// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // Copyright (C) 2025 The Eigen Authors. // // 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 // IWYU pragma: private #include "../../InternalHeaderCheck.h" namespace Eigen { namespace internal { typedef __m512h Packet32h; typedef __m256h Packet16h; typedef __m128h Packet8h; template <> struct is_arithmetic { enum { value = true }; }; template <> struct packet_traits : default_packet_traits { typedef Packet32h type; typedef Packet16h half; enum { Vectorizable = 1, AlignedOnScalar = 1, size = 32, 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 }; }; template <> struct unpacket_traits { typedef Eigen::half type; typedef Packet16h half; typedef Packet32s integer_packet; enum { size = 32, alignment = Aligned64, vectorizable = true, masked_load_available = false, masked_store_available = false }; }; template <> struct unpacket_traits { typedef Eigen::half type; typedef Packet8h half; typedef Packet16s integer_packet; enum { size = 16, alignment = Aligned32, vectorizable = true, masked_load_available = false, masked_store_available = false }; }; template <> struct unpacket_traits { typedef Eigen::half type; typedef Packet8h half; typedef Packet8s integer_packet; enum { size = 8, alignment = Aligned16, vectorizable = true, masked_load_available = false, masked_store_available = false }; }; // Conversions EIGEN_STRONG_INLINE Packet16f half2float(const Packet16h& a) { return _mm512_cvtxph_ps(a); } EIGEN_STRONG_INLINE Packet8f half2float(const Packet8h& a) { return _mm256_cvtxph_ps(a); } EIGEN_STRONG_INLINE Packet16h float2half(const Packet16f& a) { return _mm512_cvtxps_ph(a); } EIGEN_STRONG_INLINE Packet8h float2half(const Packet8f& a) { return _mm256_cvtxps_ph(a); } // Memory functions // pset1 template <> EIGEN_STRONG_INLINE Packet32h pset1(const Eigen::half& from) { return _mm512_set1_ph(from.x); } template <> EIGEN_STRONG_INLINE Packet16h pset1(const Eigen::half& from) { return _mm256_set1_ph(from.x); } template <> EIGEN_STRONG_INLINE Packet8h pset1(const Eigen::half& from) { return _mm_set1_ph(from.x); } template <> EIGEN_STRONG_INLINE Packet32h pzero(const Packet32h& /*a*/) { return _mm512_setzero_ph(); } template <> EIGEN_STRONG_INLINE Packet16h pzero(const Packet16h& /*a*/) { return _mm256_setzero_ph(); } template <> EIGEN_STRONG_INLINE Packet8h pzero(const Packet8h& /*a*/) { return _mm_setzero_ph(); } // pset1frombits template <> EIGEN_STRONG_INLINE Packet32h pset1frombits(unsigned short from) { return _mm512_castsi512_ph(_mm512_set1_epi16(from)); } template <> EIGEN_STRONG_INLINE Packet16h pset1frombits(unsigned short from) { return _mm256_castsi256_ph(_mm256_set1_epi16(from)); } template <> EIGEN_STRONG_INLINE Packet8h pset1frombits(unsigned short from) { return _mm_castsi128_ph(_mm_set1_epi16(from)); } // pfirst template <> EIGEN_STRONG_INLINE Eigen::half pfirst(const Packet32h& from) { return Eigen::half(_mm512_cvtsh_h(from)); } template <> EIGEN_STRONG_INLINE Eigen::half pfirst(const Packet16h& from) { return Eigen::half(_mm256_cvtsh_h(from)); } template <> EIGEN_STRONG_INLINE Eigen::half pfirst(const Packet8h& from) { return Eigen::half(_mm_cvtsh_h(from)); } // pload template <> EIGEN_STRONG_INLINE Packet32h pload(const Eigen::half* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_ph(from); } template <> EIGEN_STRONG_INLINE Packet16h pload(const Eigen::half* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm256_load_ph(from); } template <> EIGEN_STRONG_INLINE Packet8h pload(const Eigen::half* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm_load_ph(from); } // ploadu template <> EIGEN_STRONG_INLINE Packet32h ploadu(const Eigen::half* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_ph(from); } template <> EIGEN_STRONG_INLINE Packet16h ploadu(const Eigen::half* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm256_loadu_ph(from); } template <> EIGEN_STRONG_INLINE Packet8h ploadu(const Eigen::half* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm_loadu_ph(from); } // pstore template <> EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const Packet32h& from) { EIGEN_DEBUG_ALIGNED_STORE _mm512_store_ph(to, from); } template <> EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const Packet16h& from) { EIGEN_DEBUG_ALIGNED_STORE _mm256_store_ph(to, from); } template <> EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const Packet8h& from) { EIGEN_DEBUG_ALIGNED_STORE _mm_store_ph(to, from); } // pstoreu template <> EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const Packet32h& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_ph(to, from); } template <> EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const Packet16h& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm256_storeu_ph(to, from); } template <> EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const Packet8h& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm_storeu_ph(to, from); } // ploaddup template <> EIGEN_STRONG_INLINE Packet32h ploaddup(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); } template <> EIGEN_STRONG_INLINE Packet16h ploaddup(const Eigen::half* from) { __m256h a = _mm256_castph128_ph256(_mm_loadu_ph(from)); return _mm256_permutexvar_ph(_mm256_set_epi16(7, 7, 6, 6, 5, 5, 4, 4, 3, 3, 2, 2, 1, 1, 0, 0), a); } template <> EIGEN_STRONG_INLINE Packet8h ploaddup(const Eigen::half* from) { return _mm_set_ph(from[3].x, from[3].x, from[2].x, from[2].x, from[1].x, from[1].x, from[0].x, from[0].x); } // ploadquad template <> EIGEN_STRONG_INLINE Packet32h ploadquad(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); } template <> EIGEN_STRONG_INLINE Packet16h ploadquad(const Eigen::half* from) { return _mm256_set_ph(from[3].x, from[3].x, from[3].x, from[3].x, from[2].x, from[2].x, from[2].x, from[2].x, from[1].x, from[1].x, from[1].x, from[1].x, from[0].x, from[0].x, from[0].x, from[0].x); } template <> EIGEN_STRONG_INLINE Packet8h ploadquad(const Eigen::half* from) { return _mm_set_ph(from[1].x, from[1].x, from[1].x, from[1].x, from[0].x, from[0].x, from[0].x, from[0].x); } // pabs template <> EIGEN_STRONG_INLINE Packet32h pabs(const Packet32h& a) { return _mm512_abs_ph(a); } template <> EIGEN_STRONG_INLINE Packet16h pabs(const Packet16h& a) { return _mm256_abs_ph(a); } template <> EIGEN_STRONG_INLINE Packet8h pabs(const Packet8h& a) { return _mm_abs_ph(a); } // psignbit template <> EIGEN_STRONG_INLINE Packet32h psignbit(const Packet32h& a) { return _mm512_castsi512_ph(_mm512_srai_epi16(_mm512_castph_si512(a), 15)); } template <> EIGEN_STRONG_INLINE Packet16h psignbit(const Packet16h& a) { return _mm256_castsi256_ph(_mm256_srai_epi16(_mm256_castph_si256(a), 15)); } template <> EIGEN_STRONG_INLINE Packet8h psignbit(const Packet8h& a) { return _mm_castsi128_ph(_mm_srai_epi16(_mm_castph_si128(a), 15)); } // pmin template <> EIGEN_STRONG_INLINE Packet32h pmin(const Packet32h& a, const Packet32h& b) { return _mm512_min_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet16h pmin(const Packet16h& a, const Packet16h& b) { return _mm256_min_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet8h pmin(const Packet8h& a, const Packet8h& b) { return _mm_min_ph(a, b); } // pmax template <> EIGEN_STRONG_INLINE Packet32h pmax(const Packet32h& a, const Packet32h& b) { return _mm512_max_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet16h pmax(const Packet16h& a, const Packet16h& b) { return _mm256_max_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet8h pmax(const Packet8h& a, const Packet8h& b) { return _mm_max_ph(a, b); } // plset template <> EIGEN_STRONG_INLINE Packet32h plset(const half& a) { return _mm512_add_ph(pset1(a), _mm512_set_ph(31, 30, 29, 28, 27, 26, 25, 24, 23, 22, 21, 20, 19, 18, 17, 16, 15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0)); } template <> EIGEN_STRONG_INLINE Packet16h plset(const half& a) { return _mm256_add_ph(pset1(a), _mm256_set_ph(15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0)); } template <> EIGEN_STRONG_INLINE Packet8h plset(const half& a) { return _mm_add_ph(pset1(a), _mm_set_ph(7, 6, 5, 4, 3, 2, 1, 0)); } // 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))); } template <> EIGEN_STRONG_INLINE Packet16h por(const Packet16h& a, const Packet16h& b) { return _mm256_castsi256_ph(_mm256_or_si256(_mm256_castph_si256(a), _mm256_castph_si256(b))); } template <> EIGEN_STRONG_INLINE Packet8h por(const