// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // Copyright (C) 2016 Benoit Steiner (benoit.steiner.goog@gmail.com) // // This Source Code Form is subject to the terms of the Mozilla // Public License v. 2.0. If a copy of the MPL was not distributed // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. #ifndef EIGEN_PACKET_MATH_AVX512_H #define EIGEN_PACKET_MATH_AVX512_H namespace Eigen { namespace internal { #ifndef EIGEN_CACHEFRIENDLY_PRODUCT_THRESHOLD #define EIGEN_CACHEFRIENDLY_PRODUCT_THRESHOLD 8 #endif #ifndef EIGEN_ARCH_DEFAULT_NUMBER_OF_REGISTERS #define EIGEN_ARCH_DEFAULT_NUMBER_OF_REGISTERS (2*sizeof(void*)) #endif #ifdef __FMA__ #ifndef EIGEN_HAS_SINGLE_INSTRUCTION_MADD #define EIGEN_HAS_SINGLE_INSTRUCTION_MADD #endif #endif typedef __m512 Packet16f; typedef __m512i Packet16i; typedef __m512d Packet8d; template <> struct is_arithmetic<__m512> { enum { value = true }; }; template <> struct is_arithmetic<__m512i> { enum { value = true }; }; template <> struct is_arithmetic<__m512d> { enum { value = true }; }; template<> struct packet_traits : default_packet_traits { typedef Packet16f type; typedef Packet8f half; enum { Vectorizable = 1, AlignedOnScalar = 1, size = 16, HasHalfPacket = 1, HasBlend = 0, #if EIGEN_GNUC_AT_LEAST(5, 3) #ifdef EIGEN_VECTORIZE_AVX512DQ HasLog = 1, #endif HasExp = 1, HasSqrt = EIGEN_FAST_MATH, HasRsqrt = EIGEN_FAST_MATH, #endif HasDiv = 1 }; }; template<> struct packet_traits : default_packet_traits { typedef Packet8d type; typedef Packet4d half; enum { Vectorizable = 1, AlignedOnScalar = 1, size = 8, HasHalfPacket = 1, #if EIGEN_GNUC_AT_LEAST(5, 3) HasSqrt = EIGEN_FAST_MATH, HasRsqrt = EIGEN_FAST_MATH, #endif HasDiv = 1 }; }; /* TODO Implement AVX512 for integers template<> struct packet_traits : default_packet_traits { typedef Packet16i type; enum { Vectorizable = 1, AlignedOnScalar = 1, size=8 }; }; */ template <> struct unpacket_traits { typedef float type; typedef Packet8f half; enum { size = 16, alignment=Aligned64 }; }; template <> struct unpacket_traits { typedef double type; typedef Packet4d half; enum { size = 8, alignment=Aligned64 }; }; template <> struct unpacket_traits { typedef int type; typedef Packet8i half; enum { size = 16, alignment=Aligned64 }; }; template <> EIGEN_STRONG_INLINE Packet16f pset1(const float& from) { return _mm512_set1_ps(from); } template <> EIGEN_STRONG_INLINE Packet8d pset1(const double& from) { return _mm512_set1_pd(from); } template <> EIGEN_STRONG_INLINE Packet16i pset1(const int& from) { return _mm512_set1_epi32(from); } template <> EIGEN_STRONG_INLINE Packet16f pload1(const float* from) { return _mm512_broadcastss_ps(_mm_load_ps1(from)); } template <> EIGEN_STRONG_INLINE Packet8d pload1(const double* from) { return _mm512_broadcastsd_pd(_mm_load_pd1(from)); } template <> EIGEN_STRONG_INLINE Packet16f plset(const float& a) { return _mm512_add_ps( _mm512_set1_ps(a), _mm512_set_ps(15.0f, 14.0f, 13.0f, 12.0f, 11.0f, 10.0f, 9.0f, 8.0f, 7.0f, 6.0f, 5.0f, 4.0f, 3.0f, 2.0f, 1.0f, 0.0f)); } template <> EIGEN_STRONG_INLINE Packet8d plset(const double& a) { return _mm512_add_pd(_mm512_set1_pd(a), _mm512_set_pd(7.0, 6.0, 5.0, 4.0, 3.0, 2.0, 1.0, 0.0)); } template <> EIGEN_STRONG_INLINE Packet16f padd(const Packet16f& a, const Packet16f& b) { return _mm512_add_ps(a, b); } template <> EIGEN_STRONG_INLINE Packet8d padd(const Packet8d& a, const Packet8d& b) { return _mm512_add_pd(a, b); } template <> EIGEN_STRONG_INLINE Packet16f psub(const Packet16f& a, const Packet16f& b) { return _mm512_sub_ps(a, b); } template <> EIGEN_STRONG_INLINE Packet8d psub(const Packet8d& a, const Packet8d& b) { return _mm512_sub_pd(a, b); } template <> EIGEN_STRONG_INLINE Packet16f pnegate(const Packet16f& a) { return _mm512_sub_ps(_mm512_set1_ps(0.0), a); } template <> EIGEN_STRONG_INLINE Packet8d pnegate(const Packet8d& a) { return _mm512_sub_pd(_mm512_set1_pd(0.0), a); } template <> EIGEN_STRONG_INLINE Packet16f pconj(const Packet16f& a) { return a; } template <> EIGEN_STRONG_INLINE Packet8d pconj(const Packet8d& a) { return a; } template <> EIGEN_STRONG_INLINE Packet16i pconj(const Packet16i& a) { return a; } template <> EIGEN_STRONG_INLINE Packet16f pmul(const Packet16f& a, const Packet16f& b) { return _mm512_mul_ps(a, b); } template <> EIGEN_STRONG_INLINE Packet8d pmul(const Packet8d& a, const Packet8d& b) { return _mm512_mul_pd(a, b); } template <> EIGEN_STRONG_INLINE Packet16f pdiv(const Packet16f& a, const Packet16f& b) { return _mm512_div_ps(a, b); } template <> EIGEN_STRONG_INLINE Packet8d pdiv(const Packet8d& a, const Packet8d& b) { return _mm512_div_pd(a, b); } #ifdef __FMA__ template <> EIGEN_STRONG_INLINE Packet16f pmadd(const Packet16f& a, const Packet16f& b, const Packet16f& c) { return _mm512_fmadd_ps(a, b, c); } template <> EIGEN_STRONG_INLINE Packet8d pmadd(const Packet8d& a, const Packet8d& b, const Packet8d& c) { return _mm512_fmadd_pd(a, b, c); } #endif template <> EIGEN_STRONG_INLINE Packet16f pmin(const Packet16f& a, const Packet16f& b) { // Arguments are reversed to match NaN propagation behavior of std::min. return _mm512_min_ps(b, a); } template <> EIGEN_STRONG_INLINE Packet8d pmin(const Packet8d& a, const Packet8d& b) { // Arguments are reversed to match NaN propagation behavior of std::min. return _mm512_min_pd(b, a); } template <> EIGEN_STRONG_INLINE Packet16f pmax(const Packet16f& a, const Packet16f& b) { // Arguments are reversed to match NaN propagation behavior of std::max. return _mm512_max_ps(b, a); } template <> EIGEN_STRONG_INLINE Packet8d pmax(const Packet8d& a, const Packet8d& b) { // Arguments are reversed to match NaN propagation behavior of std::max. return _mm512_max_pd(b, a); } template <> EIGEN_STRONG_INLINE Packet16f pand(const