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third-party-mirror / eigen / b67c47efeb80cdabc78a2bc413659b2f2c59ef1a / . / Eigen / src / Core / arch / AVX512 / PacketMath.h
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// 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
// IWYU pragma: private
#include "../../InternalHeaderCheck.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 32
#endif
#ifdef EIGEN_VECTORIZE_FMA
#ifndef EIGEN_HAS_SINGLE_INSTRUCTION_MADD
#define EIGEN_HAS_SINGLE_INSTRUCTION_MADD
#endif
#endif
typedef __m512 Packet16f;
typedef __m512i Packet16i;
typedef __m512d Packet8d;
typedef eigen_packet_wrapper<__m512i, 1> Packet8l;
#ifndef EIGEN_VECTORIZE_AVX512FP16
typedef eigen_packet_wrapper<__m256i, 1> Packet16h;
#endif
typedef eigen_packet_wrapper<__m256i, 2> Packet16bf;
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 is_arithmetic<Packet8l> {
enum { value = true };
};
#ifndef EIGEN_VECTORIZE_AVX512FP16
template <>
struct is_arithmetic<Packet16h> {
enum { value = true };
};
template <>
struct packet_traits<half> : default_packet_traits {
typedef Packet16h type;
// There is no half-size packet for Packet16h.
typedef Packet16h half;
enum {
Vectorizable = 1,
AlignedOnScalar = 1,
size = 16,
HasCmp = 1,
HasAdd = 1,
HasSub = 1,
HasMul = 1,
HasDiv = 1,
HasNegate = 1,
HasAbs = 1,
HasAbs2 = 0,
HasMin = 1,
HasMax = 1,
HasConj = 1,
HasSetLinear = 0,
HasSqrt = 1,
HasRsqrt = 1,
HasLog = 1,
HasLog1p = 1,
HasExp = 1,
HasExpm1 = 1,
HasBessel = 1,
HasNdtri = 1,
HasSin = EIGEN_FAST_MATH,
HasCos = EIGEN_FAST_MATH,
HasTanh = EIGEN_FAST_MATH,
HasErf = EIGEN_FAST_MATH,
HasBlend = 0
};
};
#endif
template <>
struct packet_traits<float> : default_packet_traits {
typedef Packet16f type;
typedef Packet8f half;
enum {
Vectorizable = 1,
AlignedOnScalar = 1,
size = 16,
HasAbs = 1,
HasMin = 1,
HasMax = 1,
HasConj = 1,
HasBlend = 1,
HasSin = EIGEN_FAST_MATH,
HasCos = EIGEN_FAST_MATH,
HasACos = 1,
HasASin = 1,
HasATan = 1,
HasATanh = 1,
HasSqrt = 1,
HasRsqrt = 1,
HasLog = 1,
HasLog1p = 1,
HasExpm1 = 1,
HasNdtri = 1,
HasBessel = 1,
HasExp = 1,
HasReciprocal = EIGEN_FAST_MATH,
HasTanh = EIGEN_FAST_MATH,
HasErf = EIGEN_FAST_MATH,
HasErfc = EIGEN_FAST_MATH,
HasCmp = 1,
HasDiv = 1
};
};
template <>
struct packet_traits<double> : default_packet_traits {
typedef Packet8d type;
typedef Packet4d half;
enum {
Vectorizable = 1,
AlignedOnScalar = 1,
size = 8,
HasBlend = 1,
HasSqrt = 1,
HasRsqrt = 1,
HasSin = EIGEN_FAST_MATH,
HasCos = EIGEN_FAST_MATH,
HasLog = 1,
HasExp = 1,
HasATan = 1,
HasTanh = EIGEN_FAST_MATH,
HasErf = EIGEN_FAST_MATH,
HasErfc = EIGEN_FAST_MATH,
HasATanh = 1,
HasCmp = 1,
HasDiv = 1
};
};
template <>
struct packet_traits<int> : default_packet_traits {
typedef Packet16i type;
typedef Packet8i half;
enum { Vectorizable = 1, AlignedOnScalar = 1, HasBlend = 0, HasCmp = 1, HasDiv = 1, size = 16 };
};
template <>
struct packet_traits<int64_t> : default_packet_traits {
typedef Packet8l type;
typedef Packet4l half;
enum { Vectorizable = 1, AlignedOnScalar = 1, HasCmp = 1, size = 8 };
};
template <>
struct unpacket_traits<Packet16f> {
typedef float type;
typedef Packet8f half;
