) ) { return std::true_type(); } template static std::false_type check(...) { return std::false_type(); } typedef decltype( check(sizeof(char)) ) type; static constexpr type value = type(); }; template // a*b+c NG_INLINE auto FMA(T1 a, T2 b, T3 c) { return a*b+c; } template::value, int>::type = 0> NG_INLINE SIMD operator+ (T a, SIMD b) { return SIMD(a) + b; } template::value, int>::type = 0> NG_INLINE SIMD operator- (T a, SIMD b) { return SIMD(a) - b; } template::value, int>::type = 0> NG_INLINE SIMD operator* (T a, SIMD b) { return SIMD(a) * b; } template::value, int>::type = 0> NG_INLINE SIMD operator/ (T a, SIMD b) { return SIMD(a) / b; } template::value, int>::type = 0> NG_INLINE SIMD operator+ (SIMD a, T b) { return a + SIMD(b); } template::value, int>::type = 0> NG_INLINE SIMD operator- (SIMD a, T b) { return a - SIMD(b); } template::value, int>::type = 0> NG_INLINE SIMD operator* (SIMD a, T b) { return a * SIMD(b); } template::value, int>::type = 0> NG_INLINE SIMD operator/ (SIMD a, T b) { return a / SIMD(b); } using std::sqrt; using std::fabs; class ExceptionNOSIMD : public std::runtime_error { public: using std::runtime_error::runtime_error; std::string What() { return what(); } }; using std::exp; template NG_INLINE SIMD exp (SIMD a) { return SIMD([&](int i)->double { return exp(a[i]); } ); } using std::log; template NG_INLINE SIMD log (SIMD a) { return SIMD([&](int i)->double { return log(a[i]); } ); } using std::pow; template NG_INLINE SIMD pow (SIMD a, double x) { return SIMD([&](int i)->double { return pow(a[i],x); } ); } using std::sin; template NG_INLINE SIMD sin (SIMD a) { return SIMD([&](int i)->double { return sin(a[i]); } ); } using std::cos; template NG_INLINE SIMD cos (SIMD a) { return SIMD([&](int i)->double { return cos(a[i]); } ); } using std::tan; template NG_INLINE SIMD tan (SIMD a) { return SIMD([&](int i)->double { return tan(a[i]); } ); } using std::atan; template NG_INLINE SIMD atan (SIMD a) { return SIMD([&](int i)->double { return atan(a[i]); } ); } ///////////////////////////////////////////////////////////////////////////// // SIMD width 1 (in case no AVX support is available) ///////////////////////////////////////////////////////////////////////////// template<> class SIMD { double data; public: static constexpr int Size() { return 1; } SIMD () = default; SIMD (const SIMD &) = default; SIMD & operator= (const SIMD &) = default; // only called if T has a call operator of appropriate type template>::value, int>::type = 0> SIMD (const T & func) { data = func(0); } // only called if T is arithmetic (integral or floating point types) template::value, int>::type = 0> SIMD (const T & val) { data = val; } SIMD (double const * p) { data = *p; } NG_INLINE operator double() const { return data; } NG_INLINE double operator[] (int i) const { return ((double*)(&data))[i]; } NG_INLINE double Data() const { return data; } NG_INLINE double & Data() { return data; } NG_INLINE SIMD &operator+= (SIMD b) { data+=b.Data(); return *this; } NG_INLINE SIMD &operator-= (SIMD b) { data-=b.Data(); return *this; } NG_INLINE SIMD &operator*= (SIMD b) { data*=b.Data(); return *this; } NG_INLINE SIMD &operator/= (SIMD b) { data/=b.Data(); return *this; } }; NG_INLINE SIMD operator+ (SIMD a, SIMD b) { return a.Data()+b.Data(); } NG_INLINE SIMD operator- (SIMD a, SIMD b) { return a.Data()-b.Data(); } NG_INLINE SIMD operator- (SIMD a) { return -a.Data(); } NG_INLINE SIMD operator* (SIMD a, SIMD b) { return a.Data()*b.Data(); } NG_INLINE SIMD operator/ (SIMD a, SIMD b) { return a.Data()/b.Data(); } NG_INLINE SIMD sqrt (SIMD a) { return std::sqrt(a.Data()); } NG_INLINE SIMD floor (SIMD a) { return std::floor(a.Data()); } NG_INLINE SIMD ceil (SIMD a) { return std::ceil(a.Data()); } NG_INLINE SIMD fabs (SIMD a) { return std::fabs(a.Data()); } NG_INLINE SIMD L2Norm2 (SIMD a) { return a.Data()*a.Data(); } NG_INLINE SIMD Trans (SIMD a) { return a; } NG_INLINE SIMD IfPos (SIMD a, SIMD b, SIMD c) { return (a.Data() > 0) ? b : c; } NG_INLINE double HSum (SIMD sd) { return sd.Data(); } NG_INLINE auto HSum (SIMD sd1, SIMD sd2) { return std::make_tuple(sd1.Data(), sd2.Data()); } NG_INLINE auto HSum (SIMD sd1, SIMD sd2, SIMD sd3, SIMD sd4) { return std::make_tuple(sd1.Data(), sd2.Data(), sd3.Data(), sd4.Data()); } ///////////////////////////////////////////////////////////////////////////// // SSE - Simd width 2 ///////////////////////////////////////////////////////////////////////////// #ifdef __SSE__ template<> class alignas(16) SIMD { __m128d data; public: static constexpr int Size() { return 2; } SIMD () = default; SIMD (const SIMD &) = default; SIMD & operator= (const SIMD &) = default; SIMD (__m128d adata) : data(adata) { ; } // only called if T has a call operator of appropriate type template>::value, int>::type = 0> SIMD (const T & func) { data = _mm_set_pd(func(1), func(0)); } // only called if T is arithmetic (integral or floating point types) template::value, int>::type = 0> SIMD (const T & val) { data = _mm_set1_pd(val); } SIMD (double const * p) { data = _mm_loadu_pd(p); } NG_INLINE operator __m128d() const { return data; } NG_INLINE double operator[] (int i) const { return ((double*)(&data))[i]; } NG_INLINE double& operator[] (int i) { return ((double*)(&data))[i]; } NG_INLINE __m128d Data() const { return data; } NG_INLINE __m128d & Data() { return data; } // NG_INLINE operator std::tuple () // { return std::tuple((*this)[0], (*this)[1], (*this)[2], (*this)[3]); } NG_INLINE SIMD &operator+= (SIMD b) { data+=b.Data(); return *this; } NG_INLINE SIMD &operator-= (SIMD b) { data-=b.Data(); return *this; } NG_INLINE SIMD &operator*= (SIMD b) { data*=b.Data(); return *this; } NG_INLINE SIMD &operator/= (SIMD b) { data/=b.Data(); return *this; } }; NG_INLINE SIMD operator+ (SIMD a, SIMD b) { return a.Data()+b.Data(); } NG_INLINE SIMD operator- (SIMD a, SIMD b) { return a.Data()-b.Data(); } NG_INLINE SIMD operator- (SIMD a) { return -a.Data(); } NG_INLINE SIMD operator* (SIMD