Packet8h& a, const Packet8h& b) { return _mm_castsi128_ph(_mm_or_si128(_mm_castph_si128(a), _mm_castph_si128(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))); } template <> EIGEN_STRONG_INLINE Packet16h pxor(const Packet16h& a, const Packet16h& b) { return _mm256_castsi256_ph(_mm256_xor_si256(_mm256_castph_si256(a), _mm256_castph_si256(b))); } template <> EIGEN_STRONG_INLINE Packet8h pxor(const Packet8h& a, const Packet8h& b) { return _mm_castsi128_ph(_mm_xor_si128(_mm_castph_si128(a), _mm_castph_si128(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))); } template <> EIGEN_STRONG_INLINE Packet16h pand(const Packet16h& a, const Packet16h& b) { return _mm256_castsi256_ph(_mm256_and_si256(_mm256_castph_si256(a), _mm256_castph_si256(b))); } template <> EIGEN_STRONG_INLINE Packet8h pand(const Packet8h& a, const Packet8h& b) { return _mm_castsi128_ph(_mm_and_si128(_mm_castph_si128(a), _mm_castph_si128(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))); } template <> EIGEN_STRONG_INLINE Packet16h pandnot(const Packet16h& a, const Packet16h& b) { return _mm256_castsi256_ph(_mm256_andnot_si256(_mm256_castph_si256(b), _mm256_castph_si256(a))); } template <> EIGEN_STRONG_INLINE Packet8h pandnot(const Packet8h& a, const Packet8h& b) { return _mm_castsi128_ph(_mm_andnot_si128(_mm_castph_si128(b), _mm_castph_si128(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); } template <> EIGEN_DEVICE_FUNC inline Packet16h pselect(const Packet16h& mask, const Packet16h& a, const Packet16h& b) { __mmask16 mask16 = _mm256_cmp_epi16_mask(_mm256_castph_si256(mask), _mm256_setzero_si256(), _MM_CMPINT_EQ); return _mm256_mask_blend_ph(mask16, a, b); } template <> EIGEN_DEVICE_FUNC inline Packet8h pselect(const Packet8h& mask, const Packet8h& a, const Packet8h& b) { __mmask8 mask8 = _mm_cmp_epi16_mask(_mm_castph_si128(mask), _mm_setzero_si128(), _MM_CMPINT_EQ); return _mm_mask_blend_ph(mask8, 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, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet16h pcmp_eq(const Packet16h& a, const Packet16h& b) { __mmask16 mask = _mm256_cmp_ph_mask(a, b, _CMP_EQ_OQ); return _mm256_castsi256_ph(_mm256_mask_set1_epi16(_mm256_set1_epi32(0), mask, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet8h pcmp_eq(const Packet8h& a, const Packet8h& b) { __mmask8 mask = _mm_cmp_ph_mask(a, b, _CMP_EQ_OQ); return _mm_castsi128_ph(_mm_mask_set1_epi16(_mm_set1_epi32(0), mask, static_cast(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, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet16h pcmp_le(const Packet16h& a, const Packet16h& b) { __mmask16 mask = _mm256_cmp_ph_mask(a, b, _CMP_LE_OQ); return _mm256_castsi256_ph(_mm256_mask_set1_epi16(_mm256_set1_epi32(0), mask, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet8h pcmp_le(const Packet8h& a, const Packet8h& b) { __mmask8 mask = _mm_cmp_ph_mask(a, b, _CMP_LE_OQ); return _mm_castsi128_ph(_mm_mask_set1_epi16(_mm_set1_epi32(0), mask, static_cast(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, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet16h pcmp_lt(const Packet16h& a, const Packet16h& b) { __mmask16 mask = _mm256_cmp_ph_mask(a, b, _CMP_LT_OQ); return _mm256_castsi256_ph(_mm256_mask_set1_epi16(_mm256_set1_epi32(0), mask, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet8h pcmp_lt(const Packet8h& a, const Packet8h& b) { __mmask8 mask = _mm_cmp_ph_mask(a, b, _CMP_LT_OQ); return _mm_castsi128_ph(_mm_mask_set1_epi16(_mm_set1_epi32(0), mask, static_cast(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, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet16h pcmp_lt_or_nan(const Packet16h& a, const Packet16h& b) { __mmask16 mask = _mm256_cmp_ph_mask(a, b, _CMP_NGE_UQ); return _mm256_castsi256_ph(_mm256_mask_set1_epi16(_mm256_set1_epi32(0), mask, static_cast(0xffffu))); } template <> EIGEN_STRONG_INLINE Packet8h pcmp_lt_or_nan(const Packet8h& a, const Packet8h& b) { __mmask8 mask = _mm_cmp_ph_mask(a, b, _CMP_NGE_UQ); return _mm_castsi128_ph(_mm_mask_set1_epi16(_mm_set1_epi32(0), mask, static_cast(0xffffu))); } // padd template <> EIGEN_STRONG_INLINE Packet32h padd(const Packet32h& a, const Packet32h& b) { return _mm512_add_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet16h padd(const Packet16h& a, const Packet16h& b) { return _mm256_add_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet8h padd(const Packet8h& a, const Packet8h& b) { return _mm_add_ph(a, b); } // psub template <> EIGEN_STRONG_INLINE Packet32h psub(const Packet32h& a, const Packet32h& b) { return _mm512_sub_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet16h psub(const Packet16h& a, const Packet16h& b) { return _mm256_sub_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet8h psub(const Packet8h& a, const Packet8h& b) { return _mm_sub_ph(a, b); } // pmul template <> EIGEN_STRONG_INLINE Packet32h pmul(const Packet32h& a, const Packet32h& b) { return _mm512_mul_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet16h pmul(const Packet16h& a, const Packet16h& b) { return _mm256_mul_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet8h pmul(const Packet8h& a, const Packet8h& b) { return _mm_mul_ph(a, b); } // pdiv template <> EIGEN_STRONG_INLINE Packet32h pdiv(const Packet32h& a, const Packet32h& b) { return _mm512_div_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet16h pdiv(const Packet16h& a, const Packet16h& b) { return _mm256_div_ph(a, b); } template <> EIGEN_STRONG_INLINE Packet8h pdiv(const Packet8h& a, const Packet8h& b) { return _mm_div_ph(a, b); ; } // pround template <> EIGEN_STRONG_INLINE Packet32h pround(const Packet32h& a) { // Work-around for default std::round rounding mode. // Mask for the sign bit. const Packet32h signMask = pset1frombits(static_cast(static_cast(0x8000u))); // The largest half-precision float less than 0.5. const Packet32h prev0dot5 = pset1frombits(static_cast(0x37FFu)); return _mm512_roundscale_ph(padd(por(pand(a, signMask), prev0dot5), a), _MM_FROUND_TO_ZERO); } template <> EIGEN_STRONG_INLINE Packet16h pround(const Packet16h& a) { // Work-around for default std::round rounding mode. // Mask for the sign bit. const Packet16h signMask = pset1frombits(static_cast(static_cast(0x8000u))); // The largest half-precision float less than 0.5. const Packet16h prev0dot5 = pset1frombits(static_cast(0x37FFu)); return _mm256_roundscale_ph(padd(por(pand(a, signMask), prev0dot5), a), _MM_FROUND_TO_ZERO); } template <> EIGEN_STRONG_INLINE Packet8h pround(const Packet8h& a) { // Work-around for default std::round rounding mode. // Mask for the sign bit. const Packet8h signMask = pset1frombits(static_cast(static_cast(0x8000u))); // The largest half-precision float less than 0.5. const Packet8h prev0dot5 = pset1frombits(static_cast(0x37FFu)); return _mm_roundscale_ph(padd(por(pand(a, signMask), prev0dot5), a), _MM_FROUND_TO_ZERO); } // print template <> EIGEN_STRONG_INLINE Packet32h print(const Packet32h& a) { return _mm512_roundscale_ph(a, _MM_FROUND_CUR_DIRECTION); } template <> EIGEN_STRONG_INLINE Packet16h print(const Packet16h& a) { return _mm256_roundscale_ph(a, _MM_FROUND_CUR_DIRECTION); } template <> EIGEN_STRONG_INLINE Packet8h print(const Packet8h& a) { return _mm_roundscale_ph(a, _MM_FROUND_CUR_DIRECTION); } // pceil template <> EIGEN_STRONG_INLINE Packet32h pceil(const Packet32h& a) { return _mm512_roundscale_ph(a, _MM_FROUND_TO_POS_INF); } template <> EIGEN_STRONG_INLINE Packet16h pceil(const Packet16h& a) { return _mm256_roundscale_ph(a, _MM_FROUND_TO_POS_INF); } template <> EIGEN_STRONG_INLINE Packet8h pceil(const Packet8h& a) { return _mm_roundscale_ph(a, _MM_FROUND_TO_POS_INF); } // pfloor template <> EIGEN_STRONG_INLINE Packet32h pfloor(const Packet32h& a) { return _mm512_roundscale_ph(a, _MM_FROUND_TO_NEG_INF); } template <> EIGEN_STRONG_INLINE Packet16h pfloor(const Packet16h& a) { return _mm256_roundscale_ph(a, _MM_FROUND_TO_NEG_INF); } template <> EIGEN_STRONG_INLINE Packet8h pfloor(const Packet8h& a) { return _mm_roundscale_ph(a, _MM_FROUND_TO_NEG_INF); } // ptrunc template <> EIGEN_STRONG_INLINE Packet32h ptrunc(const Packet32h& a) { return _mm512_roundscale_ph(a, _MM_FROUND_TO_ZERO); } template <> EIGEN_STRONG_INLINE Packet16h ptrunc(const Packet16h& a) { return _mm256_roundscale_ph(a, _MM_FROUND_TO_ZERO); } template <> EIGEN_STRONG_INLINE Packet8h ptrunc(const Packet8h& a) { return _mm_roundscale_ph(a, _MM_FROUND_TO_ZERO); } // predux