typedef Packet16i integer_packet;
typedef uint16_t mask_t;
enum {
size = 16,
alignment = Aligned64,
vectorizable = true,
masked_load_available = true,
masked_store_available = true,
masked_fpops_available = true
};
};
template <>
struct unpacket_traits<Packet8d> {
typedef double type;
typedef Packet4d half;
typedef Packet8l integer_packet;
typedef uint8_t mask_t;
enum {
size = 8,
alignment = Aligned64,
vectorizable = true,
masked_load_available = true,
masked_store_available = true,
masked_fpops_available = true
};
};
template <>
struct unpacket_traits<Packet16i> {
typedef int type;
typedef Packet8i half;
enum {
size = 16,
alignment = Aligned64,
vectorizable = true,
masked_load_available = false,
masked_store_available = false
};
};
template <>
struct unpacket_traits<Packet8l> {
typedef int64_t type;
typedef Packet4l half;
enum {
size = 8,
alignment = Aligned64,
vectorizable = true,
masked_load_available = false,
masked_store_available = false
};
};
#ifndef EIGEN_VECTORIZE_AVX512FP16
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
};
};
#endif
template <>
EIGEN_STRONG_INLINE Packet16f pset1<Packet16f>(const float& from) {
return _mm512_set1_ps(from);
}
template <>
EIGEN_STRONG_INLINE Packet8d pset1<Packet8d>(const double& from) {
return _mm512_set1_pd(from);
}
template <>
EIGEN_STRONG_INLINE Packet16i pset1<Packet16i>(const int& from) {
return _mm512_set1_epi32(from);
}
template <>
EIGEN_STRONG_INLINE Packet8l pset1<Packet8l>(const int64_t& from) {
return _mm512_set1_epi64(from);
}
template <>
EIGEN_STRONG_INLINE Packet16f pset1frombits<Packet16f>(unsigned int from) {
return _mm512_castsi512_ps(_mm512_set1_epi32(from));
}
template <>
EIGEN_STRONG_INLINE Packet8d pset1frombits<Packet8d>(const numext::uint64_t from) {
return _mm512_castsi512_pd(_mm512_set1_epi64(from));
}
template <>
EIGEN_STRONG_INLINE Packet16f pzero(const Packet16f& /*a*/) {
return _mm512_setzero_ps();
}
template <>
EIGEN_STRONG_INLINE Packet8d pzero(const Packet8d& /*a*/) {
return _mm512_setzero_pd();
}
template <>
EIGEN_STRONG_INLINE Packet16i pzero(const Packet16i& /*a*/) {
return _mm512_setzero_si512();
}
template <>
EIGEN_STRONG_INLINE Packet8l pzero(const Packet8l& /*a*/) {
return _mm512_setzero_si512();
}
template <>
EIGEN_STRONG_INLINE Packet16f peven_mask(const Packet16f& /*a*/) {
return _mm512_castsi512_ps(_mm512_set_epi32(0, -1, 0, -1, 0, -1, 0, -1, 0, -1, 0, -1, 0, -1, 0, -1));
}
template <>
EIGEN_STRONG_INLINE Packet16i peven_mask(const Packet16i& /*a*/) {
return _mm512_set_epi32(0, -1, 0, -1, 0, -1, 0, -1, 0, -1, 0, -1, 0, -1, 0, -1);
}
template <>
EIGEN_STRONG_INLINE Packet8d peven_mask(const Packet8d& /*a*/) {
return _mm512_castsi512_pd(_mm512_set_epi32(0, 0, -1, -1, 0, 0, -1, -1, 0, 0, -1, -1, 0, 0, -1, -1));
}
template <>
EIGEN_STRONG_INLINE Packet8l peven_mask(const Packet8l& /*a*/) {
return _mm512_set_epi32(0, 0, -1, -1, 0, 0, -1, -1, 0, 0, -1, -1, 0, 0, -1, -1);
}
template <>
EIGEN_STRONG_INLINE Packet16f pload1<Packet16f>(const float* from) {
#if (EIGEN_COMP_GNUC != 0) || (EIGEN_COMP_CLANG != 0)
// Inline asm here helps reduce some register spilling in TRSM kernels.
