|  | // This file is part of Eigen, a lightweight C++ template library | 
|  | // for linear algebra. | 
|  | // | 
|  | // | 
|  | // | 
|  | // 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_FP16_AVX512_H | 
|  | #define EIGEN_PACKET_MATH_FP16_AVX512_H | 
|  |  | 
|  | #include "../../InternalHeaderCheck.h" | 
|  |  | 
|  | namespace Eigen { | 
|  |  | 
|  | namespace internal { | 
|  |  | 
|  | typedef __m512h Packet32h; | 
|  | typedef eigen_packet_wrapper<__m256i, 1> Packet16h; | 
|  | typedef eigen_packet_wrapper<__m128i, 2> Packet8h; | 
|  |  | 
|  | template <> | 
|  | struct is_arithmetic<Packet8h> { | 
|  | enum { value = true }; | 
|  | }; | 
|  |  | 
|  | template <> | 
|  | struct packet_traits<half> : default_packet_traits { | 
|  | typedef Packet32h type; | 
|  | typedef Packet16h half; | 
|  | enum { | 
|  | Vectorizable = 1, | 
|  | AlignedOnScalar = 1, | 
|  | size = 32, | 
|  | HasHalfPacket = 1, | 
|  |  | 
|  | HasCmp = 1, | 
|  | HasAdd = 1, | 
|  | HasSub = 1, | 
|  | HasMul = 1, | 
|  | HasDiv = 1, | 
|  | HasNegate = 1, | 
|  | HasAbs = 1, | 
|  | HasAbs2 = 0, | 
|  | HasMin = 1, | 
|  | HasMax = 1, | 
|  | HasConj = 1, | 
|  | HasSetLinear = 0, | 
|  | HasLog = 1, | 
|  | HasLog1p = 1, | 
|  | HasExp = 1, | 
|  | HasExpm1 = 1, | 
|  | HasSqrt = 1, | 
|  | HasRsqrt = 1, | 
|  | // These ones should be implemented in future | 
|  | HasBessel = 0, | 
|  | HasNdtri = 0, | 
|  | HasSin = EIGEN_FAST_MATH, | 
|  | HasCos = EIGEN_FAST_MATH, | 
|  | HasTanh = EIGEN_FAST_MATH, | 
|  | HasErf = 0,  // EIGEN_FAST_MATH, | 
|  | HasBlend = 0, | 
|  | HasRound = 1, | 
|  | HasFloor = 1, | 
|  | HasCeil = 1, | 
|  | HasRint = 1 | 
|  | }; | 
|  | }; | 
|  |  | 
|  | template <> | 
|  | struct unpacket_traits<Packet32h> { | 
|  | typedef Eigen::half type; | 
|  | typedef Packet16h half; | 
|  | enum { | 
|  | size = 32, | 
|  | alignment = Aligned64, | 
|  | vectorizable = true, | 
|  | masked_load_available = false, | 
|  | masked_store_available = false | 
|  | }; | 
|  | }; | 
|  |  | 
|  | template <> | 
|  | struct unpacket_traits<Packet16h> { | 
|  | typedef Eigen::half type; | 
|  | typedef Packet8h half; | 
|  | enum { | 
|  | size = 16, | 
|  | alignment = Aligned32, | 
|  | vectorizable = true, | 
|  | masked_load_available = false, | 
|  | masked_store_available = false | 
|  | }; | 
|  | }; | 
|  |  | 
|  | template <> | 
|  | struct unpacket_traits<Packet8h> { | 
|  | typedef Eigen::half type; | 
|  | typedef Packet8h half; | 
|  | enum { | 
|  | size = 8, | 
|  | alignment = Aligned16, | 
|  | vectorizable = true, | 
|  | masked_load_available = false, | 
|  | masked_store_available = false | 
|  | }; | 
|  | }; | 
|  |  | 
|  | // Memory functions | 
|  |  | 
|  | // pset1 | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pset1<Packet32h>(const Eigen::half& from) { | 
|  | return _mm512_set1_ph(static_cast<_Float16>(from)); | 
|  | } | 
|  |  | 
|  | // pset1frombits | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pset1frombits<Packet32h>(unsigned short from) { | 
|  | return _mm512_castsi512_ph(_mm512_set1_epi16(from)); | 
|  | } | 
|  |  | 
|  | // pfirst | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Eigen::half pfirst<Packet32h>(const Packet32h& from) { | 
|  | #ifdef EIGEN_VECTORIZE_AVX512DQ | 
|  | return half_impl::raw_uint16_to_half( | 
|  | static_cast<unsigned short>(_mm256_extract_epi16( | 
|  | _mm512_extracti32x8_epi32(_mm512_castph_si512(from), 0), 0))); | 
|  | #else | 
|  | Eigen::half dest[32]; | 
|  | _mm512_storeu_ph(dest, from); | 
|  | return dest[0]; | 
|  | #endif | 
|  | } | 
|  |  | 
|  | // pload | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pload<Packet32h>(const Eigen::half* from) { | 