template <> EIGEN_STRONG_INLINE half predux(const Packet32h& a) { return half(_mm512_reduce_add_ph(a)); } template <> EIGEN_STRONG_INLINE half predux(const Packet16h& a) { return half(_mm256_reduce_add_ph(a)); } template <> EIGEN_STRONG_INLINE half predux(const Packet8h& a) { return half(_mm_reduce_add_ph(a)); } // predux_half_dowto4 template <> EIGEN_STRONG_INLINE Packet16h predux_half_dowto4(const Packet32h& a) { const __m512i bits = _mm512_castph_si512(a); Packet16h lo = _mm256_castsi256_ph(_mm512_castsi512_si256(bits)); Packet16h hi = _mm256_castsi256_ph(_mm512_extracti64x4_epi64(bits, 1)); return padd(lo, hi); } template <> EIGEN_STRONG_INLINE Packet8h predux_half_dowto4(const Packet16h& a) { Packet8h lo = _mm_castsi128_ph(_mm256_castsi256_si128(_mm256_castph_si256(a))); Packet8h hi = _mm_castps_ph(_mm256_extractf128_ps(_mm256_castph_ps(a), 1)); return padd(lo, hi); } // predux_max template <> EIGEN_STRONG_INLINE half predux_max(const Packet32h& a) { return half(_mm512_reduce_max_ph(a)); } template <> EIGEN_STRONG_INLINE half predux_max(const Packet16h& a) { return half(_mm256_reduce_max_ph(a)); } template <> EIGEN_STRONG_INLINE half predux_max(const Packet8h& a) { return half(_mm_reduce_max_ph(a)); } // predux_min template <> EIGEN_STRONG_INLINE half predux_min(const Packet32h& a) { return half(_mm512_reduce_min_ph(a)); } template <> EIGEN_STRONG_INLINE half predux_min(const Packet16h& a) { return half(_mm256_reduce_min_ph(a)); } template <> EIGEN_STRONG_INLINE half predux_min(const Packet8h& a) { return half(_mm_reduce_min_ph(a)); } // predux_mul template <> EIGEN_STRONG_INLINE half predux_mul(const Packet32h& a) { return half(_mm512_reduce_mul_ph(a)); } template <> EIGEN_STRONG_INLINE half predux_mul(const Packet16h& a) { return half(_mm256_reduce_mul_ph(a)); } template <> EIGEN_STRONG_INLINE half predux_mul(const Packet8h& a) { return half(_mm_reduce_mul_ph(a)); } #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_fmadd_ph(a, b, c); } template <> EIGEN_STRONG_INLINE Packet8h pmadd(const Packet8h& a, const Packet8h& b, const Packet8h& c) { return _mm_fmadd_ph(a, b, 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_fmsub_ph(a, b, c); } template <> EIGEN_STRONG_INLINE Packet8h pmsub(const Packet8h& a, const Packet8h& b, const Packet8h& c) { return _mm_fmsub_ph(a, b, 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_fnmadd_ph(a, b, c); } template <> EIGEN_STRONG_INLINE Packet8h pnmadd(const Packet8h& a, const Packet8h& b, const Packet8h& c) { return _mm_fnmadd_ph(a, b, 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_fnmsub_ph(a, b, c); } template <> EIGEN_STRONG_INLINE Packet8h pnmsub(const Packet8h& a, const Packet8h& b, const Packet8h& c) { return _mm_fnmsub_ph(a, b, c); } #endif // pnegate template <> EIGEN_STRONG_INLINE Packet32h pnegate(const Packet32h& a) { return _mm512_castsi512_ph( _mm512_xor_si512(_mm512_castph_si512(a), _mm512_set1_epi16(static_cast(0x8000u)))); } template <> EIGEN_STRONG_INLINE Packet16h pnegate(const Packet16h& a) { return _mm256_castsi256_ph( _mm256_xor_si256(_mm256_castph_si256(a), _mm256_set1_epi16(static_cast(0x8000u)))); } template <> EIGEN_STRONG_INLINE Packet8h pnegate(const Packet8h& a) { return _mm_castsi128_ph(_mm_xor_si128(_mm_castph_si128(a), _mm_set1_epi16(static_cast(0x8000u)))); } // pconj // Nothing, packets are real. // psqrt template <> EIGEN_STRONG_INLINE Packet32h psqrt(const Packet32h& a) { return generic_sqrt_newton_step::run(a, _mm512_rsqrt_ph(a)); } template <> EIGEN_STRONG_INLINE Packet16h psqrt(const Packet16h& a) { return generic_sqrt_newton_step::run(a, _mm256_rsqrt_ph(a)); } template <> EIGEN_STRONG_INLINE Packet8h psqrt(const Packet8h& a) { return generic_sqrt_newton_step::run(a, _mm_rsqrt_ph(a)); } // prsqrt template <> EIGEN_STRONG_INLINE Packet32h prsqrt(const Packet32h& a) { return generic_rsqrt_newton_step::run(a, _mm512_rsqrt_ph(a)); } template <> EIGEN_STRONG_INLINE Packet16h prsqrt(const Packet16h& a) { return generic_rsqrt_newton_step::run(a, _mm256_rsqrt_ph(a)); } template <> EIGEN_STRONG_INLINE Packet8h prsqrt(const Packet8h& a) { return generic_rsqrt_newton_step::run(a, _mm_rsqrt_ph(a)); } // preciprocal template <> EIGEN_STRONG_INLINE