// See note in unrolls::gemm::microKernel in TrsmKernel.h
Packet16f ret;
__asm__("vbroadcastss %[mem], %[dst]" : [dst] "=v"(ret) : [mem] "m"(*from));
return ret;
#else
return _mm512_broadcastss_ps(_mm_load_ps1(from));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet8d pload1<Packet8d>(const double* from) {
#if (EIGEN_COMP_GNUC != 0) || (EIGEN_COMP_CLANG != 0)
Packet8d ret;
__asm__("vbroadcastsd %[mem], %[dst]" : [dst] "=v"(ret) : [mem] "m"(*from));
return ret;
#else
return _mm512_set1_pd(*from);
#endif
}
template <>
EIGEN_STRONG_INLINE Packet16f plset<Packet16f>(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<Packet8d>(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 Packet16i plset<Packet16i>(const int& a) {
return _mm512_add_epi32(_mm512_set1_epi32(a), _mm512_set_epi32(15, 14, 13, 12, 11, 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0));
}
template <>
EIGEN_STRONG_INLINE Packet8l plset<Packet8l>(const int64_t& a) {
return _mm512_add_epi64(_mm512_set1_epi64(a), _mm512_set_epi64(7, 6, 5, 4, 3, 2, 1, 0));
}
template <>
EIGEN_STRONG_INLINE Packet16f padd<Packet16f>(const Packet16f& a, const Packet16f& b) {
return _mm512_add_ps(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8d padd<Packet8d>(const Packet8d& a, const Packet8d& b) {
return _mm512_add_pd(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16i padd<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_add_epi32(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8l padd<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_add_epi64(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f padd<Packet16f>(const Packet16f& a, const Packet16f& b, uint16_t umask) {
__mmask16 mask = static_cast<__mmask16>(umask);
return _mm512_maskz_add_ps(mask, a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8d padd<Packet8d>(const Packet8d& a, const Packet8d& b, uint8_t umask) {
__mmask8 mask = static_cast<__mmask8>(umask);
return _mm512_maskz_add_pd(mask, a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f psub<Packet16f>(const Packet16f& a, const Packet16f& b) {
return _mm512_sub_ps(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8d psub<Packet8d>(const Packet8d& a, const Packet8d& b) {
return _mm512_sub_pd(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16i psub<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_sub_epi32(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8l psub<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_sub_epi64(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f pnegate(const Packet16f& a) {
// NOTE: MSVC seems to struggle with _mm512_set1_epi32, leading to random results.
// The intel docs give it a relatively high latency as well, so we're probably
// better off with using _mm512_set_epi32 directly anyways.