|  | EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_ph(from); | 
|  | } | 
|  |  | 
|  | // ploadu | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h ploadu<Packet32h>(const Eigen::half* from) { | 
|  | EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_ph(from); | 
|  | } | 
|  |  | 
|  | // pstore | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE void pstore<half>(Eigen::half* to, const Packet32h& from) { | 
|  | EIGEN_DEBUG_ALIGNED_STORE _mm512_store_ph(to, from); | 
|  | } | 
|  |  | 
|  | // pstoreu | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE void pstoreu<half>(Eigen::half* to, const Packet32h& from) { | 
|  | EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_ph(to, from); | 
|  | } | 
|  |  | 
|  | // ploaddup | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h ploaddup<Packet32h>(const Eigen::half* from) { | 
|  | __m512h a = _mm512_castph256_ph512(_mm256_loadu_ph(from)); | 
|  | return _mm512_permutexvar_ph( | 
|  | _mm512_set_epi16(15, 15, 14, 14, 13, 13, 12, 12, 11, 11, 10, 10, 9, 9, 8, | 
|  | 8, 7, 7, 6, 6, 5, 5, 4, 4, 3, 3, 2, 2, 1, 1, 0, 0), | 
|  | a); | 
|  | } | 
|  |  | 
|  | // ploadquad | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h ploadquad<Packet32h>(const Eigen::half* from) { | 
|  | __m512h a = _mm512_castph128_ph512(_mm_loadu_ph(from)); | 
|  | return _mm512_permutexvar_ph( | 
|  | _mm512_set_epi16(7, 7, 7, 7, 6, 6, 6, 6, 5, 5, 5, 5, 4, 4, 4, 4, 3, 3, 3, | 
|  | 3, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0), | 
|  | a); | 
|  | } | 
|  |  | 
|  | // pabs | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pabs<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_abs_ph(a); | 
|  | } | 
|  |  | 
|  | // psignbit | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h psignbit<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_castsi512_ph(_mm512_srai_epi16(_mm512_castph_si512(a), 15)); | 
|  | } | 
|  |  | 
|  | // pmin | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pmin<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | return _mm512_min_ph(a, b); | 
|  | } | 
|  |  | 
|  | // pmax | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pmax<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | return _mm512_max_ph(a, b); | 
|  | } | 
|  |  | 
|  | // plset | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h plset<Packet32h>(const half& a) { | 
|  | return _mm512_add_ph( | 
|  | _mm512_set1_ph(a), | 
|  | _mm512_set_ph(31.0f, 30.0f, 29.0f, 28.0f, 27.0f, 26.0f, 25.0f, 24.0f, | 
|  | 23.0f, 22.0f, 21.0f, 20.0f, 19.0f, 18.0f, 17.0f, 16.0f, | 
|  | 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)); | 
|  | } | 
|  |  | 
|  | // por | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h por(const Packet32h& a, const Packet32h& b) { | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_or_si512(_mm512_castph_si512(a), _mm512_castph_si512(b))); | 
|  | } | 
|  |  | 
|  | // pxor | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pxor(const Packet32h& a, const Packet32h& b) { | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_xor_si512(_mm512_castph_si512(a), _mm512_castph_si512(b))); | 
|  | } | 
|  |  | 
|  | // pand | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pand(const Packet32h& a, const Packet32h& b) { | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_and_si512(_mm512_castph_si512(a), _mm512_castph_si512(b))); | 
|  | } | 
|  |  | 
|  | // pandnot | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pandnot(const Packet32h& a, const Packet32h& b) { | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_andnot_si512(_mm512_castph_si512(b), _mm512_castph_si512(a))); | 
|  | } | 
|  |  | 
|  | // pselect | 