Packet32h preciprocal(const Packet32h& a) { return generic_reciprocal_newton_step::run(a, _mm512_rcp_ph(a)); } template <> EIGEN_STRONG_INLINE Packet16h preciprocal(const Packet16h& a) { return generic_reciprocal_newton_step::run(a, _mm256_rcp_ph(a)); } template <> EIGEN_STRONG_INLINE Packet8h preciprocal(const Packet8h& a) { return generic_reciprocal_newton_step::run(a, _mm_rcp_ph(a)); } // ptranspose EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock& 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& 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); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { __m256i a = _mm256_castph_si256(kernel.packet[0]); __m256i b = _mm256_castph_si256(kernel.packet[1]); __m256i c = _mm256_castph_si256(kernel.packet[2]); __m256i d = _mm256_castph_si256(kernel.packet[3]); __m256i e = _mm256_castph_si256(kernel.packet[4]); __m256i f = _mm256_castph_si256(kernel.packet[5]); __m256i g = _mm256_castph_si256(kernel.packet[6]); __m256i h = _mm256_castph_si256(kernel.packet[7]); __m256i i = _mm256_castph_si256(kernel.packet[8]); __m256i j = _mm256_castph_si256(kernel.packet[9]); __m256i k = _mm256_castph_si256(kernel.packet[10]); __m256i l = _mm256_castph_si256(kernel.packet[11]); __m256i m = _mm256_castph_si256(kernel.packet[12]); __m256i n = _mm256_castph_si256(kernel.packet[13]); __m256i o = _mm256_castph_si256(kernel.packet[14]); __m256i p = _mm256_castph_si256(kernel.packet[15]); __m256i ab_07 = _mm256_unpacklo_epi16(a, b); __m256i cd_07 = _mm256_unpacklo_epi16(c, d); __m256i ef_07 = _mm256_unpacklo_epi16(e, f); __m256i gh_07 = _mm256_unpacklo_epi16(g, h); __m256i ij_07 = _mm256_unpacklo_epi16(i, j); __m256i kl_07 = _mm256_unpacklo_epi16(k, l); __m256i mn_07 = _mm256_unpacklo_epi16(m, n); __m256i op_07 = _mm256_unpacklo_epi16(o, p); __m256i ab_8f = _mm256_unpackhi_epi16(a, b); __m256i cd_8f = _mm256_unpackhi_epi16(c, d); __m256i ef_8f = _mm256_unpackhi_epi16(e, f); __m256i gh_8f = _mm256_unpackhi_epi16(g, h); __m256i ij_8f = _mm256_unpackhi_epi16(i, j); __m256i kl_8f = _mm256_unpackhi_epi16(k, l); __m256i mn_8f = _mm256_unpackhi_epi16(m, n); __m256i op_8f = _mm256_unpackhi_epi16(o, p); __m256i abcd_03 = _mm256_unpacklo_epi32(ab_07, cd_07); __m256i abcd_47 = _mm256_unpackhi_epi32(ab_07, cd_07); __m256i efgh_03 = _mm256_unpacklo_epi32(ef_07, gh_07); __m256i efgh_47 = _mm256_unpackhi_epi32(ef_07, gh_07); __m256i ijkl_03 = _mm256_unpacklo_epi32(ij_07, kl_07); __m256i ijkl_47 = _mm256_unpackhi_epi32(ij_07, kl_07); __m256i mnop_03 = _mm256_unpacklo_epi32(mn_07, op_07); __m256i mnop_47 = _mm256_unpackhi_epi32(mn_07, op_07); __m256i abcd_8b = _mm256_unpacklo_epi32(ab_8f, cd_8f); __m256i abcd_cf = _mm256_unpackhi_epi32(ab_8f, cd_8f); __m256i efgh_8b = _mm256_unpacklo_epi32(ef_8f, gh_8f); __m256i efgh_cf = _mm256_unpackhi_epi32(ef_8f, gh_8f); __m256i ijkl_8b = _mm256_unpacklo_epi32(ij_8f, kl_8f); __m256i ijkl_cf = _mm256_unpackhi_epi32(ij_8f, kl_8f); __m256i mnop_8b = _mm256_unpacklo_epi32(mn_8f, op_8f); __m256i mnop_cf = _mm256_unpackhi_epi32(mn_8f, op_8f); __m256i abcdefgh_01 = _mm256_unpacklo_epi64(abcd_03, efgh_03); __m256i abcdefgh_23 = _mm256_unpackhi_epi64(abcd_03, efgh_03); __m256i ijklmnop_01 = _mm256_unpacklo_epi64(ijkl_03, mnop_03); __m256i ijklmnop_23 = _mm256_unpackhi_epi64(ijkl_03, mnop_03); __m256i abcdefgh_45 = _mm256_unpacklo_epi64(abcd_47, efgh_47); __m256i abcdefgh_67 = _mm256_unpackhi_epi64(abcd_47, efgh_47); __m256i ijklmnop_45 = _mm256_unpacklo_epi64(ijkl_47, mnop_47); __m256i ijklmnop_67 = _mm256_unpackhi_epi64(ijkl_47, mnop_47); __m256i abcdefgh_89 = _mm256_unpacklo_epi64(abcd_8b, efgh_8b); __m256i abcdefgh_ab = _mm256_unpackhi_epi64(abcd_8b, efgh_8b); __m256i ijklmnop_89 = _mm256_unpacklo_epi64(ijkl_8b, mnop_8b); __m256i ijklmnop_ab = _mm256_unpackhi_epi64(ijkl_8b, mnop_8b); __m256i abcdefgh_cd = _mm256_unpacklo_epi64(abcd_cf, efgh_cf); __m256i abcdefgh_ef = _mm256_unpackhi_epi64(abcd_cf, efgh_cf); __m256i ijklmnop_cd = _mm256_unpacklo_epi64(ijkl_cf, mnop_cf); __m256i ijklmnop_ef = _mm256_unpackhi_epi64(ijkl_cf, mnop_cf); // NOTE: no unpacklo/hi instr in this case, so using permute instr. __m256i a_p_0 = _mm256_permute2x128_si256(abcdefgh_01, ijklmnop_01, 0x20); __m256i