const __m512i mask =
_mm512_set_epi32(0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000,
0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000, 0x80000000);
return _mm512_castsi512_ps(_mm512_xor_epi32(_mm512_castps_si512(a), mask));
}
template <>
EIGEN_STRONG_INLINE Packet8d pnegate(const Packet8d& a) {
const __m512i mask =
_mm512_set_epi64(0x8000000000000000ULL, 0x8000000000000000ULL, 0x8000000000000000ULL, 0x8000000000000000ULL,
0x8000000000000000ULL, 0x8000000000000000ULL, 0x8000000000000000ULL, 0x8000000000000000ULL);
return _mm512_castsi512_pd(_mm512_xor_epi64(_mm512_castpd_si512(a), mask));
}
template <>
EIGEN_STRONG_INLINE Packet16i pnegate(const Packet16i& a) {
return _mm512_sub_epi32(_mm512_setzero_si512(), a);
}
template <>
EIGEN_STRONG_INLINE Packet8l pnegate(const Packet8l& a) {
return _mm512_sub_epi64(_mm512_setzero_si512(), 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 Packet8l pconj(const Packet8l& a) {
return a;
}
template <>
EIGEN_STRONG_INLINE Packet16f pmul<Packet16f>(const Packet16f& a, const Packet16f& b) {
return _mm512_mul_ps(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8d pmul<Packet8d>(const Packet8d& a, const Packet8d& b) {
return _mm512_mul_pd(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16i pmul<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_mullo_epi32(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8l pmul<Packet8l>(const Packet8l& a, const Packet8l& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_mullo_epi64(a, b);
#else
return _mm512_mullox_epi64(a, b);
#endif
}
template <>
EIGEN_STRONG_INLINE Packet16f pdiv<Packet16f>(const Packet16f& a, const Packet16f& b) {
return _mm512_div_ps(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8d pdiv<Packet8d>(const Packet8d& a, const Packet8d& b) {
return _mm512_div_pd(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16i pdiv<Packet16i>(const Packet16i& a, const Packet16i& b) {
Packet8i q_lo = pdiv<Packet8i>(_mm512_extracti64x4_epi64(a, 0), _mm512_extracti64x4_epi64(b, 0));
Packet8i q_hi = pdiv<Packet8i>(_mm512_extracti64x4_epi64(a, 1), _mm512_extracti64x4_epi64(b, 1));
return _mm512_inserti64x4(_mm512_castsi256_si512(q_lo), q_hi, 1);
}
#ifdef EIGEN_VECTORIZE_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);
}
template <>
EIGEN_STRONG_INLINE Packet16f pmsub(const Packet16f& a, const Packet16f& b, const Packet16f& c) {
return _mm512_fmsub_ps(a, b, c);
}
template <>
EIGEN_STRONG_INLINE Packet8d pmsub(const Packet8d& a, const Packet8d& b, const Packet8d& c) {
return _mm512_fmsub_pd(a, b, c);
}
template <>
EIGEN_STRONG_INLINE Packet16f pnmadd(const Packet16f& a, const Packet16f& b, const Packet16f& c) {
return _mm512_fnmadd_ps(a, b, c);
}
template <>
EIGEN_STRONG_INLINE Packet8d pnmadd(const Packet8d& a, const Packet8d& b, const Packet8d& c) {
return _mm512_fnmadd_pd(a, b, c);
}
template <>
EIGEN_STRONG_INLINE Packet16f pnmsub(const Packet16f& a, const Packet16f& b, const Packet16f& c) {
return _mm512_fnmsub_ps(a, b, c);
}
template <>
EIGEN_STRONG_INLINE Packet8d pnmsub(const Packet8d& a, const Packet8d& b, const Packet8d& c) {
return _mm512_fnmsub_pd(a, b, c);
}
#endif
template <>
EIGEN_DEVICE_FUNC inline Packet16f pselect(const Packet16f& mask, const Packet16f& a, const Packet16f& b) {
__mmask16 mask16 = _mm512_cmpeq_epi32_mask(_mm512_castps_si512(mask), _mm512_setzero_epi32());
return _mm512_mask_blend_ps(mask16, a, b);
}
template <>
EIGEN_DEVICE_FUNC inline Packet16i pselect(const Packet16i& mask, const Packet16i& a, const Packet16i& b) {
__mmask16 mask16 = _mm512_cmpeq_epi32_mask(mask, _mm512_setzero_epi32());
return _mm512_mask_blend_epi32(mask16, a, b);
}
template <>
EIGEN_DEVICE_FUNC inline Packet8l pselect(const Packet8l& mask, const Packet8l& a, const Packet8l& b) {
__mmask8 mask8 = _mm512_cmpeq_epi64_mask(mask, _mm512_setzero_si512());
return _mm512_mask_blend_epi64(mask8, a, b);
}
template <>
EIGEN_DEVICE_FUNC inline Packet8d pselect(const Packet8d& mask, const Packet8d& a, const Packet8d& b) {
__mmask8 mask8 = _mm512_cmp_epi64_mask(_mm512_castpd_si512(mask), _mm512_setzero_epi32(), _MM_CMPINT_EQ);
return _mm512_mask_blend_pd(mask8, a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f pmin<Packet16f>(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<Packet8d>(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 Packet16i pmin<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_min_epi32(b, a);
}
template <>
EIGEN_STRONG_INLINE Packet8l pmin<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_min_epi64(b, a);
}
template <>
EIGEN_STRONG_INLINE Packet16f pmax<Packet16f>(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<Packet8d>(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 Packet16i pmax<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_max_epi32(b, a);
}
template <>
EIGEN_STRONG_INLINE Packet8l pmax<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_max_epi64(b, a);
}
// Add specializations for min/max with prescribed NaN propagation.