|  |  | 
|  | template <> | 
|  | EIGEN_DEVICE_FUNC inline Packet32h pselect(const Packet32h& mask, | 
|  | const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | __mmask32 mask32 = _mm512_cmp_epi16_mask( | 
|  | _mm512_castph_si512(mask), _mm512_setzero_epi32(), _MM_CMPINT_EQ); | 
|  | return _mm512_mask_blend_ph(mask32, a, b); | 
|  | } | 
|  |  | 
|  | // pcmp_eq | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pcmp_eq(const Packet32h& a, const Packet32h& b) { | 
|  | __mmask32 mask = _mm512_cmp_ph_mask(a, b, _CMP_EQ_OQ); | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_mask_set1_epi16(_mm512_set1_epi32(0), mask, 0xffffu)); | 
|  | } | 
|  |  | 
|  | // pcmp_le | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pcmp_le(const Packet32h& a, const Packet32h& b) { | 
|  | __mmask32 mask = _mm512_cmp_ph_mask(a, b, _CMP_LE_OQ); | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_mask_set1_epi16(_mm512_set1_epi32(0), mask, 0xffffu)); | 
|  | } | 
|  |  | 
|  | // pcmp_lt | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pcmp_lt(const Packet32h& a, const Packet32h& b) { | 
|  | __mmask32 mask = _mm512_cmp_ph_mask(a, b, _CMP_LT_OQ); | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_mask_set1_epi16(_mm512_set1_epi32(0), mask, 0xffffu)); | 
|  | } | 
|  |  | 
|  | // pcmp_lt_or_nan | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pcmp_lt_or_nan(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | __mmask32 mask = _mm512_cmp_ph_mask(a, b, _CMP_NGE_UQ); | 
|  | return _mm512_castsi512_ph( | 
|  | _mm512_mask_set1_epi16(_mm512_set1_epi16(0), mask, 0xffffu)); | 
|  | } | 
|  |  | 
|  | // padd | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h padd<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | return _mm512_add_ph(a, b); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h padd<Packet16h>(const Packet16h& a, | 
|  | const Packet16h& b) { | 
|  | return _mm256_castph_si256( | 
|  | _mm256_add_ph(_mm256_castsi256_ph(a), _mm256_castsi256_ph(b))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h padd<Packet8h>(const Packet8h& a, | 
|  | const Packet8h& b) { | 
|  | return _mm_castph_si128(_mm_add_ph(_mm_castsi128_ph(a), _mm_castsi128_ph(b))); | 
|  | } | 
|  |  | 
|  | // psub | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h psub<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | return _mm512_sub_ph(a, b); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h psub<Packet16h>(const Packet16h& a, | 
|  | const Packet16h& b) { | 
|  | return _mm256_castph_si256( | 
|  | _mm256_sub_ph(_mm256_castsi256_ph(a), _mm256_castsi256_ph(b))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h psub<Packet8h>(const Packet8h& a, | 
|  | const Packet8h& b) { | 
|  | return _mm_castph_si128(_mm_sub_ph(_mm_castsi128_ph(a), _mm_castsi128_ph(b))); | 
|  | } | 
|  |  | 
|  | // pmul | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pmul<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | return _mm512_mul_ph(a, b); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pmul<Packet16h>(const Packet16h& a, | 
|  | const Packet16h& b) { | 
|  | return _mm256_castph_si256( | 
|  | _mm256_mul_ph(_mm256_castsi256_ph(a), _mm256_castsi256_ph(b))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h pmul<Packet8h>(const Packet8h& a, | 
|  | const Packet8h& b) { | 
|  | return _mm_castph_si128(_mm_mul_ph(_mm_castsi128_ph(a), _mm_castsi128_ph(b))); | 
|  | } | 
|  |  | 
|  | // pdiv | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pdiv<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& b) { | 
|  | return _mm512_div_ph(a, b); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pdiv<Packet16h>(const Packet16h& a, | 