a_p_1 = _mm256_permute2x128_si256(abcdefgh_23, ijklmnop_23, 0x20); __m256i a_p_2 = _mm256_permute2x128_si256(abcdefgh_45, ijklmnop_45, 0x20); __m256i a_p_3 = _mm256_permute2x128_si256(abcdefgh_67, ijklmnop_67, 0x20); __m256i a_p_4 = _mm256_permute2x128_si256(abcdefgh_89, ijklmnop_89, 0x20); __m256i a_p_5 = _mm256_permute2x128_si256(abcdefgh_ab, ijklmnop_ab, 0x20); __m256i a_p_6 = _mm256_permute2x128_si256(abcdefgh_cd, ijklmnop_cd, 0x20); __m256i a_p_7 = _mm256_permute2x128_si256(abcdefgh_ef, ijklmnop_ef, 0x20); __m256i a_p_8 = _mm256_permute2x128_si256(abcdefgh_01, ijklmnop_01, 0x31); __m256i a_p_9 = _mm256_permute2x128_si256(abcdefgh_23, ijklmnop_23, 0x31); __m256i a_p_a = _mm256_permute2x128_si256(abcdefgh_45, ijklmnop_45, 0x31); __m256i a_p_b = _mm256_permute2x128_si256(abcdefgh_67, ijklmnop_67, 0x31); __m256i a_p_c = _mm256_permute2x128_si256(abcdefgh_89, ijklmnop_89, 0x31); __m256i a_p_d = _mm256_permute2x128_si256(abcdefgh_ab, ijklmnop_ab, 0x31); __m256i a_p_e = _mm256_permute2x128_si256(abcdefgh_cd, ijklmnop_cd, 0x31); __m256i a_p_f = _mm256_permute2x128_si256(abcdefgh_ef, ijklmnop_ef, 0x31); kernel.packet[0] = _mm256_castsi256_ph(a_p_0); kernel.packet[1] = _mm256_castsi256_ph(a_p_1); kernel.packet[2] = _mm256_castsi256_ph(a_p_2); kernel.packet[3] = _mm256_castsi256_ph(a_p_3); kernel.packet[4] = _mm256_castsi256_ph(a_p_4); kernel.packet[5] = _mm256_castsi256_ph(a_p_5); kernel.packet[6] = _mm256_castsi256_ph(a_p_6); kernel.packet[7] = _mm256_castsi256_ph(a_p_7); kernel.packet[8] = _mm256_castsi256_ph(a_p_8); kernel.packet[9] = _mm256_castsi256_ph(a_p_9); kernel.packet[10] = _mm256_castsi256_ph(a_p_a); kernel.packet[11] = _mm256_castsi256_ph(a_p_b); kernel.packet[12] = _mm256_castsi256_ph(a_p_c); kernel.packet[13] = _mm256_castsi256_ph(a_p_d); kernel.packet[14] = _mm256_castsi256_ph(a_p_e); kernel.packet[15] = _mm256_castsi256_ph(a_p_f); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { EIGEN_ALIGN64 half in[8][16]; pstore(in[0], kernel.packet[0]); pstore(in[1], kernel.packet[1]); pstore(in[2], kernel.packet[2]); pstore(in[3], kernel.packet[3]); pstore(in[4], kernel.packet[4]); pstore(in[5], kernel.packet[5]); pstore(in[6], kernel.packet[6]); pstore(in[7], kernel.packet[7]); EIGEN_ALIGN64 half out[8][16]; for (int i = 0; i < 8; ++i) { for (int j = 0; j < 8; ++j) { out[i][j] = in[j][2 * i]; } for (int j = 0; j < 8; ++j) { out[i][j + 8] = in[j][2 * i + 1]; } } kernel.packet[0] = pload(out[0]); kernel.packet[1] = pload(out[1]); kernel.packet[2] = pload(out[2]); kernel.packet[3] = pload(out[3]); kernel.packet[4] = pload(out[4]); kernel.packet[5] = pload(out[5]); kernel.packet[6] = pload(out[6]); kernel.packet[7] = pload(out[7]); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { EIGEN_ALIGN64 half in[4][16]; pstore(in[0], kernel.packet[0]); pstore(in[1], kernel.packet[1]); pstore(in[2], kernel.packet[2]); pstore(in[3], kernel.packet[3]); EIGEN_ALIGN64 half out[4][16]; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { out[i][j] = in[j][4 * i]; } for (int j = 0; j < 4; ++j) { out[i][j + 4] = in[j][4 * i + 1]; } for (int j = 0; j < 4; ++j) { out[i][j + 8] = in[j][4 * i + 2]; } for (int j = 0; j < 4; ++j) { out[i][j + 12] = in[j][4 * i + 3]; } } kernel.packet[0] = pload(out[0]); kernel.packet[1] = pload(out[1]); kernel.packet[2] = pload(out[2]); kernel.packet[3] = pload(out[3]); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { __m128i a = _mm_castph_si128(kernel.packet[0]); __m128i b = _mm_castph_si128(kernel.packet[1]); __m128i c = _mm_castph_si128(kernel.packet[2]); __m128i d = _mm_castph_si128(kernel.packet[3]); __m128i e = _mm_castph_si128(kernel.packet[4]); __m128i f = _mm_castph_si128(kernel.packet[5]); __m128i g = _mm_castph_si128(kernel.packet[6]); __m128i h = _mm_castph_si128(kernel.packet[7]); __m128i a03b03 = _mm_unpacklo_epi16(a, b); __m128i c03d03 = _mm_unpacklo_epi16(c, d); __m128i e03f03 = _mm_unpacklo_epi16(e, f); __m128i g03h03 = _mm_unpacklo_epi16(g, h); __m128i a47b47 = _mm_unpackhi_epi16(a, b); __m128i c47d47 = _mm_unpackhi_epi16(c, d); __m128i e47f47 = _mm_unpackhi_epi16(e, f); __m128i g47h47 = _mm_unpackhi_epi16(g, h); __m128i a01b01c01d01 = _mm_unpacklo_epi32(a03b03, c03d03); __m128i a23b23c23d23 = _mm_unpackhi_epi32(a03b03, c03d03); __m128i e01f01g01h01 = _mm_unpacklo_epi32(e03f03, g03h03); __m128i e23f23g23h23 = _mm_unpackhi_epi32(e03f03, g03h03); __m128i a45b45c45d45 = _mm_unpacklo_epi32(a47b47, c47d47); __m128i a67b67c67d67 = _mm_unpackhi_epi32(a47b47, c47d47); __m128i e45f45g45h45 = _mm_unpacklo_epi32(e47f47, g47h47); __m128i e67f67g67h67 = _mm_unpackhi_epi32(e47f47, g47h47); __m128i a0b0c0d0e0f0g0h0 = _mm_unpacklo_epi64(a01b01c01d01, e01f01g01h01); __m128i a1b1c1d1e1f1g1h1 = _mm_unpackhi_epi64(a01b01c01d01, e01f01g01h01); __m128i a2b2c2d2e2f2g2h2 = _mm_unpacklo_epi64(a23b23c23d23, e23f23g23h23); __m128i a3b3c3d3e3f3g3h3 = _mm_unpackhi_epi64(a23b23c23d23, e23f23g23h23); __m128i a4b4c4d4e4f4g4h4 = _mm_unpacklo_epi64(a45b45c45d45, e45f45g45h45); __m128i a5b5c5d5e5f5g5h5 = _mm_unpackhi_epi64(a45b45c45d45, e45f45g45h45); __m128i a6b6c6d6e6f6g6h6 = _mm_unpacklo_epi64(a67b67c67d67, e67f67g67h67); __m128i a7b7c7d7e7f7g7h7 = _mm_unpackhi_epi64(a67b67c67d67, e67f67g67h67); kernel.packet[0] = _mm_castsi128_ph(a0b0c0d0e0f0g0h0); kernel.packet[1] = _mm_castsi128_ph(a1b1c1d1e1f1g1h1); kernel.packet[2] = _mm_castsi128_ph(a2b2c2d2e2f2g2h2); kernel.packet[3] = _mm_castsi128_ph(a3b3c3d3e3f3g3h3); kernel.packet[4] = _mm_castsi128_ph(a4b4c4d4e4f4g4h4); kernel.packet[5] = _mm_castsi128_ph(a5b5c5d5e5f5g5h5); kernel.packet[6] = _mm_castsi128_ph(a6b6c6d6e6f6g6h6); kernel.packet[7] = _mm_castsi128_ph(a7b7c7d7e7f7g7h7); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { EIGEN_ALIGN32 Eigen::half in[4][8]; pstore(in[0], kernel.packet[0]); pstore(in[1], kernel.packet[1]); pstore(in[2], kernel.packet[2]); pstore(in[3], kernel.packet[3]); EIGEN_ALIGN32 Eigen::half out[4][8]; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { out[i][j] = in[j][2 * i]; } for (int j = 0; j < 4; ++j) { out[i][j + 4] = in[j][2 * i + 1]; } } kernel.packet[0] = pload(out[0]); kernel.packet[1] = pload(out[1]); kernel.packet[2] = pload(out[2]); kernel.packet[3] = pload(out[3]); } // 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); } template <> EIGEN_STRONG_INLINE Packet16h preverse(const Packet16h& a) { __m128i m = _mm_setr_epi8(14, 15, 12, 13, 10, 11, 8, 9, 6, 7, 4, 5, 2, 3, 0, 1); return _mm256_castsi256_ph(_mm256_insertf128_si256( _mm256_castsi128_si256(_mm_shuffle_epi8(_mm256_extractf128_si256(_mm256_castph_si256(a), 1), m)), _mm_shuffle_epi8(_mm256_extractf128_si256(_mm256_castph_si256(a), 0), m), 1)); } template <> EIGEN_STRONG_INLINE Packet8h preverse(const Packet8h& a) { __m128i m = _mm_setr_epi8(14, 15, 12, 13, 10, 11, 8, 9, 6, 7, 4, 5, 2, 3, 0, 1); return _mm_castsi128_ph(_mm_shuffle_epi8(_mm_castph_si128(a), m)); } // pscatter template <> EIGEN_STRONG_INLINE void pscatter(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]; } } template <> EIGEN_STRONG_INLINE void pscatter(half* to, const Packet16h& from, Index stride) { EIGEN_ALIGN64 half aux[16]; pstore(aux, from); to[stride * 0] = aux[0]; to[stride * 1] = aux[1]; to[stride * 2] = aux[2]; to[stride * 3] = aux[3]; to[stride * 4] = aux[4]; to[stride * 5] = aux[5]; to[stride * 6] = aux[6]; to[stride * 7] = aux[7]; to[stride * 8] = aux[8]; to[stride * 9] = aux[9]; to[stride * 10] = aux[10]; to[stride * 11] = aux[11]; to[stride * 12] = aux[12]; to[stride * 13] = aux[13]; to[stride * 14] = aux[14]; to[stride * 15] = aux[15]; } template <> EIGEN_STRONG_INLINE void pscatter(Eigen::half* to, const Packet8h& from, Index stride) { EIGEN_ALIGN32 Eigen::half aux[8]; pstore(aux, from); to[stride * 0] = aux[0]; to[stride * 1] = aux[1]; to[stride * 2] = aux[2]; to[stride * 3] = aux[3]; to[stride * 4] = aux[4]; to[stride * 5] = aux[5]; to[stride * 6] = aux[6]; to[stride * 7] = aux[7]; } // pgather template <> EIGEN_STRONG_INLINE Packet32h pgather(const Eigen::half* from, Index stride) { return _mm512_set_ph(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 pgather(const Eigen::half* from, Index stride) { return _mm256_set_ph(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 Packet8h pgather(const Eigen::half* from, Index stride) { return _mm_set_ph(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); } } // end namespace internal } // end namespace Eigen #endif // EIGEN_PACKET_MATH_FP16_AVX512_H