Packet16f& a, const Packet16f& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_and_ps(a, b); #else Packet16f res = _mm512_undefined_ps(); Packet4f lane0_a = _mm512_extractf32x4_ps(a, 0); Packet4f lane0_b = _mm512_extractf32x4_ps(b, 0); res = _mm512_insertf32x4(res, _mm_and_ps(lane0_a, lane0_b), 0); Packet4f lane1_a = _mm512_extractf32x4_ps(a, 1); Packet4f lane1_b = _mm512_extractf32x4_ps(b, 1); res = _mm512_insertf32x4(res, _mm_and_ps(lane1_a, lane1_b), 1); Packet4f lane2_a = _mm512_extractf32x4_ps(a, 2); Packet4f lane2_b = _mm512_extractf32x4_ps(b, 2); res = _mm512_insertf32x4(res, _mm_and_ps(lane2_a, lane2_b), 2); Packet4f lane3_a = _mm512_extractf32x4_ps(a, 3); Packet4f lane3_b = _mm512_extractf32x4_ps(b, 3); res = _mm512_insertf32x4(res, _mm_and_ps(lane3_a, lane3_b), 3); return res; #endif } template <> EIGEN_STRONG_INLINE Packet8d pand(const Packet8d& a, const Packet8d& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_and_pd(a, b); #else Packet8d res = _mm512_undefined_pd(); Packet4d lane0_a = _mm512_extractf64x4_pd(a, 0); Packet4d lane0_b = _mm512_extractf64x4_pd(b, 0); res = _mm512_insertf64x4(res, _mm256_and_pd(lane0_a, lane0_b), 0); Packet4d lane1_a = _mm512_extractf64x4_pd(a, 1); Packet4d lane1_b = _mm512_extractf64x4_pd(b, 1); res = _mm512_insertf64x4(res, _mm256_and_pd(lane1_a, lane1_b), 1); return res; #endif } template <> EIGEN_STRONG_INLINE Packet16f por(const Packet16f& a, const Packet16f& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_or_ps(a, b); #else Packet16f res = _mm512_undefined_ps(); Packet4f lane0_a = _mm512_extractf32x4_ps(a, 0); Packet4f lane0_b = _mm512_extractf32x4_ps(b, 0); res = _mm512_insertf32x4(res, _mm_or_ps(lane0_a, lane0_b), 0); Packet4f lane1_a = _mm512_extractf32x4_ps(a, 1); Packet4f lane1_b = _mm512_extractf32x4_ps(b, 1); res = _mm512_insertf32x4(res, _mm_or_ps(lane1_a, lane1_b), 1); Packet4f lane2_a = _mm512_extractf32x4_ps(a, 2); Packet4f lane2_b = _mm512_extractf32x4_ps(b, 2); res = _mm512_insertf32x4(res, _mm_or_ps(lane2_a, lane2_b), 2); Packet4f lane3_a = _mm512_extractf32x4_ps(a, 3); Packet4f lane3_b = _mm512_extractf32x4_ps(b, 3); res = _mm512_insertf32x4(res, _mm_or_ps(lane3_a, lane3_b), 3); return res; #endif } template <> EIGEN_STRONG_INLINE Packet8d por(const Packet8d& a, const Packet8d& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_or_pd(a, b); #else Packet8d res = _mm512_undefined_pd(); Packet4d lane0_a = _mm512_extractf64x4_pd(a, 0); Packet4d lane0_b = _mm512_extractf64x4_pd(b, 0); res = _mm512_insertf64x4(res, _mm256_or_pd(lane0_a, lane0_b), 0); Packet4d lane1_a = _mm512_extractf64x4_pd(a, 1); Packet4d lane1_b = _mm512_extractf64x4_pd(b, 1); res = _mm512_insertf64x4(res, _mm256_or_pd(lane1_a, lane1_b), 1); return res; #endif } template <> EIGEN_STRONG_INLINE Packet16f pxor(const Packet16f& a, const Packet16f& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_xor_ps(a, b); #else Packet16f res = _mm512_undefined_ps(); Packet4f lane0_a = _mm512_extractf32x4_ps(a, 0); Packet4f lane0_b = _mm512_extractf32x4_ps(b, 0); res = _mm512_insertf32x4(res, _mm_xor_ps(lane0_a, lane0_b), 0); Packet4f lane1_a = _mm512_extractf32x4_ps(a, 1); Packet4f lane1_b = _mm512_extractf32x4_ps(b, 1); res = _mm512_insertf32x4(res, _mm_xor_ps(lane1_a, lane1_b), 1); Packet4f lane2_a = _mm512_extractf32x4_ps(a, 2); Packet4f lane2_b = _mm512_extractf32x4_ps(b, 2); res = _mm512_insertf32x4(res, _mm_xor_ps(lane2_a, lane2_b), 2); Packet4f lane3_a = _mm512_extractf32x4_ps(a, 3); Packet4f lane3_b = _mm512_extractf32x4_ps(b, 3); res = _mm512_insertf32x4(res, _mm_xor_ps(lane3_a, lane3_b), 3); return res; #endif } template <> EIGEN_STRONG_INLINE Packet8d pxor(const Packet8d& a, const Packet8d& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_xor_pd(a, b); #else Packet8d res = _mm512_undefined_pd(); Packet4d lane0_a = _mm512_extractf64x4_pd(a, 0); Packet4d lane0_b = _mm512_extractf64x4_pd(b, 0); res = _mm512_insertf64x4(res, _mm256_xor_pd(lane0_a, lane0_b), 0); Packet4d lane1_a = _mm512_extractf64x4_pd(a, 1); Packet4d lane1_b = _mm512_extractf64x4_pd(b, 1); res = _mm512_insertf64x4(res, _mm256_xor_pd(lane1_a, lane1_b), 1); return res; #endif } template <> EIGEN_STRONG_INLINE Packet16f pandnot(const Packet16f& a, const Packet16f& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_andnot_ps(a, b); #else Packet16f res = _mm512_undefined_ps(); Packet4f lane0_a = _mm512_extractf32x4_ps(a, 0); Packet4f lane0_b = _mm512_extractf32x4_ps(b, 0); res = _mm512_insertf32x4(res, _mm_andnot_ps(lane0_a, lane0_b), 0); Packet4f lane1_a = _mm512_extractf32x4_ps(a, 1); Packet4f lane1_b = _mm512_extractf32x4_ps(b, 1); res = _mm512_insertf32x4(res, _mm_andnot_ps(lane1_a, lane1_b), 1); Packet4f lane2_a = _mm512_extractf32x4_ps(a, 2); Packet4f lane2_b = _mm512_extractf32x4_ps(b, 2); res = _mm512_insertf32x4(res, _mm_andnot_ps(lane2_a, lane2_b), 2); Packet4f lane3_a = _mm512_extractf32x4_ps(a, 3); Packet4f lane3_b = _mm512_extractf32x4_ps(b, 3); res = _mm512_insertf32x4(res, _mm_andnot_ps(lane3_a, lane3_b), 3); return res; #endif } template <> EIGEN_STRONG_INLINE Packet8d pandnot(const Packet8d& a, const Packet8d& b) { #ifdef EIGEN_VECTORIZE_AVX512DQ return _mm512_andnot_pd(a, b); #else Packet8d res = _mm512_undefined_pd(); Packet4d lane0_a = _mm512_extractf64x4_pd(a, 0); Packet4d lane0_b = _mm512_extractf64x4_pd(b, 0); res = _mm512_insertf64x4(res, _mm256_andnot_pd(lane0_a, lane0_b), 0); Packet4d lane1_a = _mm512_extractf64x4_pd(a, 1); Packet4d lane1_b = _mm512_extractf64x4_pd(b, 1); res = _mm512_insertf64x4(res, _mm256_andnot_pd(lane1_a, lane1_b), 1); return res; #endif } template <> EIGEN_STRONG_INLINE Packet16f pload(const float* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_ps(from); } template <> EIGEN_STRONG_INLINE