template <>
EIGEN_STRONG_INLINE Packet16f pmin<PropagateNumbers, Packet16f>(const Packet16f& a, const Packet16f& b) {
return pminmax_propagate_numbers(a, b, pmin<Packet16f>);
}
template <>
EIGEN_STRONG_INLINE Packet8d pmin<PropagateNumbers, Packet8d>(const Packet8d& a, const Packet8d& b) {
return pminmax_propagate_numbers(a, b, pmin<Packet8d>);
}
template <>
EIGEN_STRONG_INLINE Packet16f pmax<PropagateNumbers, Packet16f>(const Packet16f& a, const Packet16f& b) {
return pminmax_propagate_numbers(a, b, pmax<Packet16f>);
}
template <>
EIGEN_STRONG_INLINE Packet8d pmax<PropagateNumbers, Packet8d>(const Packet8d& a, const Packet8d& b) {
return pminmax_propagate_numbers(a, b, pmax<Packet8d>);
}
template <>
EIGEN_STRONG_INLINE Packet16f pmin<PropagateNaN, Packet16f>(const Packet16f& a, const Packet16f& b) {
return pminmax_propagate_nan(a, b, pmin<Packet16f>);
}
template <>
EIGEN_STRONG_INLINE Packet8d pmin<PropagateNaN, Packet8d>(const Packet8d& a, const Packet8d& b) {
return pminmax_propagate_nan(a, b, pmin<Packet8d>);
}
template <>
EIGEN_STRONG_INLINE Packet16f pmax<PropagateNaN, Packet16f>(const Packet16f& a, const Packet16f& b) {
return pminmax_propagate_nan(a, b, pmax<Packet16f>);
}
template <>
EIGEN_STRONG_INLINE Packet8d pmax<PropagateNaN, Packet8d>(const Packet8d& a, const Packet8d& b) {
return pminmax_propagate_nan(a, b, pmax<Packet8d>);
}
#ifdef EIGEN_VECTORIZE_AVX512DQ
template <int I_>
EIGEN_STRONG_INLINE Packet8f extract256(Packet16f x) {
return _mm512_extractf32x8_ps(x, I_);
}
template <int I_>
EIGEN_STRONG_INLINE Packet2d extract128(Packet8d x) {
return _mm512_extractf64x2_pd(x, I_);
}
EIGEN_STRONG_INLINE Packet16f cat256(Packet8f a, Packet8f b) {
return _mm512_insertf32x8(_mm512_castps256_ps512(a), b, 1);
}
EIGEN_STRONG_INLINE Packet16i cat256i(Packet8i a, Packet8i b) {
return _mm512_inserti32x8(_mm512_castsi256_si512(a), b, 1);
}
#else
// AVX512F does not define _mm512_extractf32x8_ps to extract _m256 from _m512
template <int I_>
EIGEN_STRONG_INLINE Packet8f extract256(Packet16f x) {
return _mm256_castsi256_ps(_mm512_extracti64x4_epi64(_mm512_castps_si512(x), I_));
}
// AVX512F does not define _mm512_extractf64x2_pd to extract _m128 from _m512
template <int I_>
EIGEN_STRONG_INLINE Packet2d extract128(Packet8d x) {
return _mm_castsi128_pd(_mm512_extracti32x4_epi32(_mm512_castpd_si512(x), I_));
}
EIGEN_STRONG_INLINE Packet16f cat256(Packet8f a, Packet8f b) {
return _mm512_castsi512_ps(
_mm512_inserti64x4(_mm512_castsi256_si512(_mm256_castps_si256(a)), _mm256_castps_si256(b), 1));
}
EIGEN_STRONG_INLINE Packet16i cat256i(Packet8i a, Packet8i b) {
return _mm512_inserti64x4(_mm512_castsi256_si512(a), b, 1);
}
#endif
// Helper function for bit packing snippet of low precision comparison.