|  | const Packet16h& b) { | 
|  | return _mm256_castph_si256( | 
|  | _mm256_div_ph(_mm256_castsi256_ph(a), _mm256_castsi256_ph(b))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h pdiv<Packet8h>(const Packet8h& a, | 
|  | const Packet8h& b) { | 
|  | return _mm_castph_si128(_mm_div_ph(_mm_castsi128_ph(a), _mm_castsi128_ph(b))); | 
|  | } | 
|  |  | 
|  | // pround | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pround<Packet32h>(const Packet32h& a) { | 
|  | // Work-around for default std::round rounding mode. | 
|  |  | 
|  | // Mask for the sign bit | 
|  | const Packet32h signMask = | 
|  | pset1frombits<Packet32h>(static_cast<numext::uint16_t>(0x8000u)); | 
|  | // The largest half-preicision float less than 0.5 | 
|  | const Packet32h prev0dot5 = | 
|  | pset1frombits<Packet32h>(static_cast<numext::uint16_t>(0x37FFu)); | 
|  |  | 
|  | return _mm512_roundscale_ph(padd(por(pand(a, signMask), prev0dot5), a), | 
|  | _MM_FROUND_TO_ZERO); | 
|  | } | 
|  |  | 
|  | // print | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h print<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_roundscale_ph(a, _MM_FROUND_CUR_DIRECTION); | 
|  | } | 
|  |  | 
|  | // pceil | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pceil<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_roundscale_ph(a, _MM_FROUND_TO_POS_INF); | 
|  | } | 
|  |  | 
|  | // pfloor | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pfloor<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_roundscale_ph(a, _MM_FROUND_TO_NEG_INF); | 
|  | } | 
|  |  | 
|  | // predux | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE half predux<Packet32h>(const Packet32h& a) { | 
|  | return (half)_mm512_reduce_add_ph(a); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE half predux<Packet16h>(const Packet16h& a) { | 
|  | return (half)_mm256_reduce_add_ph(_mm256_castsi256_ph(a)); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE half predux<Packet8h>(const Packet8h& a) { | 
|  | return (half)_mm_reduce_add_ph(_mm_castsi128_ph(a)); | 
|  | } | 
|  |  | 
|  | // predux_half_dowto4 | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h | 
|  | predux_half_dowto4<Packet32h>(const Packet32h& a) { | 
|  | #ifdef EIGEN_VECTORIZE_AVX512DQ | 
|  | __m256i lowHalf = | 
|  | _mm256_castps_si256(_mm512_extractf32x8_ps(_mm512_castph_ps(a), 0)); | 
|  | __m256i highHalf = | 
|  | _mm256_castps_si256(_mm512_extractf32x8_ps(_mm512_castph_ps(a), 1)); | 
|  |  | 
|  | return Packet16h(padd<Packet16h>(lowHalf, highHalf)); | 
|  | #else | 
|  | Eigen::half data[32]; | 
|  | _mm512_storeu_ph(data, a); | 
|  |  | 
|  | __m256i lowHalf = _mm256_castph_si256(_mm256_loadu_ph(data)); | 
|  | __m256i highHalf = _mm256_castph_si256(_mm256_loadu_ph(data + 16)); | 
|  |  | 
|  | return Packet16h(padd<Packet16h>(lowHalf, highHalf)); | 
|  | #endif | 
|  | } | 
|  |  | 
|  | // predux_max | 
|  |  | 
|  | // predux_min | 
|  |  | 
|  | // predux_mul | 
|  |  | 
|  | #ifdef EIGEN_VECTORIZE_FMA | 
|  |  | 
|  | // pmadd | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pmadd(const Packet32h& a, const Packet32h& b, | 
|  | const Packet32h& c) { | 
|  | return _mm512_fmadd_ph(a, b, c); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pmadd(const Packet16h& a, const Packet16h& b, | 
|  | const Packet16h& c) { | 
|  | return _mm256_castph_si256(_mm256_fmadd_ph( | 
|  | _mm256_castsi256_ph(a), _mm256_castsi256_ph(b), _mm256_castsi256_ph(c))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h pmadd(const Packet8h& a, const Packet8h& b, | 
|  | const Packet8h& c) { | 
|  | return _mm_castph_si128(_mm_fmadd_ph(_mm_castsi128_ph(a), _mm_castsi128_ph(b), | 
|  | _mm_castsi128_ph(c))); | 
|  | } | 
|  |  | 