Packet8d pload(const double* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_pd(from); } template <> EIGEN_STRONG_INLINE Packet16i pload(const int* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_si512( reinterpret_cast(from)); } template <> EIGEN_STRONG_INLINE Packet16f ploadu(const float* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_ps(from); } template <> EIGEN_STRONG_INLINE Packet8d ploadu(const double* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_pd(from); } template <> EIGEN_STRONG_INLINE Packet16i ploadu(const int* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_si512( reinterpret_cast(from)); } // Loads 8 floats from memory a returns the packet // {a0, a0 a1, a1, a2, a2, a3, a3, a4, a4, a5, a5, a6, a6, a7, a7} template <> EIGEN_STRONG_INLINE Packet16f ploaddup(const float* from) { __m256i low_half = _mm256_load_si256(reinterpret_cast(from)); __m512 even_elements = _mm512_castsi512_ps(_mm512_cvtepu32_epi64(low_half)); __m512 pairs = _mm512_permute_ps(even_elements, _MM_SHUFFLE(2, 2, 0, 0)); return pairs; } #ifdef EIGEN_VECTORIZE_AVX512DQ // Loads 4 doubles from memory a returns the packet {a0, a0 a1, a1, a2, a2, a3, // a3} template <> EIGEN_STRONG_INLINE Packet8d ploaddup(const double* from) { __m512d x = _mm512_setzero_pd(); x = _mm512_insertf64x2(x, _mm_loaddup_pd(&from[0]), 0); x = _mm512_insertf64x2(x, _mm_loaddup_pd(&from[1]), 1); x = _mm512_insertf64x2(x, _mm_loaddup_pd(&from[2]), 2); x = _mm512_insertf64x2(x, _mm_loaddup_pd(&from[3]), 3); return x; } #else template <> EIGEN_STRONG_INLINE Packet8d ploaddup(const double* from) { __m512d x = _mm512_setzero_pd(); x = _mm512_mask_broadcastsd_pd(x, 0x3<<0, _mm_load_sd(from+0)); x = _mm512_mask_broadcastsd_pd(x, 0x3<<2, _mm_load_sd(from+1)); x = _mm512_mask_broadcastsd_pd(x, 0x3<<4, _mm_load_sd(from+2)); x = _mm512_mask_broadcastsd_pd(x, 0x3<<6, _mm_load_sd(from+3)); return x; } #endif // Loads 4 floats from memory a returns the packet // {a0, a0 a0, a0, a1, a1, a1, a1, a2, a2, a2, a2, a3, a3, a3, a3} template <> EIGEN_STRONG_INLINE Packet16f ploadquad(const float* from) { Packet16f tmp = _mm512_undefined_ps(); tmp = _mm512_insertf32x4(tmp, _mm_load_ps1(from), 0); tmp = _mm512_insertf32x4(tmp, _mm_load_ps1(from + 1), 1); tmp = _mm512_insertf32x4(tmp, _mm_load_ps1(from + 2), 2); tmp = _mm512_insertf32x4(tmp, _mm_load_ps1(from + 3), 3); return tmp; } // Loads 2 doubles from memory a returns the packet // {a0, a0 a0, a0, a1, a1, a1, a1} template <> EIGEN_STRONG_INLINE Packet8d ploadquad(const double* from) { __m128d tmp0 = _mm_load_pd1(from); __m256d lane0 = _mm256_broadcastsd_pd(tmp0); __m128d tmp1 = _mm_load_pd1(from + 1); __m256d lane1 = _mm256_broadcastsd_pd(tmp1); __m512d tmp = _mm512_undefined_pd(); tmp = _mm512_insertf64x4(tmp, lane0, 0); return _mm512_insertf64x4(tmp, lane1, 1); } template <> EIGEN_STRONG_INLINE void pstore(float* to, const Packet16f& from) { EIGEN_DEBUG_ALIGNED_STORE _mm512_store_ps(to, from); } template <> EIGEN_STRONG_INLINE void pstore(double* to, const Packet8d& from) { EIGEN_DEBUG_ALIGNED_STORE _mm512_store_pd(to, from); } template <> EIGEN_STRONG_INLINE void pstore(int* to, const Packet16i& from) { EIGEN_DEBUG_ALIGNED_STORE _mm512_storeu_si512(reinterpret_cast<__m512i*>(to), from); } template <> EIGEN_STRONG_INLINE void pstoreu(float* to, const Packet16f& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_ps(to, from); } template <> EIGEN_STRONG_INLINE void pstoreu(double* to, const Packet8d& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_pd(to, from); } template <> EIGEN_STRONG_INLINE void pstoreu(int* to, const Packet16i& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_si512( reinterpret_cast<__m512i*>(to), from); } template <> EIGEN_DEVICE_FUNC inline Packet16f pgather(const float* from, Index stride) { Packet16i stride_vector = _mm512_set1_epi32(stride); Packet16i stride_multiplier = _mm512_set_epi32(15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0); Packet16i indices = _mm512_mullo_epi32(stride_vector, stride_multiplier); return _mm512_i32gather_ps(indices, from, 4); } template <> EIGEN_DEVICE_FUNC inline Packet8d pgather(const double* from, Index stride) { Packet8i stride_vector = _mm256_set1_epi32(stride); Packet8i stride_multiplier = _mm256_set_epi32(7, 6, 5, 4, 3, 2, 1, 0); Packet8i indices = _mm256_mullo_epi32(stride_vector, stride_multiplier); return _mm512_i32gather_pd(indices, from, 8); } template <> EIGEN_DEVICE_FUNC inline void pscatter(float* to, const Packet16f& from, Index stride) { Packet16i stride_vector = _mm512_set1_epi32(stride); Packet16i stride_multiplier = _mm512_set_epi32(15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0); Packet16i indices = _mm512_mullo_epi32(stride_vector, stride_multiplier); _mm512_i32scatter_ps(to, indices, from, 4); } template <> EIGEN_DEVICE_FUNC inline void pscatter(double* to, const Packet8d& from, Index stride) { Packet8i stride_vector = _mm256_set1_epi32(stride); Packet8i stride_multiplier = _mm256_set_epi32(7, 6, 5, 4, 3, 2, 1, 0); Packet8i indices = _mm256_mullo_epi32(stride_vector, stride_multiplier); _mm512_i32scatter_pd(to, indices, from, 8); } template <> EIGEN_STRONG_INLINE void pstore1(float* to, const float& a) { Packet16f pa = pset1(a); pstore(to, pa); } template <> EIGEN_STRONG_INLINE void pstore1(double* to, const double& a) { Packet8d pa = pset1(a); pstore(to, pa); } template <> EIGEN_STRONG_INLINE void pstore1(int* to, const int& a) { Packet16i pa = pset1(a); pstore(to, pa); } template<> EIGEN_STRONG_INLINE void prefetch(const float* addr) { _mm_prefetch((const char*)(addr), _MM_HINT_T0); } template<> EIGEN_STRONG_INLINE void prefetch(const double* addr) { _mm_prefetch((const char*)(addr), _MM_HINT_T0); } template<> EIGEN_STRONG_INLINE