// It packs the flags from 32x16 to 16x16.
EIGEN_STRONG_INLINE __m256i Pack32To16(Packet16f rf) {
// Split data into small pieces and handle with AVX instructions
// to guarantee internal order of vector.
// Operation:
// dst[15:0] := Saturate16(rf[31:0])
// dst[31:16] := Saturate16(rf[63:32])
// ...
// dst[255:240] := Saturate16(rf[255:224])
__m256i lo = _mm256_castps_si256(extract256<0>(rf));
__m256i hi = _mm256_castps_si256(extract256<1>(rf));
__m128i result_lo = _mm_packs_epi32(_mm256_extractf128_si256(lo, 0), _mm256_extractf128_si256(lo, 1));
__m128i result_hi = _mm_packs_epi32(_mm256_extractf128_si256(hi, 0), _mm256_extractf128_si256(hi, 1));
return _mm256_insertf128_si256(_mm256_castsi128_si256(result_lo), result_hi, 1);
}
template <>
EIGEN_STRONG_INLINE Packet16f pisnan(const Packet16f& a) {
__mmask16 mask = _mm512_cmp_ps_mask(a, a, _CMP_UNORD_Q);
return _mm512_castsi512_ps(_mm512_maskz_set1_epi32(mask, int32_t(-1)));
}
template <>
EIGEN_STRONG_INLINE Packet16f pcmp_eq(const Packet16f& a, const Packet16f& b) {
__mmask16 mask = _mm512_cmp_ps_mask(a, b, _CMP_EQ_OQ);
return _mm512_castsi512_ps(_mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1)));
}
template <>
EIGEN_STRONG_INLINE Packet16f pcmp_le(const Packet16f& a, const Packet16f& b) {
__mmask16 mask = _mm512_cmp_ps_mask(a, b, _CMP_LE_OQ);
return _mm512_castsi512_ps(_mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1)));
}
template <>
EIGEN_STRONG_INLINE Packet16f pcmp_lt(const Packet16f& a, const Packet16f& b) {
__mmask16 mask = _mm512_cmp_ps_mask(a, b, _CMP_LT_OQ);
return _mm512_castsi512_ps(_mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1)));
}
template <>
EIGEN_STRONG_INLINE Packet16f pcmp_lt_or_nan(const Packet16f& a, const Packet16f& b) {
__mmask16 mask = _mm512_cmp_ps_mask(a, b, _CMP_NGE_UQ);
return _mm512_castsi512_ps(_mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1)));
}
template <>
EIGEN_STRONG_INLINE Packet16i pcmp_eq(const Packet16i& a, const Packet16i& b) {
__mmask16 mask = _mm512_cmp_epi32_mask(a, b, _MM_CMPINT_EQ);
return _mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet16i pcmp_le(const Packet16i& a, const Packet16i& b) {
__mmask16 mask = _mm512_cmp_epi32_mask(a, b, _MM_CMPINT_LE);
return _mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet16i pcmp_lt(const Packet16i& a, const Packet16i& b) {
__mmask16 mask = _mm512_cmp_epi32_mask(a, b, _MM_CMPINT_LT);
return _mm512_mask_set1_epi32(_mm512_setzero_epi32(), mask, int32_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet8l pcmp_eq(const Packet8l& a, const Packet8l& b) {
__mmask8 mask = _mm512_cmp_epi64_mask(a, b, _MM_CMPINT_EQ);
return _mm512_mask_set1_epi64(_mm512_setzero_si512(), mask, int64_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet8l pcmp_le(const Packet8l& a, const Packet8l& b) {
__mmask8 mask = _mm512_cmp_epi64_mask(a, b, _MM_CMPINT_LE);
return _mm512_mask_set1_epi64(_mm512_setzero_si512(), mask, int64_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet8l pcmp_lt(const Packet8l& a, const Packet8l& b) {
__mmask8 mask = _mm512_cmp_epi64_mask(a, b, _MM_CMPINT_LT);
return _mm512_mask_set1_epi64(_mm512_setzero_si512(), mask, int64_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet8d pcmp_eq(const Packet8d& a, const Packet8d& b) {
__mmask8 mask = _mm512_cmp_pd_mask(a, b, _CMP_EQ_OQ);
return _mm512_castsi512_pd(_mm512_mask_set1_epi64(_mm512_setzero_epi32(), mask, 0xffffffffffffffffu));