|  | // pmsub | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pmsub(const Packet32h& a, const Packet32h& b, | 
|  | const Packet32h& c) { | 
|  | return _mm512_fmsub_ph(a, b, c); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pmsub(const Packet16h& a, const Packet16h& b, | 
|  | const Packet16h& c) { | 
|  | return _mm256_castph_si256(_mm256_fmsub_ph( | 
|  | _mm256_castsi256_ph(a), _mm256_castsi256_ph(b), _mm256_castsi256_ph(c))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h pmsub(const Packet8h& a, const Packet8h& b, | 
|  | const Packet8h& c) { | 
|  | return _mm_castph_si128(_mm_fmsub_ph(_mm_castsi128_ph(a), _mm_castsi128_ph(b), | 
|  | _mm_castsi128_ph(c))); | 
|  | } | 
|  |  | 
|  | // pnmadd | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pnmadd(const Packet32h& a, const Packet32h& b, | 
|  | const Packet32h& c) { | 
|  | return _mm512_fnmadd_ph(a, b, c); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pnmadd(const Packet16h& a, const Packet16h& b, | 
|  | const Packet16h& c) { | 
|  | return _mm256_castph_si256(_mm256_fnmadd_ph( | 
|  | _mm256_castsi256_ph(a), _mm256_castsi256_ph(b), _mm256_castsi256_ph(c))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h pnmadd(const Packet8h& a, const Packet8h& b, | 
|  | const Packet8h& c) { | 
|  | return _mm_castph_si128(_mm_fnmadd_ph( | 
|  | _mm_castsi128_ph(a), _mm_castsi128_ph(b), _mm_castsi128_ph(c))); | 
|  | } | 
|  |  | 
|  | // pnmsub | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pnmsub(const Packet32h& a, const Packet32h& b, | 
|  | const Packet32h& c) { | 
|  | return _mm512_fnmsub_ph(a, b, c); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pnmsub(const Packet16h& a, const Packet16h& b, | 
|  | const Packet16h& c) { | 
|  | return _mm256_castph_si256(_mm256_fnmsub_ph( | 
|  | _mm256_castsi256_ph(a), _mm256_castsi256_ph(b), _mm256_castsi256_ph(c))); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet8h pnmsub(const Packet8h& a, const Packet8h& b, | 
|  | const Packet8h& c) { | 
|  | return _mm_castph_si128(_mm_fnmsub_ph( | 
|  | _mm_castsi128_ph(a), _mm_castsi128_ph(b), _mm_castsi128_ph(c))); | 
|  | } | 
|  |  | 
|  | #endif | 
|  |  | 
|  | // pnegate | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pnegate<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_sub_ph(_mm512_set1_ph(0.0), a); | 
|  | } | 
|  |  | 
|  | // pconj | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pconj<Packet32h>(const Packet32h& a) { | 
|  | return a; | 
|  | } | 
|  |  | 
|  | // psqrt | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h psqrt<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_sqrt_ph(a); | 
|  | } | 
|  |  | 
|  | // prsqrt | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h prsqrt<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_rsqrt_ph(a); | 
|  | } | 
|  |  | 
|  | // preciprocal | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h preciprocal<Packet32h>(const Packet32h& a) { | 
|  | return _mm512_rcp_ph(a); | 
|  | } | 
|  |  | 
|  | // ptranspose | 
|  |  | 
|  | EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet32h, 32>& a) { | 
|  | __m512i t[32]; | 
|  |  | 
|  | EIGEN_UNROLL_LOOP | 
|  | for (int i = 0; i < 16; i++) { | 
|  | t[2 * i] = _mm512_unpacklo_epi16(_mm512_castph_si512(a.packet[2 * i]), | 
|  | _mm512_castph_si512(a.packet[2 * i + 1])); | 
|  | t[2 * i + 1] = | 
|  | _mm512_unpackhi_epi16(_mm512_castph_si512(a.packet[2 * i]), | 
|  | _mm512_castph_si512(a.packet[2 * i + 1])); | 
|  | } | 
|  |  | 
|  | __m512i p[32]; | 
|  |  | 
|  | EIGEN_UNROLL_LOOP | 
|  | for (int i = 0; i < 8; i++) { | 
|  | p[4 * i] = _mm512_unpacklo_epi32(t[4 * i], t[4 * i + 2]); | 
|  | p[4 * i + 1] = _mm512_unpackhi_epi32(t[4 * i], t[4 * i + 2]); | 