void prefetch(const int* addr) { _mm_prefetch((const char*)(addr), _MM_HINT_T0); } template <> EIGEN_STRONG_INLINE float pfirst(const Packet16f& a) { return _mm_cvtss_f32(_mm512_extractf32x4_ps(a, 0)); } template <> EIGEN_STRONG_INLINE double pfirst(const Packet8d& a) { return _mm_cvtsd_f64(_mm256_extractf128_pd(_mm512_extractf64x4_pd(a, 0), 0)); } template <> EIGEN_STRONG_INLINE int pfirst(const Packet16i& a) { return _mm_extract_epi32(_mm512_extracti32x4_epi32(a, 0), 0); } template<> EIGEN_STRONG_INLINE Packet16f preverse(const Packet16f& a) { return _mm512_permutexvar_ps(_mm512_set_epi32(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15), a); } template<> EIGEN_STRONG_INLINE Packet8d preverse(const Packet8d& a) { return _mm512_permutexvar_pd(_mm512_set_epi32(0, 0, 0, 1, 0, 2, 0, 3, 0, 4, 0, 5, 0, 6, 0, 7), a); } template<> EIGEN_STRONG_INLINE Packet16f pabs(const Packet16f& a) { // _mm512_abs_ps intrinsic not found, so hack around it return (__m512)_mm512_and_si512((__m512i)a, _mm512_set1_epi32(0x7fffffff)); } template <> EIGEN_STRONG_INLINE Packet8d pabs(const Packet8d& a) { // _mm512_abs_ps intrinsic not found, so hack around it return (__m512d)_mm512_and_si512((__m512i)a, _mm512_set1_epi64(0x7fffffffffffffff)); } #ifdef EIGEN_VECTORIZE_AVX512DQ // AVX512F does not define _mm512_extractf32x8_ps to extract _m256 from _m512 #define EIGEN_EXTRACT_8f_FROM_16f(INPUT, OUTPUT) \ __m256 OUTPUT##_0 = _mm512_extractf32x8_ps(INPUT, 0); \ __m256 OUTPUT##_1 = _mm512_extractf32x8_ps(INPUT, 1) #else #define EIGEN_EXTRACT_8f_FROM_16f(INPUT, OUTPUT) \ __m256 OUTPUT##_0 = _mm256_insertf128_ps( \ _mm256_castps128_ps256(_mm512_extractf32x4_ps(INPUT, 0)), \ _mm512_extractf32x4_ps(INPUT, 1), 1); \ __m256 OUTPUT##_1 = _mm256_insertf128_ps( \ _mm256_castps128_ps256(_mm512_extractf32x4_ps(INPUT, 2)), \ _mm512_extractf32x4_ps(INPUT, 3), 1); #endif #ifdef EIGEN_VECTORIZE_AVX512DQ #define EIGEN_INSERT_8f_INTO_16f(OUTPUT, INPUTA, INPUTB) \ OUTPUT = _mm512_insertf32x8(OUTPUT, INPUTA, 0); \ OUTPUT = _mm512_insertf32x8(OUTPUT, INPUTB, 1); #else #define EIGEN_INSERT_8f_INTO_16f(OUTPUT, INPUTA, INPUTB) \ OUTPUT = _mm512_insertf32x4(OUTPUT, _mm256_extractf128_ps(INPUTA, 0), 0); \ OUTPUT = _mm512_insertf32x4(OUTPUT, _mm256_extractf128_ps(INPUTA, 1), 1); \ OUTPUT = _mm512_insertf32x4(OUTPUT, _mm256_extractf128_ps(INPUTB, 0), 2); \ OUTPUT = _mm512_insertf32x4(OUTPUT, _mm256_extractf128_ps(INPUTB, 1), 3); #endif template<> EIGEN_STRONG_INLINE Packet16f preduxp(const Packet16f* vecs) { EIGEN_EXTRACT_8f_FROM_16f(vecs[0], vecs0); EIGEN_EXTRACT_8f_FROM_16f(vecs[1], vecs1); EIGEN_EXTRACT_8f_FROM_16f(vecs[2], vecs2); EIGEN_EXTRACT_8f_FROM_16f(vecs[3], vecs3); EIGEN_EXTRACT_8f_FROM_16f(vecs[4], vecs4); EIGEN_EXTRACT_8f_FROM_16f(vecs[5], vecs5); EIGEN_EXTRACT_8f_FROM_16f(vecs[6], vecs6); EIGEN_EXTRACT_8f_FROM_16f(vecs[7], vecs7); EIGEN_EXTRACT_8f_FROM_16f(vecs[8], vecs8); EIGEN_EXTRACT_8f_FROM_16f(vecs[9], vecs9); EIGEN_EXTRACT_8f_FROM_16f(vecs[10], vecs10); EIGEN_EXTRACT_8f_FROM_16f(vecs[11], vecs11); EIGEN_EXTRACT_8f_FROM_16f(vecs[12], vecs12); EIGEN_EXTRACT_8f_FROM_16f(vecs[13], vecs13); EIGEN_EXTRACT_8f_FROM_16f(vecs[14], vecs14); EIGEN_EXTRACT_8f_FROM_16f(vecs[15], vecs15); __m256 hsum1 = _mm256_hadd_ps(vecs0_0, vecs1_0); __m256 hsum2 = _mm256_hadd_ps(vecs2_0, vecs3_0); __m256 hsum3 = _mm256_hadd_ps(vecs4_0, vecs5_0); __m256 hsum4 = _mm256_hadd_ps(vecs6_0, vecs7_0); __m256 hsum5 = _mm256_hadd_ps(hsum1, hsum1); __m256 hsum6 = _mm256_hadd_ps(hsum2, hsum2); __m256 hsum7 = _mm256_hadd_ps(hsum3, hsum3); __m256 hsum8 = _mm256_hadd_ps(hsum4, hsum4); __m256 perm1 = _mm256_permute2f128_ps(hsum5, hsum5, 0x23); __m256 perm2 = _mm256_permute2f128_ps(hsum6, hsum6, 0x23); __m256 perm3 = _mm256_permute2f128_ps(hsum7, hsum7, 0x23); __m256 perm4 = _mm256_permute2f128_ps(hsum8, hsum8, 0x23); __m256 sum1 = _mm256_add_ps(perm1, hsum5); __m256 sum2 = _mm256_add_ps(perm2, hsum6); __m256 sum3 = _mm256_add_ps(perm3, hsum7); __m256 sum4 = _mm256_add_ps(perm4, hsum8); __m256 blend1 = _mm256_blend_ps(sum1, sum2, 0xcc); __m256 blend2 = _mm256_blend_ps(sum3, sum4, 0xcc); __m256 final = _mm256_blend_ps(blend1, blend2, 0xf0); hsum1 = _mm256_hadd_ps(vecs0_1, vecs1_1); hsum2 = _mm256_hadd_ps(vecs2_1, vecs3_1); hsum3 = _mm256_hadd_ps(vecs4_1, vecs5_1); hsum4 = _mm256_hadd_ps(vecs6_1, vecs7_1); hsum5 = _mm256_hadd_ps(hsum1, hsum1); hsum6 = _mm256_hadd_ps(hsum2, hsum2); hsum7 = _mm256_hadd_ps(hsum3, hsum3); hsum8 = _mm256_hadd_ps(hsum4, hsum4); perm1 = _mm256_permute2f128_ps(hsum5, hsum5, 0x23); perm2 = _mm256_permute2f128_ps(hsum6, hsum6, 0x23); perm3 = _mm256_permute2f128_ps(hsum7, hsum7, 0x23); perm4 = _mm256_permute2f128_ps(hsum8, hsum8, 0x23); sum1 = _mm256_add_ps(perm1, hsum5); sum2 = _mm256_add_ps(perm2, hsum6); sum3 = _mm256_add_ps(perm3, hsum7); sum4 = _mm256_add_ps(perm4, hsum8); blend1 = _mm256_blend_ps(sum1, sum2, 0xcc); blend2 = _mm256_blend_ps(sum3, sum4, 0xcc); final = _mm256_add_ps(final, _mm256_blend_ps(blend1, blend2, 0xf0)); hsum1 = _mm256_hadd_ps(vecs8_0, vecs9_0); hsum2 = _mm256_hadd_ps(vecs10_0, vecs11_0); hsum3 = _mm256_hadd_ps(vecs12_0, vecs13_0); hsum4 = _mm256_hadd_ps(vecs14_0, vecs15_0); hsum5 = _mm256_hadd_ps(hsum1, hsum1); hsum6 = _mm256_hadd_ps(hsum2, hsum2); hsum7 = _mm256_hadd_ps(hsum3, hsum3); hsum8 = _mm256_hadd_ps(hsum4, hsum4); perm1 = _mm256_permute2f128_ps(hsum5, hsum5, 0x23); perm2 = _mm256_permute2f128_ps(hsum6, hsum6, 0x23); perm3 = _mm256_permute2f128_ps(hsum7, hsum7, 0x23); perm4 = _mm256_permute2f128_ps(hsum8, hsum8, 0x23); sum1 = _mm256_add_ps(perm1, hsum5); sum2 = _mm256_add_ps(perm2, hsum6); sum3 = _mm256_add_ps(perm3, hsum7); sum4 = _mm256_add_ps(perm4, hsum8); blend1 = _mm256_blend_ps(sum1, sum2, 0xcc); blend2 = _mm256_blend_ps(sum3, sum4, 