a, SIMD b) { return a.Data()*b.Data(); } NG_INLINE SIMD operator/ (SIMD a, SIMD b) { return a.Data()/b.Data(); } /* NG_INLINE SIMD sqrt (SIMD a) { return _mm256_sqrt_pd(a.Data()); } NG_INLINE SIMD floor (SIMD a) { return _mm256_floor_pd(a.Data()); } NG_INLINE SIMD ceil (SIMD a) { return _mm256_ceil_pd(a.Data()); } NG_INLINE SIMD fabs (SIMD a) { return _mm256_max_pd(a.Data(), -a.Data()); } NG_INLINE SIMD L2Norm2 (SIMD a) { return a.Data()*a.Data(); } NG_INLINE SIMD Trans (SIMD a) { return a; } NG_INLINE SIMD IfPos (SIMD a, SIMD b, SIMD c) { auto cp = _mm256_cmp_pd (a.Data(), _mm256_setzero_pd(), _CMP_GT_OS); return _mm256_blendv_pd(c.Data(), b.Data(), cp); } NG_INLINE double HSum (SIMD sd) { __m128d hv = _mm_add_pd (_mm256_extractf128_pd(sd.Data(),0), _mm256_extractf128_pd(sd.Data(),1)); return _mm_cvtsd_f64 (_mm_hadd_pd (hv, hv)); } NG_INLINE auto HSum (SIMD sd1, SIMD sd2) { __m256d hv = _mm256_hadd_pd(sd1.Data(), sd2.Data()); __m128d hv2 = _mm_add_pd (_mm256_extractf128_pd(hv,0), _mm256_extractf128_pd(hv,1)); return std::make_tuple(_mm_cvtsd_f64 (hv2), _mm_cvtsd_f64(_mm_shuffle_pd (hv2, hv2, 3))); } NG_INLINE auto HSum (SIMD v1, SIMD v2, SIMD v3, SIMD v4) { __m256d hsum1 = _mm256_hadd_pd (v1.Data(), v2.Data()); __m256d hsum2 = _mm256_hadd_pd (v3.Data(), v4.Data()); __m256d hsum = _mm256_add_pd (_mm256_permute2f128_pd (hsum1, hsum2, 1+2*16), _mm256_blend_pd (hsum1, hsum2, 12)); return SIMD(hsum); } */ #endif // __SSE__ ///////////////////////////////////////////////////////////////////////////// // AVX - Simd width 4 ///////////////////////////////////////////////////////////////////////////// #ifdef __AVX__ template<> class alignas(32) SIMD { __m256d data; public: static constexpr int Size() { return 4; } SIMD () = default; SIMD (const SIMD &) = default; SIMD & operator= (const SIMD &) = default; SIMD (__m256d adata) : data(adata) { ; } // only called if T has a call operator of appropriate type template>::value, int>::type = 0> SIMD (const T & func) { data = _mm256_set_pd(func(3), func(2), func(1), func(0)); } // only called if T is arithmetic (integral or floating point types) template::value, int>::type = 0> SIMD (const T & val) { data = _mm256_set1_pd(val); } SIMD (double const * p) { data = _mm256_loadu_pd(p); } NG_INLINE operator __m256d() const { return data; } NG_INLINE double operator[] (int i) const { return ((double*)(&data))[i]; } NG_INLINE double& operator[] (int i) { return ((double*)(&data))[i]; } NG_INLINE __m256d Data() const { return data; } NG_INLINE __m256d & Data() { return data; } NG_INLINE operator std::tuple () { return std::tuple((*this)[0], (*this)[1], (*this)[2], (*this)[3]); } NG_INLINE SIMD &operator+= (SIMD b) { data+=b.Data(); return *this; } NG_INLINE SIMD &operator-= (SIMD b) { data-=b.Data(); return *this; } NG_INLINE SIMD &operator*= (SIMD b) { data*=b.Data(); return *this; } NG_INLINE SIMD &operator/= (SIMD b) { data/=b.Data(); return *this; } }; NG_INLINE SIMD operator+ (SIMD a, SIMD b) { return