}
template <>
EIGEN_STRONG_INLINE Packet8d pcmp_le(const Packet8d& a, const Packet8d& b) {
__mmask8 mask = _mm512_cmp_pd_mask(a, b, _CMP_LE_OQ);
return _mm512_castsi512_pd(_mm512_mask_set1_epi64(_mm512_setzero_epi32(), mask, 0xffffffffffffffffu));
}
template <>
EIGEN_STRONG_INLINE Packet8d pcmp_lt(const Packet8d& a, const Packet8d& b) {
__mmask8 mask = _mm512_cmp_pd_mask(a, b, _CMP_LT_OQ);
return _mm512_castsi512_pd(_mm512_mask_set1_epi64(_mm512_setzero_epi32(), mask, 0xffffffffffffffffu));
}
template <>
EIGEN_STRONG_INLINE Packet8d pcmp_lt_or_nan(const Packet8d& a, const Packet8d& b) {
__mmask8 mask = _mm512_cmp_pd_mask(a, b, _CMP_NGE_UQ);
return _mm512_castsi512_pd(_mm512_mask_set1_epi64(_mm512_setzero_epi32(), mask, 0xffffffffffffffffu));
}
template <>
EIGEN_STRONG_INLINE Packet16f print<Packet16f>(const Packet16f& a) {
return _mm512_roundscale_ps(a, _MM_FROUND_CUR_DIRECTION);
}
template <>
EIGEN_STRONG_INLINE Packet8d print<Packet8d>(const Packet8d& a) {
return _mm512_roundscale_pd(a, _MM_FROUND_CUR_DIRECTION);
}
template <>
EIGEN_STRONG_INLINE Packet16f pceil<Packet16f>(const Packet16f& a) {
return _mm512_roundscale_ps(a, _MM_FROUND_TO_POS_INF);
}
template <>
EIGEN_STRONG_INLINE Packet8d pceil<Packet8d>(const Packet8d& a) {
return _mm512_roundscale_pd(a, _MM_FROUND_TO_POS_INF);
}
template <>
EIGEN_STRONG_INLINE Packet16f pfloor<Packet16f>(const Packet16f& a) {
return _mm512_roundscale_ps(a, _MM_FROUND_TO_NEG_INF);
}
template <>
EIGEN_STRONG_INLINE Packet8d pfloor<Packet8d>(const Packet8d& a) {
return _mm512_roundscale_pd(a, _MM_FROUND_TO_NEG_INF);
}
template <>
EIGEN_STRONG_INLINE Packet16f ptrunc<Packet16f>(const Packet16f& a) {
return _mm512_roundscale_ps(a, _MM_FROUND_TO_ZERO);
}
template <>
EIGEN_STRONG_INLINE Packet8d ptrunc<Packet8d>(const Packet8d& a) {
return _mm512_roundscale_pd(a, _MM_FROUND_TO_ZERO);
}
template <>
EIGEN_STRONG_INLINE Packet16i ptrue<Packet16i>(const Packet16i& /*a*/) {
return _mm512_set1_epi32(int32_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet8l ptrue<Packet8l>(const Packet8l& /*a*/) {
return _mm512_set1_epi64(int64_t(-1));
}
template <>
EIGEN_STRONG_INLINE Packet16f ptrue<Packet16f>(const Packet16f& a) {
return _mm512_castsi512_ps(ptrue<Packet16i>(_mm512_castps_si512(a)));
}
template <>
EIGEN_STRONG_INLINE Packet8d ptrue<Packet8d>(const Packet8d& a) {
return _mm512_castsi512_pd(ptrue<Packet16i>(_mm512_castpd_si512(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16i pand<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_and_si512(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8l pand<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_and_si512(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f pand<Packet16f>(const Packet16f& a, const Packet16f& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_and_ps(a, b);
#else
return _mm512_castsi512_ps(pand(_mm512_castps_si512(a), _mm512_castps_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet8d pand<Packet8d>(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);
return _mm512_insertf64x4(res, _mm256_and_pd(lane1_a, lane1_b), 1);
#endif
}
template <>
EIGEN_STRONG_INLINE Packet16i por<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_or_si512(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8l por<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_or_si512(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f por<Packet16f>(const Packet16f& a, const Packet16f& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_or_ps(a, b);