0xcc); __m256 final_1 = _mm256_blend_ps(blend1, blend2, 0xf0); hsum1 = _mm256_hadd_ps(vecs8_1, vecs9_1); hsum2 = _mm256_hadd_ps(vecs10_1, vecs11_1); hsum3 = _mm256_hadd_ps(vecs12_1, vecs13_1); hsum4 = _mm256_hadd_ps(vecs14_1, vecs15_1); hsum5 = _mm256_hadd_ps(hsum1, hsum1); hsum6 = _mm256_hadd_ps(hsum2, hsum2); hsum7 = _mm256_hadd_ps(hsum3, hsum3); hsum8 = _mm256_hadd_ps(hsum4, hsum4); perm1 = _mm256_permute2f128_ps(hsum5, hsum5, 0x23); perm2 = _mm256_permute2f128_ps(hsum6, hsum6, 0x23); perm3 = _mm256_permute2f128_ps(hsum7, hsum7, 0x23); perm4 = _mm256_permute2f128_ps(hsum8, hsum8, 0x23); sum1 = _mm256_add_ps(perm1, hsum5); sum2 = _mm256_add_ps(perm2, hsum6); sum3 = _mm256_add_ps(perm3, hsum7); sum4 = _mm256_add_ps(perm4, hsum8); blend1 = _mm256_blend_ps(sum1, sum2, 0xcc); blend2 = _mm256_blend_ps(sum3, sum4, 0xcc); final_1 = _mm256_add_ps(final_1, _mm256_blend_ps(blend1, blend2, 0xf0)); __m512 final_output; EIGEN_INSERT_8f_INTO_16f(final_output, final, final_1); return final_output; } template<> EIGEN_STRONG_INLINE Packet8d preduxp(const Packet8d* vecs) { Packet4d vecs0_0 = _mm512_extractf64x4_pd(vecs[0], 0); Packet4d vecs0_1 = _mm512_extractf64x4_pd(vecs[0], 1); Packet4d vecs1_0 = _mm512_extractf64x4_pd(vecs[1], 0); Packet4d vecs1_1 = _mm512_extractf64x4_pd(vecs[1], 1); Packet4d vecs2_0 = _mm512_extractf64x4_pd(vecs[2], 0); Packet4d vecs2_1 = _mm512_extractf64x4_pd(vecs[2], 1); Packet4d vecs3_0 = _mm512_extractf64x4_pd(vecs[3], 0); Packet4d vecs3_1 = _mm512_extractf64x4_pd(vecs[3], 1); Packet4d vecs4_0 = _mm512_extractf64x4_pd(vecs[4], 0); Packet4d vecs4_1 = _mm512_extractf64x4_pd(vecs[4], 1); Packet4d vecs5_0 = _mm512_extractf64x4_pd(vecs[5], 0); Packet4d vecs5_1 = _mm512_extractf64x4_pd(vecs[5], 1); Packet4d vecs6_0 = _mm512_extractf64x4_pd(vecs[6], 0); Packet4d vecs6_1 = _mm512_extractf64x4_pd(vecs[6], 1); Packet4d vecs7_0 = _mm512_extractf64x4_pd(vecs[7], 0); Packet4d vecs7_1 = _mm512_extractf64x4_pd(vecs[7], 1); Packet4d tmp0, tmp1; tmp0 = _mm256_hadd_pd(vecs0_0, vecs1_0); tmp0 = _mm256_add_pd(tmp0, _mm256_permute2f128_pd(tmp0, tmp0, 1)); tmp1 = _mm256_hadd_pd(vecs2_0, vecs3_0); tmp1 = _mm256_add_pd(tmp1, _mm256_permute2f128_pd(tmp1, tmp1, 1)); __m256d final_0 = _mm256_blend_pd(tmp0, tmp1, 0xC); tmp0 = _mm256_hadd_pd(vecs0_1, vecs1_1); tmp0 = _mm256_add_pd(tmp0, _mm256_permute2f128_pd(tmp0, tmp0, 1)); tmp1 = _mm256_hadd_pd(vecs2_1, vecs3_1); tmp1 = _mm256_add_pd(tmp1, _mm256_permute2f128_pd(tmp1, tmp1, 1)); final_0 = _mm256_add_pd(final_0, _mm256_blend_pd(tmp0, tmp1, 0xC)); tmp0 = _mm256_hadd_pd(vecs4_0, vecs5_0); tmp0 = _mm256_add_pd(tmp0, _mm256_permute2f128_pd(tmp0, tmp0, 1)); tmp1 = _mm256_hadd_pd(vecs6_0, vecs7_0); tmp1 = _mm256_add_pd(tmp1, _mm256_permute2f128_pd(tmp1, tmp1, 1)); __m256d final_1 = _mm256_blend_pd(tmp0, tmp1, 0xC); tmp0 = _mm256_hadd_pd(vecs4_1, vecs5_1); tmp0 = _mm256_add_pd(tmp0, _mm256_permute2f128_pd(tmp0, tmp0, 1)); tmp1 = _mm256_hadd_pd(vecs6_1, vecs7_1); tmp1 = _mm256_add_pd(tmp1, _mm256_permute2f128_pd(tmp1, tmp1, 1)); final_1 = _mm256_add_pd(final_1, _mm256_blend_pd(tmp0, tmp1, 0xC)); __m512d final_output = _mm512_insertf64x4(final_output, final_0, 0); return _mm512_insertf64x4(final_output, final_1, 1); } template <> EIGEN_STRONG_INLINE float predux(const Packet16f& a) { #ifdef EIGEN_VECTORIZE_AVX512DQ __m256 lane0 = _mm512_extractf32x8_ps(a, 0); __m256 lane1 = _mm512_extractf32x8_ps(a, 1); Packet8f x = _mm256_add_ps(lane0, lane1); return predux(x); #else __m128 lane0 = _mm512_extractf32x4_ps(a, 0); __m128 lane1 = _mm512_extractf32x4_ps(a, 1); __m128 lane2 = _mm512_extractf32x4_ps(a, 2); __m128 lane3 = _mm512_extractf32x4_ps(a, 3); __m128 sum = _mm_add_ps(_mm_add_ps(lane0, lane1), _mm_add_ps(lane2, lane3)); sum = _mm_hadd_ps(sum, sum); sum = _mm_hadd_ps(sum, _mm_permute_ps(sum, 1)); return _mm_cvtss_f32(sum); #endif } template <> EIGEN_STRONG_INLINE double predux(const Packet8d& a) { __m256d lane0 = _mm512_extractf64x4_pd(a, 0); __m256d lane1 = _mm512_extractf64x4_pd(a, 1); __m256d sum = _mm256_add_pd(lane0, lane1); __m256d tmp0 = _mm256_hadd_pd(sum, _mm256_permute2f128_pd(sum, sum, 1)); return _mm_cvtsd_f64(_mm256_castpd256_pd128(_mm256_hadd_pd(tmp0, tmp0))); } template <> EIGEN_STRONG_INLINE Packet8f predux_half_dowto4(const Packet16f& a) { #ifdef EIGEN_VECTORIZE_AVX512DQ __m256 lane0 = _mm512_extractf32x8_ps(a, 0); __m256 lane1 = _mm512_extractf32x8_ps(a, 1); return _mm256_add_ps(lane0, lane1); #else __m128 lane0 = _mm512_extractf32x4_ps(a, 0); __m128 lane1 = _mm512_extractf32x4_ps(a, 1); __m128 lane2 = _mm512_extractf32x4_ps(a, 2); __m128 lane3 = _mm512_extractf32x4_ps(a, 3); __m128 sum0 = _mm_add_ps(lane0, lane2); __m128 sum1 = _mm_add_ps(lane1, lane3); return _mm256_insertf128_ps(_mm256_castps128_ps256(sum0), sum1, 1); #endif } template <> EIGEN_STRONG_INLINE Packet4d predux_half_dowto4(const Packet8d& a) { __m256d lane0 = _mm512_extractf64x4_pd(a, 0); __m256d lane1 = _mm512_extractf64x4_pd(a, 1); __m256d res = _mm256_add_pd(lane0, lane1); return res; } template <> EIGEN_STRONG_INLINE float predux_mul(const Packet16f& a) { //#ifdef EIGEN_VECTORIZE_AVX512DQ #if 0 Packet8f lane0 = _mm512_extractf32x8_ps(a, 0); Packet8f lane1 = _mm512_extractf32x8_ps(a, 1); Packet8f res = pmul(lane0, lane1); res = pmul(res, _mm256_permute2f128_ps(res, res, 1)); res = pmul(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 3, 2))); return pfirst(pmul(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 0, 1)))); #else __m128 lane0 = _mm512_extractf32x4_ps(a, 0); __m128 lane1 = _mm512_extractf32x4_ps(a, 1); __m128 lane2 = _mm512_extractf32x4_ps(a, 2); __m128 lane3 = _mm512_extractf32x4_ps(a, 3); __m128 res = pmul(pmul(lane0, lane1), pmul(lane2, lane3)); res = pmul(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 