a.Data()+b.Data(); } NG_INLINE SIMD operator- (SIMD a, SIMD b) { return a.Data()-b.Data(); } NG_INLINE SIMD operator- (SIMD a) { return -a.Data(); } NG_INLINE SIMD operator* (SIMD a, SIMD b) { return a.Data()*b.Data(); } NG_INLINE SIMD operator/ (SIMD a, SIMD b) { return a.Data()/b.Data(); } NG_INLINE SIMD sqrt (SIMD a) { return _mm256_sqrt_pd(a.Data()); } NG_INLINE SIMD floor (SIMD a) { return _mm256_floor_pd(a.Data()); } NG_INLINE SIMD ceil (SIMD a) { return _mm256_ceil_pd(a.Data()); } NG_INLINE SIMD fabs (SIMD a) { return _mm256_max_pd(a.Data(), -a.Data()); } NG_INLINE SIMD L2Norm2 (SIMD a) { return a.Data()*a.Data(); } NG_INLINE SIMD Trans (SIMD a) { return a; } NG_INLINE SIMD IfPos (SIMD a, SIMD b, SIMD c) { auto cp = _mm256_cmp_pd (a.Data(), _mm256_setzero_pd(), _CMP_GT_OS); return _mm256_blendv_pd(c.Data(), b.Data(), cp); } NG_INLINE double HSum (SIMD sd) { __m128d hv = _mm_add_pd (_mm256_extractf128_pd(sd.Data(),0), _mm256_extractf128_pd(sd.Data(),1)); return _mm_cvtsd_f64 (_mm_hadd_pd (hv, hv)); } NG_INLINE auto HSum (SIMD sd1, SIMD sd2) { __m256d hv = _mm256_hadd_pd(sd1.Data(), sd2.Data()); __m128d hv2 = _mm_add_pd (_mm256_extractf128_pd(hv,0), _mm256_extractf128_pd(hv,1)); return std::make_tuple(_mm_cvtsd_f64 (hv2), _mm_cvtsd_f64(_mm_shuffle_pd (hv2, hv2, 3))); } NG_INLINE auto HSum (SIMD v1, SIMD v2, SIMD v3, SIMD v4) { __m256d hsum1 = _mm256_hadd_pd (v1.Data(), v2.Data()); __m256d hsum2 = _mm256_hadd_pd (v3.Data(), v4.Data()); __m256d hsum = _mm256_add_pd (_mm256_permute2f128_pd (hsum1, hsum2, 1+2*16), _mm256_blend_pd (hsum1, hsum2, 12)); return SIMD(hsum); } #endif // __AVX__ ///////////////////////////////////////////////////////////////////////////// // AVX512 - Simd width 8 ///////////////////////////////////////////////////////////////////////////// #ifdef __AVX512F__ template<> class alignas(64) SIMD { __m512d data; public: static constexpr int Size() { return 8; } SIMD () = default; SIMD (const SIMD &) = default; SIMD & operator= (const SIMD &) = default; SIMD (__m512d adata) : data(adata) { ; } // only called if T has a call operator of appropriate type template>::value, int>::type = 0> SIMD (const T & func) { data = _mm512_set_pd(func(7), func(6), func(5), func(4), func(3), func(2), func(1), func(0)); } // only called if T is arithmetic (integral or floating point types) template::value, int>::type = 0> SIMD (const T & val) { data = _mm512_set1_pd(val); } SIMD (double const * p) { data = _mm512_loadu_pd(p); } NG_INLINE operator __m512d() const { return data; } NG_INLINE double operator[] (int i) const { return ((double*)(&data))[i]; } NG_INLINE __m512d Data() const { return data; } NG_INLINE __m512d & Data() { return data; } NG_INLINE SIMD &operator+= (SIMD b) { data+=b.Data(); return *this; } NG_INLINE SIMD &operator-= (SIMD b) { data-=b.Data(); return *this; } NG_INLINE SIMD &operator*= (SIMD b) { data*=b.Data(); return *this; } NG_INLINE SIMD &operator/= (SIMD b) { data/=b.Data(); return *this; } }; NG_INLINE