|  | p[4 * i + 2] = _mm512_unpacklo_epi32(t[4 * i + 1], t[4 * i + 3]); | 
|  | p[4 * i + 3] = _mm512_unpackhi_epi32(t[4 * i + 1], t[4 * i + 3]); | 
|  | } | 
|  |  | 
|  | __m512i q[32]; | 
|  |  | 
|  | EIGEN_UNROLL_LOOP | 
|  | for (int i = 0; i < 4; i++) { | 
|  | q[8 * i] = _mm512_unpacklo_epi64(p[8 * i], p[8 * i + 4]); | 
|  | q[8 * i + 1] = _mm512_unpackhi_epi64(p[8 * i], p[8 * i + 4]); | 
|  | q[8 * i + 2] = _mm512_unpacklo_epi64(p[8 * i + 1], p[8 * i + 5]); | 
|  | q[8 * i + 3] = _mm512_unpackhi_epi64(p[8 * i + 1], p[8 * i + 5]); | 
|  | q[8 * i + 4] = _mm512_unpacklo_epi64(p[8 * i + 2], p[8 * i + 6]); | 
|  | q[8 * i + 5] = _mm512_unpackhi_epi64(p[8 * i + 2], p[8 * i + 6]); | 
|  | q[8 * i + 6] = _mm512_unpacklo_epi64(p[8 * i + 3], p[8 * i + 7]); | 
|  | q[8 * i + 7] = _mm512_unpackhi_epi64(p[8 * i + 3], p[8 * i + 7]); | 
|  | } | 
|  |  | 
|  | __m512i f[32]; | 
|  |  | 
|  | #define PACKET32H_TRANSPOSE_HELPER(X, Y)                                      \ | 
|  | do {                                                                        \ | 
|  | f[Y * 8] = _mm512_inserti32x4(f[Y * 8],                                   \ | 
|  | _mm512_extracti32x4_epi32(q[X * 8], Y), X); \ | 
|  | f[Y * 8 + 1] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 1], _mm512_extracti32x4_epi32(q[X * 8 + 1], Y), X);         \ | 
|  | f[Y * 8 + 2] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 2], _mm512_extracti32x4_epi32(q[X * 8 + 2], Y), X);         \ | 
|  | f[Y * 8 + 3] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 3], _mm512_extracti32x4_epi32(q[X * 8 + 3], Y), X);         \ | 
|  | f[Y * 8 + 4] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 4], _mm512_extracti32x4_epi32(q[X * 8 + 4], Y), X);         \ | 
|  | f[Y * 8 + 5] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 5], _mm512_extracti32x4_epi32(q[X * 8 + 5], Y), X);         \ | 
|  | f[Y * 8 + 6] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 6], _mm512_extracti32x4_epi32(q[X * 8 + 6], Y), X);         \ | 
|  | f[Y * 8 + 7] = _mm512_inserti32x4(                                        \ | 
|  | f[Y * 8 + 7], _mm512_extracti32x4_epi32(q[X * 8 + 7], Y), X);         \ | 
|  | } while (false); | 
|  |  | 
|  | PACKET32H_TRANSPOSE_HELPER(0, 0); | 
|  | PACKET32H_TRANSPOSE_HELPER(1, 1); | 
|  | PACKET32H_TRANSPOSE_HELPER(2, 2); | 
|  | PACKET32H_TRANSPOSE_HELPER(3, 3); | 
|  |  | 
|  | PACKET32H_TRANSPOSE_HELPER(1, 0); | 
|  | PACKET32H_TRANSPOSE_HELPER(2, 0); | 
|  | PACKET32H_TRANSPOSE_HELPER(3, 0); | 
|  | PACKET32H_TRANSPOSE_HELPER(2, 1); | 
|  | PACKET32H_TRANSPOSE_HELPER(3, 1); | 
|  | PACKET32H_TRANSPOSE_HELPER(3, 2); | 
|  |  | 
|  | PACKET32H_TRANSPOSE_HELPER(0, 1); | 
|  | PACKET32H_TRANSPOSE_HELPER(0, 2); | 
|  | PACKET32H_TRANSPOSE_HELPER(0, 3); | 
|  | PACKET32H_TRANSPOSE_HELPER(1, 2); | 
|  | PACKET32H_TRANSPOSE_HELPER(1, 3); | 
|  | PACKET32H_TRANSPOSE_HELPER(2, 3); | 
|  |  | 
|  | #undef PACKET32H_TRANSPOSE_HELPER | 
|  |  | 
|  | EIGEN_UNROLL_LOOP | 
|  | for (int i = 0; i < 32; i++) { | 
|  | a.packet[i] = _mm512_castsi512_ph(f[i]); | 
|  | } | 
|  | } | 
|  |  | 
|  | EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet32h, 4>& a) { | 
|  | __m512i p0, p1, p2, p3, t0, t1, t2, t3, a0, a1, a2, a3; | 
|  | t0 = _mm512_unpacklo_epi16(_mm512_castph_si512(a.packet[0]), | 
|  | _mm512_castph_si512(a.packet[1])); | 
|  | t1 = _mm512_unpackhi_epi16(_mm512_castph_si512(a.packet[0]), | 
|  | _mm512_castph_si512(a.packet[1])); | 
|  | t2 = _mm512_unpacklo_epi16(_mm512_castph_si512(a.packet[2]), | 
|  | _mm512_castph_si512(a.packet[3])); | 
|  | t3 = _mm512_unpackhi_epi16(_mm512_castph_si512(a.packet[2]), | 
|  | _mm512_castph_si512(a.packet[3])); | 