3, 2))); return pfirst(pmul(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 0, 1)))); #endif } template <> EIGEN_STRONG_INLINE double predux_mul(const Packet8d& a) { __m256d lane0 = _mm512_extractf64x4_pd(a, 0); __m256d lane1 = _mm512_extractf64x4_pd(a, 1); __m256d res = pmul(lane0, lane1); res = pmul(res, _mm256_permute2f128_pd(res, res, 1)); return pfirst(pmul(res, _mm256_shuffle_pd(res, res, 1))); } template <> EIGEN_STRONG_INLINE float predux_min(const Packet16f& a) { __m128 lane0 = _mm512_extractf32x4_ps(a, 0); __m128 lane1 = _mm512_extractf32x4_ps(a, 1); __m128 lane2 = _mm512_extractf32x4_ps(a, 2); __m128 lane3 = _mm512_extractf32x4_ps(a, 3); __m128 res = _mm_min_ps(_mm_min_ps(lane0, lane1), _mm_min_ps(lane2, lane3)); res = _mm_min_ps(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 3, 2))); return pfirst(_mm_min_ps(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 0, 1)))); } template <> EIGEN_STRONG_INLINE double predux_min(const Packet8d& a) { __m256d lane0 = _mm512_extractf64x4_pd(a, 0); __m256d lane1 = _mm512_extractf64x4_pd(a, 1); __m256d res = _mm256_min_pd(lane0, lane1); res = _mm256_min_pd(res, _mm256_permute2f128_pd(res, res, 1)); return pfirst(_mm256_min_pd(res, _mm256_shuffle_pd(res, res, 1))); } template <> EIGEN_STRONG_INLINE float predux_max(const Packet16f& a) { __m128 lane0 = _mm512_extractf32x4_ps(a, 0); __m128 lane1 = _mm512_extractf32x4_ps(a, 1); __m128 lane2 = _mm512_extractf32x4_ps(a, 2); __m128 lane3 = _mm512_extractf32x4_ps(a, 3); __m128 res = _mm_max_ps(_mm_max_ps(lane0, lane1), _mm_max_ps(lane2, lane3)); res = _mm_max_ps(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 3, 2))); return pfirst(_mm_max_ps(res, _mm_permute_ps(res, _MM_SHUFFLE(0, 0, 0, 1)))); } template <> EIGEN_STRONG_INLINE double predux_max(const Packet8d& a) { __m256d lane0 = _mm512_extractf64x4_pd(a, 0); __m256d lane1 = _mm512_extractf64x4_pd(a, 1); __m256d res = _mm256_max_pd(lane0, lane1); res = _mm256_max_pd(res, _mm256_permute2f128_pd(res, res, 1)); return pfirst(_mm256_max_pd(res, _mm256_shuffle_pd(res, res, 1))); } template struct palign_impl { static EIGEN_STRONG_INLINE void run(Packet16f& first, const Packet16f& second) { if (Offset != 0) { __m512i first_idx = _mm512_set_epi32( Offset + 15, Offset + 14, Offset + 13, Offset + 12, Offset + 11, Offset + 10, Offset + 9, Offset + 8, Offset + 7, Offset + 6, Offset + 5, Offset + 4, Offset + 3, Offset + 2, Offset + 1, Offset); __m512i second_idx = _mm512_set_epi32(Offset - 1, Offset - 2, Offset - 3, Offset - 4, Offset - 5, Offset - 6, Offset - 7, Offset - 8, Offset - 9, Offset - 10, Offset - 11, Offset - 12, Offset - 13, Offset - 14, Offset - 15, Offset - 16); unsigned short mask = 0xFFFF; mask <<= (16 - Offset); first = _mm512_permutexvar_ps(first_idx, first); Packet16f tmp = _mm512_permutexvar_ps(second_idx, second); first = _mm512_mask_blend_ps(mask, first, tmp); } } }; template struct palign_impl { static EIGEN_STRONG_INLINE void run(Packet8d& first, const Packet8d& second) { if (Offset != 0) { __m512i first_idx = _mm512_set_epi32( 0, Offset + 7, 0, Offset + 6, 0, Offset + 5, 0, Offset + 4, 0, Offset + 3, 0, Offset + 2, 0, Offset + 1, 0, Offset); __m512i second_idx = _mm512_set_epi32( 0, Offset - 1, 0, Offset - 2, 0, Offset - 3, 0, Offset - 4, 0, Offset - 5, 0, Offset - 6, 0, Offset - 7, 0, Offset - 8); unsigned char mask = 0xFF; mask <<= (8 - Offset); first = _mm512_permutexvar_pd(first_idx, first); Packet8d tmp = _mm512_permutexvar_pd(second_idx, second); first = _mm512_mask_blend_pd(mask, first, tmp); } } }; #define PACK_OUTPUT(OUTPUT, INPUT, INDEX, STRIDE) \ EIGEN_INSERT_8f_INTO_16f(OUTPUT[INDEX], INPUT[INDEX], INPUT[INDEX + STRIDE]); EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock& kernel) { __m512 T0 = _mm512_unpacklo_ps(kernel.packet[0], kernel.packet[1]); __m512 T1 = _mm512_unpackhi_ps(kernel.packet[0], kernel.packet[1]); __m512 T2 = _mm512_unpacklo_ps(kernel.packet[2], kernel.packet[3]); __m512 T3 = _mm512_unpackhi_ps(kernel.packet[2], kernel.packet[3]); __m512 T4 = _mm512_unpacklo_ps(kernel.packet[4], kernel.packet[5]); __m512 T5 = _mm512_unpackhi_ps(kernel.packet[4], kernel.packet[5]); __m512 T6 = _mm512_unpacklo_ps(kernel.packet[6], kernel.packet[7]); __m512 T7 = _mm512_unpackhi_ps(kernel.packet[6], kernel.packet[7]); __m512 T8 = _mm512_unpacklo_ps(kernel.packet[8], kernel.packet[9]); __m512 T9 = _mm512_unpackhi_ps(kernel.packet[8], kernel.packet[9]); __m512 T10 = _mm512_unpacklo_ps(kernel.packet[10], kernel.packet[11]); __m512 T11 = _mm512_unpackhi_ps(kernel.packet[10], kernel.packet[11]); __m512 T12 = _mm512_unpacklo_ps(kernel.packet[12], kernel.packet[13]); __m512 T13 = _mm512_unpackhi_ps(kernel.packet[12], kernel.packet[13]); __m512 T14 = _mm512_unpacklo_ps(kernel.packet[14], kernel.packet[15]); __m512 T15 = _mm512_unpackhi_ps(kernel.packet[14], kernel.packet[15]); __m512 S0 = _mm512_shuffle_ps(T0, T2, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S1 = _mm512_shuffle_ps(T0, T2, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S2 = _mm512_shuffle_ps(T1, T3, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S3 = _mm512_shuffle_ps(T1, T3, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S4 = _mm512_shuffle_ps(T4, T6, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S5 = _mm512_shuffle_ps(T4, T6, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S6 = _mm512_shuffle_ps(T5, T7, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S7 = _mm512_shuffle_ps(T5, T7, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S8 = _mm512_shuffle_ps(T8, T10, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S9 = _mm512_shuffle_ps(T8, T10, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S10 = _mm512_shuffle_ps(T9, T11, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S11 = _mm512_shuffle_ps(T9, T11, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S12 = _mm512_shuffle_ps(T12, T14, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S13 = _mm512_shuffle_ps(T12, T14, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S14 = _mm512_shuffle_ps(T13, T15, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S15 = _mm512_shuffle_ps(T13, T15, _MM_SHUFFLE(3, 2, 3, 2)); EIGEN_EXTRACT_8f_FROM_16f(S0, S0); EIGEN_EXTRACT_8f_FROM_16f(S1, S1); EIGEN_EXTRACT_8f_FROM_16f(S2, S2); EIGEN_EXTRACT_8f_FROM_16f(S3, S3); EIGEN_EXTRACT_8f_FROM_16f(S4, S4); EIGEN_EXTRACT_8f_FROM_16f(S5, S5); EIGEN_EXTRACT_8f_FROM_16f(S6, S6); EIGEN_EXTRACT_8f_FROM_16f(S7, S7); EIGEN_EXTRACT_8f_FROM_16f(S8, S8); EIGEN_EXTRACT_8f_FROM_16f(S9, S9); EIGEN_EXTRACT_8f_FROM_16f(S10, S10); EIGEN_EXTRACT_8f_FROM_16f(S11, S11); EIGEN_EXTRACT_8f_FROM_16f(S12, S12); EIGEN_EXTRACT_8f_FROM_16f(S13, S13); EIGEN_EXTRACT_8f_FROM_16f(S14, S14); EIGEN_EXTRACT_8f_FROM_16f(S15, S15); PacketBlock tmp; tmp.packet[0] = _mm256_permute2f128_ps(S0_0, S4_0, 0x20); tmp.packet[1] = _mm256_permute2f128_ps(S1_0, S5_0, 0x20); tmp.packet[2] = _mm256_permute2f128_ps(S2_0, S6_0, 0x20); tmp.packet[3] = _mm256_permute2f128_ps(S3_0, S7_0, 0x20); tmp.packet[4] = _mm256_permute2f128_ps(S0_0, S4_0, 0x31); tmp.packet[5] = _mm256_permute2f128_ps(S1_0, S5_0, 0x31); tmp.packet[6] = _mm256_permute2f128_ps(S2_0, S6_0, 0x31); tmp.packet[7] = _mm256_permute2f128_ps(S3_0, S7_0, 0x31); tmp.packet[8] = _mm256_permute2f128_ps(S0_1, S4_1, 0x20); tmp.packet[9] = _mm256_permute2f128_ps(S1_1, S5_1, 0x20); tmp.packet[10] = _mm256_permute2f128_ps(S2_1, S6_1, 0x20); tmp.packet[11] = _mm256_permute2f128_ps(S3_1, S7_1, 0x20); tmp.packet[12] = _mm256_permute2f128_ps(S0_1, S4_1, 0x31); tmp.packet[13] = _mm256_permute2f128_ps(S1_1, S5_1, 0x31); tmp.packet[14] = _mm256_permute2f128_ps(S2_1, S6_1, 0x31); tmp.packet[15] = _mm256_permute2f128_ps(S3_1, S7_1, 0x31); // Second set of _m256 outputs tmp.packet[16] = _mm256_permute2f128_ps(S8_0, S12_0, 0x20); tmp.packet[17] = _mm256_permute2f128_ps(S9_0, S13_0, 0x20); tmp.packet[18] = _mm256_permute2f128_ps(S10_0, S14_0, 0x20); tmp.packet[19] = _mm256_permute2f128_ps(S11_0, S15_0, 0x20); tmp.packet[20] = _mm256_permute2f128_ps(S8_0, S12_0, 0x31); tmp.packet[21] = _mm256_permute2f128_ps(S9_0, S13_0, 0x31); tmp.packet[22] = _mm256_permute2f128_ps(S10_0, S14_0, 0x31); tmp.packet[23] = _mm256_permute2f128_ps(S11_0, S15_0, 0x31); tmp.packet[24] = _mm256_permute2f128_ps(S8_1, S12_1, 0x20); tmp.packet[25] = _mm256_permute2f128_ps(S9_1, S13_1, 0x20); tmp.packet[26] = _mm256_permute2f128_ps(S10_1, S14_1, 0x20); tmp.packet[27] = _mm256_permute2f128_ps(S11_1, S15_1, 0x20); tmp.packet[28] = _mm256_permute2f128_ps(S8_1, S12_1, 0x31); tmp.packet[29] = _mm256_permute2f128_ps(S9_1, S13_1, 0x31); tmp.packet[30] = _mm256_permute2f128_ps(S10_1, S14_1, 0x31); tmp.packet[31] = _mm256_permute2f128_ps(S11_1, S15_1, 0x31); // Pack them into the output PACK_OUTPUT(kernel.packet, tmp.packet, 0, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 1, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 2, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 3, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 4, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 5, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 6, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 7, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 8, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 9, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 10, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 11, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 12, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 13, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 14, 16); PACK_OUTPUT(kernel.packet, tmp.packet, 15, 16); } #define PACK_OUTPUT_2(OUTPUT, INPUT, INDEX, STRIDE) \ EIGEN_INSERT_8f_INTO_16f(OUTPUT[INDEX], INPUT[2 * INDEX], \ INPUT[2 * INDEX + STRIDE]); EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock& kernel) { __m512 T0 = _mm512_unpacklo_ps(kernel.packet[0], kernel.packet[1]); __m512 T1 = _mm512_unpackhi_ps(kernel.packet[0], kernel.packet[1]); __m512 T2 = _mm512_unpacklo_ps(kernel.packet[2], kernel.packet[3]); __m512 T3 = _mm512_unpackhi_ps(kernel.packet[2], kernel.packet[3]); __m512 S0 = _mm512_shuffle_ps(T0, T2, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S1 = _mm512_shuffle_ps(T0, T2, _MM_SHUFFLE(3, 2, 3, 2)); __m512 S2 = _mm512_shuffle_ps(T1, T3, _MM_SHUFFLE(1, 0, 1, 0)); __m512 S3 = _mm512_shuffle_ps(T1, T3, _MM_SHUFFLE(3, 2, 3, 2)); EIGEN_EXTRACT_8f_FROM_16f(S0, S0); EIGEN_EXTRACT_8f_FROM_16f(S1, S1); EIGEN_EXTRACT_8f_FROM_16f(S2, S2); EIGEN_EXTRACT_8f_FROM_16f(S3, S3); PacketBlock tmp; tmp.packet[0] = _mm256_permute2f128_ps(S0_0, S1_0, 0x20); tmp.packet[1] = _mm256_permute2f128_ps(S2_0, S3_0, 0x20); tmp.packet[2] = _mm256_permute2f128_ps(S0_0, S1_0, 0x31); tmp.packet[3] = _mm256_permute2f128_ps(S2_0, S3_0, 0x31); tmp.packet[4] = _mm256_permute2f128_ps(S0_1, S1_1, 0x20); tmp.packet[5] = _mm256_permute2f128_ps(S2_1, S3_1, 0x20); tmp.packet[6] = _mm256_permute2f128_ps(S0_1, S1_1, 0x31); tmp.packet[7] = _mm256_permute2f128_ps(S2_1, S3_1, 0x31); PACK_OUTPUT_2(kernel.packet, tmp.packet, 0, 1); PACK_OUTPUT_2(kernel.packet, tmp.packet, 1, 1); PACK_OUTPUT_2(kernel.packet, tmp.packet, 2, 1); PACK_OUTPUT_2(kernel.packet, tmp.packet, 3, 1); } #define PACK_OUTPUT_SQ_D(OUTPUT, INPUT, INDEX, STRIDE) \ OUTPUT[INDEX] = _mm512_insertf64x4(OUTPUT[INDEX], INPUT[INDEX], 0); \ OUTPUT[INDEX] = _mm512_insertf64x4(OUTPUT[INDEX], INPUT[INDEX + STRIDE], 1); #define PACK_OUTPUT_D(OUTPUT, INPUT, INDEX, STRIDE) \ OUTPUT[INDEX] = _mm512_insertf64x4(OUTPUT[INDEX], INPUT[(2 * INDEX)], 0); \ OUTPUT[INDEX] = \ _mm512_insertf64x4(OUTPUT[INDEX], INPUT[(2 * INDEX) + STRIDE], 1); EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock& kernel) { __m512d T0 = _mm512_shuffle_pd(kernel.packet[0], kernel.packet[1], 0); __m512d T1 = _mm512_shuffle_pd(kernel.packet[0], kernel.packet[1], 0xff); __m512d T2 = _mm512_shuffle_pd(kernel.packet[2], kernel.packet[3], 0); __m512d T3 = _mm512_shuffle_pd(kernel.packet[2], kernel.packet[3], 0xff); PacketBlock tmp; tmp.packet[0] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 0), _mm512_extractf64x4_pd(T2, 0), 0x20); tmp.packet[1] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 0), _mm512_extractf64x4_pd(T3, 0), 0x20); tmp.packet[2] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 0), _mm512_extractf64x4_pd(T2, 0), 0x31); tmp.packet[3] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 0), _mm512_extractf64x4_pd(T3, 0), 0x31); tmp.packet[4] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 1), _mm512_extractf64x4_pd(T2, 1), 0x20); tmp.packet[5] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 1), _mm512_extractf64x4_pd(T3, 1), 0x20); tmp.packet[6] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 1), _mm512_extractf64x4_pd(T2, 1), 0x31); tmp.packet[7] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 1), _mm512_extractf64x4_pd(T3, 1), 0x31); PACK_OUTPUT_D(kernel.packet, tmp.packet, 0, 1); PACK_OUTPUT_D(kernel.packet, tmp.packet, 1, 1); PACK_OUTPUT_D(kernel.packet, tmp.packet, 2, 1); PACK_OUTPUT_D(kernel.packet, tmp.packet, 3, 1); } EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock& kernel) { __m512d T0 = _mm512_unpacklo_pd(kernel.packet[0], kernel.packet[1]); __m512d T1 = _mm512_unpackhi_pd(kernel.packet[0], kernel.packet[1]); __m512d T2 = _mm512_unpacklo_pd(kernel.packet[2], kernel.packet[3]); __m512d T3 = _mm512_unpackhi_pd(kernel.packet[2], kernel.packet[3]); __m512d T4 = _mm512_unpacklo_pd(kernel.packet[4], kernel.packet[5]); __m512d T5 = _mm512_unpackhi_pd(kernel.packet[4], kernel.packet[5]); __m512d T6 = _mm512_unpacklo_pd(kernel.packet[6], kernel.packet[7]); __m512d T7 = _mm512_unpackhi_pd(kernel.packet[6], kernel.packet[7]); PacketBlock tmp; tmp.packet[0] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 0), _mm512_extractf64x4_pd(T2, 0), 0x20); tmp.packet[1] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 0), _mm512_extractf64x4_pd(T3, 0), 0x20); tmp.packet[2] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 0), _mm512_extractf64x4_pd(T2, 0), 0x31); tmp.packet[3] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 0), _mm512_extractf64x4_pd(T3, 0), 0x31); tmp.packet[4] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 1), _mm512_extractf64x4_pd(T2, 1), 0x20); tmp.packet[5] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 1), _mm512_extractf64x4_pd(T3, 1), 0x20); tmp.packet[6] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T0, 1), _mm512_extractf64x4_pd(T2, 1), 0x31); tmp.packet[7] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T1, 1), _mm512_extractf64x4_pd(T3, 1), 0x31); tmp.packet[8] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T4, 0), _mm512_extractf64x4_pd(T6, 0), 0x20); tmp.packet[9] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T5, 0), _mm512_extractf64x4_pd(T7, 0), 0x20); tmp.packet[10] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T4, 0), _mm512_extractf64x4_pd(T6, 0), 0x31); tmp.packet[11] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T5, 0), _mm512_extractf64x4_pd(T7, 0), 0x31); tmp.packet[12] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T4, 1), _mm512_extractf64x4_pd(T6, 1), 0x20); tmp.packet[13] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T5, 1), _mm512_extractf64x4_pd(T7, 1), 0x20); tmp.packet[14] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T4, 1), _mm512_extractf64x4_pd(T6, 1), 0x31); tmp.packet[15] = _mm256_permute2f128_pd(_mm512_extractf64x4_pd(T5, 1), _mm512_extractf64x4_pd(T7, 1), 0x31); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 0, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 1, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 2, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 3, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 4, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 5, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 6, 8); PACK_OUTPUT_SQ_D(kernel.packet, tmp.packet, 7, 8); } template <> EIGEN_STRONG_INLINE Packet16f pblend(const Selector<16>& /*ifPacket*/, const Packet16f& /*thenPacket*/, const Packet16f& /*elsePacket*/) { assert(false && "To be implemented"); return Packet16f(); } template <> EIGEN_STRONG_INLINE Packet8d pblend(const Selector<8>& ifPacket, const Packet8d& thenPacket, const Packet8d& elsePacket) { __mmask8 m = (ifPacket.select[0] ) | (ifPacket.select[1]<<1) | (ifPacket.select[2]<<2) | (ifPacket.select[3]<<3) | (ifPacket.select[4]<<4) | (ifPacket.select[5]<<5) | (ifPacket.select[6]<<6) | (ifPacket.select[7]<<7); return _mm512_mask_blend_pd(m, elsePacket, thenPacket); } template<> EIGEN_STRONG_INLINE Packet16f pinsertfirst(const Packet16f& a, float b) { return _mm512_mask_broadcastss_ps(a, (1), _mm_load_ss(&b)); } template<> EIGEN_STRONG_INLINE Packet8d pinsertfirst(const Packet8d& a, double b) { return _mm512_mask_broadcastsd_pd(a, (1), _mm_load_sd(&b)); } template<> EIGEN_STRONG_INLINE Packet16f pinsertlast(const Packet16f& a, float b) { return _mm512_mask_broadcastss_ps(a, (1<<15), _mm_load_ss(&b)); } template<> EIGEN_STRONG_INLINE Packet8d pinsertlast(const Packet8d& a, double b) { return _mm512_mask_broadcastsd_pd(a, (1<<7), _mm_load_sd(&b)); } } // end namespace internal } // end namespace Eigen #endif // EIGEN_PACKET_MATH_AVX512_H