SIMD operator- (SIMD a) { return _mm512_sub_pd(_mm512_setzero_pd(), a.Data()); } NG_INLINE SIMD operator+ (SIMD a, SIMD b) { return _mm512_add_pd(a.Data(),b.Data()); } NG_INLINE SIMD operator- (SIMD a, SIMD b) { return _mm512_sub_pd(a.Data(),b.Data()); } NG_INLINE SIMD operator* (SIMD a, SIMD b) { return _mm512_mul_pd(a.Data(),b.Data()); } NG_INLINE SIMD operator/ (SIMD a, SIMD b) { return _mm512_div_pd(a.Data(),b.Data()); } NG_INLINE SIMD sqrt (SIMD a) { return _mm512_sqrt_pd(a.Data()); } NG_INLINE SIMD floor (SIMD a) { return _mm512_floor_pd(a.Data()); } NG_INLINE SIMD ceil (SIMD a) { return _mm512_ceil_pd(a.Data()); } NG_INLINE SIMD fabs (SIMD a) { return _mm512_max_pd(a.Data(), -a.Data()); } NG_INLINE SIMD L2Norm2 (SIMD a) { return a.Data()*a.Data(); } NG_INLINE SIMD Trans (SIMD a) { return a; } NG_INLINE SIMD IfPos (SIMD a, SIMD b, SIMD c) { auto cp = _mm512_cmp_pd_mask (a.Data(), _mm512_setzero_pd(), _MM_CMPINT_GT); return _mm512_mask_blend_pd(cp, c.Data(), b.Data()); } template<> NG_INLINE auto FMA (SIMD a, SIMD b, SIMD c) { return _mm512_fmadd_pd (a.Data(), b.Data(), c.Data()); } NG_INLINE double HSum (SIMD sd) { SIMD low = _mm512_extractf64x4_pd(sd.Data(),0); SIMD high = _mm512_extractf64x4_pd(sd.Data(),1); return HSum(low)+HSum(high); } NG_INLINE auto HSum (SIMD sd1, SIMD sd2) { return std::make_tuple(HSum(sd1), HSum(sd2)); } NG_INLINE SIMD HSum (SIMD v1, SIMD v2, SIMD v3, SIMD v4) { SIMD high1 = _mm512_extractf64x4_pd(v1.Data(),1); SIMD high2 = _mm512_extractf64x4_pd(v2.Data(),1); SIMD high3 = _mm512_extractf64x4_pd(v3.Data(),1); SIMD high4 = _mm512_extractf64x4_pd(v4.Data(),1); SIMD low1 = _mm512_extractf64x4_pd(v1.Data(),0); SIMD low2 = _mm512_extractf64x4_pd(v2.Data(),0); SIMD low3 = _mm512_extractf64x4_pd(v3.Data(),0); SIMD low4 = _mm512_extractf64x4_pd(v4.Data(),0); return HSum(low1,low2,low3,low4) + HSum(high1,high2,high3,high4); } #endif // __AVX512F__ //////////////////////////////////////////////////////////////////////////////// // MultiSIMD - Multiple SIMD values in one struct using head-tail implementation //////////////////////////////////////////////////////////////////////////////// template class MultiSIMD { SIMD head; MultiSIMD tail; public: MultiSIMD () = default; MultiSIMD (const MultiSIMD & ) = default; MultiSIMD (T v) : head(v), tail(v) { ; } MultiSIMD (SIMD _head, MultiSIMD _tail) : head(_head), tail(_tail) { ; } SIMD Head() const { return head; } MultiSIMD Tail() const { return tail; } SIMD & Head() { return head; } MultiSIMD & Tail() { return tail; } template SIMD Get() const { return NR==0 ? head : tail.template Get(); } template SIMD & Get() { return NR==0 ? head : tail.template Get(); } auto MakeTuple() { return std::tuple_cat(std::tuple&> (head), tail.MakeTuple()); } // not yet possible for MSVC // operator auto () { return MakeTuple(); } }; template class MultiSIMD<2,T> { SIMD v0, v1; public: MultiSIMD () = default; MultiSIMD (const MultiSIMD & ) = default; MultiSIMD (T v) : v0(v), v1(v) { ; } MultiSIMD (SIMD _v0, SIMD _v1) : v0(_v0), v1(_v1) { ; } SIMD Head() const { return v0; } SIMD Tail() const { return v1; } SIMD & Head() { return v0; } SIMD & Tail() { return v1; } template SIMD Get() const { return NR==0 ? v0 : v1; } template SIMD & Get() { return NR==0 ? v0 : v1; } auto MakeTuple() { return std::tuple&, SIMD&> (v0, v1); } operator std::tuple&, SIMD&>() { return MakeTuple(); } }; template NG_INLINE MultiSIMD operator+ (MultiSIMD a, MultiSIMD b) { return MultiSIMD (a.Head()+b.Head(), a.Tail()+b.Tail()); } template NG_INLINE MultiSIMD operator+ (double a, MultiSIMD b) { return MultiSIMD (a+b.Head(), a+b.Tail()); } template NG_INLINE MultiSIMD operator+ (MultiSIMD b, double a) { return MultiSIMD (a+b.Head(), a+b.Tail()); } template NG_INLINE MultiSIMD operator- (MultiSIMD a, MultiSIMD b) { return MultiSIMD (a.Head()-b.Head(), a.Tail()-b.Tail()); } template NG_INLINE MultiSIMD operator- (double a, MultiSIMD b) { return MultiSIMD (a-b.Head(), a-b.Tail()); } template NG_INLINE MultiSIMD operator- (MultiSIMD b, double a) { return MultiSIMD (b.Head()-a, b.Tail()-a); } template NG_INLINE MultiSIMD operator- (MultiSIMD a) { return MultiSIMD (-a.Head(), -a.Tail()); } template NG_INLINE MultiSIMD operator* (MultiSIMD a, MultiSIMD b) { return MultiSIMD (a.Head()*b.Head(), a.Tail()*b.Tail()); } template NG_INLINE MultiSIMD operator/ (MultiSIMD a, MultiSIMD b) { return MultiSIMD (a.Head()/b.Head(), a.Tail()/b.Tail()); } template NG_INLINE MultiSIMD operator* (double a, MultiSIMD b) { return MultiSIMD ( a*b.Head(), a*b.Tail()); } template NG_INLINE MultiSIMD operator* (MultiSIMD b, double a) { return MultiSIMD ( a*b.Head(), a*b.Tail()); } template NG_INLINE MultiSIMD & operator+= (MultiSIMD & a, MultiSIMD b) { a.Head()+=b.Head(); a.Tail()+=b.Tail(); return a; } template NG_INLINE MultiSIMD operator-= (MultiSIMD & a, double b) { a.Head()-=b; a.Tail()-=b; return a; } template NG_INLINE MultiSIMD operator-= (MultiSIMD & a, MultiSIMD b) { a.Head()-=b.Head(); a.Tail()-=b.Tail(); return a; } template NG_INLINE MultiSIMD & operator*= (MultiSIMD & a, MultiSIMD b) { a.Head()*=b.Head(); a.Tail()*=b.Tail(); return a; } template NG_INLINE MultiSIMD & operator*= (MultiSIMD & a, double b) { a.Head()*=b; a.Tail()*=b; return a; } // NG_INLINE MultiSIMD operator/= (MultiSIMD & a, MultiSIMD b) { return a.Data()/=b.Data(); } NG_INLINE SIMD HVSum (SIMD a) { return a; } template NG_INLINE SIMD HVSum (MultiSIMD a) { return a.Head() + HVSum(a.Tail()); } template NG_INLINE double HSum (MultiSIMD a) { return HSum(HVSum(a)); } template NG_INLINE auto HSum (MultiSIMD a, MultiSIMD b) { return HSum(HVSum(a), HVSum(b)); } template std::ostream & operator<< (std::ostream & ost, MultiSIMD multi) { ost << multi.Head() << " " << multi.Tail(); return ost; } template std::ostream & operator<< (std::ostream & ost, SIMD simd) { ost << simd[0]; for (int i = 1; i < simd.Size(); i++) ost << " " << simd[i]; return ost; } } namespace netgen { using namespace ngsimd; } #endif