|  |  | 
|  | p0 = _mm512_unpacklo_epi32(t0, t2); | 
|  | p1 = _mm512_unpackhi_epi32(t0, t2); | 
|  | p2 = _mm512_unpacklo_epi32(t1, t3); | 
|  | p3 = _mm512_unpackhi_epi32(t1, t3); | 
|  |  | 
|  | a0 = p0; | 
|  | a1 = p1; | 
|  | a2 = p2; | 
|  | a3 = p3; | 
|  |  | 
|  | a0 = _mm512_inserti32x4(a0, _mm512_extracti32x4_epi32(p1, 0), 1); | 
|  | a1 = _mm512_inserti32x4(a1, _mm512_extracti32x4_epi32(p0, 1), 0); | 
|  |  | 
|  | a0 = _mm512_inserti32x4(a0, _mm512_extracti32x4_epi32(p2, 0), 2); | 
|  | a2 = _mm512_inserti32x4(a2, _mm512_extracti32x4_epi32(p0, 2), 0); | 
|  |  | 
|  | a0 = _mm512_inserti32x4(a0, _mm512_extracti32x4_epi32(p3, 0), 3); | 
|  | a3 = _mm512_inserti32x4(a3, _mm512_extracti32x4_epi32(p0, 3), 0); | 
|  |  | 
|  | a1 = _mm512_inserti32x4(a1, _mm512_extracti32x4_epi32(p2, 1), 2); | 
|  | a2 = _mm512_inserti32x4(a2, _mm512_extracti32x4_epi32(p1, 2), 1); | 
|  |  | 
|  | a2 = _mm512_inserti32x4(a2, _mm512_extracti32x4_epi32(p3, 2), 3); | 
|  | a3 = _mm512_inserti32x4(a3, _mm512_extracti32x4_epi32(p2, 3), 2); | 
|  |  | 
|  | a1 = _mm512_inserti32x4(a1, _mm512_extracti32x4_epi32(p3, 1), 3); | 
|  | a3 = _mm512_inserti32x4(a3, _mm512_extracti32x4_epi32(p1, 3), 1); | 
|  |  | 
|  | a.packet[0] = _mm512_castsi512_ph(a0); | 
|  | a.packet[1] = _mm512_castsi512_ph(a1); | 
|  | a.packet[2] = _mm512_castsi512_ph(a2); | 
|  | a.packet[3] = _mm512_castsi512_ph(a3); | 
|  | } | 
|  |  | 
|  | // preverse | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h preverse(const Packet32h& a) { | 
|  | return _mm512_permutexvar_ph( | 
|  | _mm512_set_epi16(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, | 
|  | 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, | 
|  | 31), | 
|  | a); | 
|  | } | 
|  |  | 
|  | // pscatter | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE void pscatter<half, Packet32h>(half* to, | 
|  | const Packet32h& from, | 
|  | Index stride) { | 
|  | EIGEN_ALIGN64 half aux[32]; | 
|  | pstore(aux, from); | 
|  |  | 
|  | EIGEN_UNROLL_LOOP | 
|  | for (int i = 0; i < 32; i++) { | 
|  | to[stride * i] = aux[i]; | 
|  | } | 
|  | } | 
|  |  | 
|  | // pgather | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h | 
|  | pgather<Eigen::half, Packet32h>(const Eigen::half* from, Index stride) { | 
|  | return _mm512_castsi512_ph(_mm512_set_epi16( | 
|  | from[31 * stride].x, from[30 * stride].x, from[29 * stride].x, | 
|  | from[28 * stride].x, from[27 * stride].x, from[26 * stride].x, | 
|  | from[25 * stride].x, from[24 * stride].x, from[23 * stride].x, | 
|  | from[22 * stride].x, from[21 * stride].x, from[20 * stride].x, | 
|  | from[19 * stride].x, from[18 * stride].x, from[17 * stride].x, | 
|  | from[16 * stride].x, from[15 * stride].x, from[14 * stride].x, | 
|  | from[13 * stride].x, from[12 * stride].x, from[11 * stride].x, | 
|  | from[10 * stride].x, from[9 * stride].x, from[8 * stride].x, | 
|  | from[7 * stride].x, from[6 * stride].x, from[5 * stride].x, | 
|  | from[4 * stride].x, from[3 * stride].x, from[2 * stride].x, | 
|  | from[1 * stride].x, from[0 * stride].x)); | 
|  | } | 
|  |  | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pcos<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h psin<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h plog<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h plog2<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h plog1p<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pexp<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pexpm1<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h ptanh<Packet16h>(const Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pfrexp<Packet16h>(const Packet16h&, Packet16h&); | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet16h pldexp<Packet16h>(const Packet16h&, | 
|  | const Packet16h&); | 
|  |  | 
|  | EIGEN_STRONG_INLINE Packet32h combine2Packet16h(const Packet16h& a, | 
|  | const Packet16h& b) { | 
|  | __m512d result = _mm512_undefined_pd(); | 
|  | result = _mm512_insertf64x4(result, _mm256_castsi256_pd(a), 0); | 
|  | result = _mm512_insertf64x4(result, _mm256_castsi256_pd(b), 1); | 
|  | return _mm512_castpd_ph(result); | 
|  | } | 
|  |  | 
|  | EIGEN_STRONG_INLINE void extract2Packet16h(const Packet32h& x, Packet16h& a, | 
|  | Packet16h& b) { | 
|  | a = _mm256_castpd_si256(_mm512_extractf64x4_pd(_mm512_castph_pd(x), 0)); | 
|  | b = _mm256_castpd_si256(_mm512_extractf64x4_pd(_mm512_castph_pd(x), 1)); | 
|  | } | 
|  |  | 
|  | // psin | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h psin<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = psin(low); | 
|  | Packet16h highOut = psin(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // pcos | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pcos<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = pcos(low); | 
|  | Packet16h highOut = pcos(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // plog | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h plog<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = plog(low); | 
|  | Packet16h highOut = plog(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // plog2 | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h plog2<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = plog2(low); | 
|  | Packet16h highOut = plog2(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // plog1p | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h plog1p<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = plog1p(low); | 
|  | Packet16h highOut = plog1p(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // pexp | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pexp<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = pexp(low); | 
|  | Packet16h highOut = pexp(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // pexpm1 | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pexpm1<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = pexpm1(low); | 
|  | Packet16h highOut = pexpm1(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // ptanh | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h ptanh<Packet32h>(const Packet32h& a) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h lowOut = ptanh(low); | 
|  | Packet16h highOut = ptanh(high); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // pfrexp | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pfrexp<Packet32h>(const Packet32h& a, | 
|  | Packet32h& exponent) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h exp1 = _mm256_undefined_si256(); | 
|  | Packet16h exp2 = _mm256_undefined_si256(); | 
|  |  | 
|  | Packet16h lowOut = pfrexp(low, exp1); | 
|  | Packet16h highOut = pfrexp(high, exp2); | 
|  |  | 
|  | exponent = combine2Packet16h(exp1, exp2); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | // pldexp | 
|  | template <> | 
|  | EIGEN_STRONG_INLINE Packet32h pldexp<Packet32h>(const Packet32h& a, | 
|  | const Packet32h& exponent) { | 
|  | Packet16h low; | 
|  | Packet16h high; | 
|  | extract2Packet16h(a, low, high); | 
|  |  | 
|  | Packet16h exp1; | 
|  | Packet16h exp2; | 
|  | extract2Packet16h(exponent, exp1, exp2); | 
|  |  | 
|  | Packet16h lowOut = pldexp(low, exp1); | 
|  | Packet16h highOut = pldexp(high, exp2); | 
|  |  | 
|  | return combine2Packet16h(lowOut, highOut); | 
|  | } | 
|  |  | 
|  | }  // end namespace internal | 
|  | }  // end namespace Eigen | 
|  |  | 
|  | #endif  // EIGEN_PACKET_MATH_FP16_AVX512_H |