#else
return _mm512_castsi512_ps(por(_mm512_castps_si512(a), _mm512_castps_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet8d por<Packet8d>(const Packet8d& a, const Packet8d& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_or_pd(a, b);
#else
return _mm512_castsi512_pd(por(_mm512_castpd_si512(a), _mm512_castpd_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet16i pxor<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_xor_si512(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet8l pxor<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_xor_si512(a, b);
}
template <>
EIGEN_STRONG_INLINE Packet16f pxor<Packet16f>(const Packet16f& a, const Packet16f& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_xor_ps(a, b);
#else
return _mm512_castsi512_ps(pxor(_mm512_castps_si512(a), _mm512_castps_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet8d pxor<Packet8d>(const Packet8d& a, const Packet8d& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_xor_pd(a, b);
#else
return _mm512_castsi512_pd(pxor(_mm512_castpd_si512(a), _mm512_castpd_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet16i pandnot<Packet16i>(const Packet16i& a, const Packet16i& b) {
return _mm512_andnot_si512(b, a);
}
template <>
EIGEN_STRONG_INLINE Packet8l pandnot<Packet8l>(const Packet8l& a, const Packet8l& b) {
return _mm512_andnot_si512(b, a);
}
template <>
EIGEN_STRONG_INLINE Packet16f pandnot<Packet16f>(const Packet16f& a, const Packet16f& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_andnot_ps(b, a);
#else
return _mm512_castsi512_ps(pandnot(_mm512_castps_si512(a), _mm512_castps_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet8d pandnot<Packet8d>(const Packet8d& a, const Packet8d& b) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_andnot_pd(b, a);
#else
return _mm512_castsi512_pd(pandnot(_mm512_castpd_si512(a), _mm512_castpd_si512(b)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet16f pround<Packet16f>(const Packet16f& a) {
// Work-around for default std::round rounding mode.
const Packet16f mask = pset1frombits<Packet16f>(static_cast<numext::uint32_t>(0x80000000u));
const Packet16f prev0dot5 = pset1frombits<Packet16f>(static_cast<numext::uint32_t>(0x3EFFFFFFu));
return _mm512_roundscale_ps(padd(por(pand(a, mask), prev0dot5), a), _MM_FROUND_TO_ZERO);
}
template <>
EIGEN_STRONG_INLINE Packet8d pround<Packet8d>(const Packet8d& a) {
// Work-around for default std::round rounding mode.
const Packet8d mask = pset1frombits<Packet8d>(static_cast<numext::uint64_t>(0x8000000000000000ull));
const Packet8d prev0dot5 = pset1frombits<Packet8d>(static_cast<numext::uint64_t>(0x3FDFFFFFFFFFFFFFull));
return _mm512_roundscale_pd(padd(por(pand(a, mask), prev0dot5), a), _MM_FROUND_TO_ZERO);
}
template <int N>
EIGEN_STRONG_INLINE Packet16i parithmetic_shift_right(Packet16i a) {
return _mm512_srai_epi32(a, N);
}
template <int N>
EIGEN_STRONG_INLINE Packet16i plogical_shift_right(Packet16i a) {
return _mm512_srli_epi32(a, N);
}
template <int N>
EIGEN_STRONG_INLINE Packet16i plogical_shift_left(Packet16i a) {
return _mm512_slli_epi32(a, N);
}
template <int N>
EIGEN_STRONG_INLINE Packet8l parithmetic_shift_right(Packet8l a) {
return _mm512_srai_epi64(a, N);
}
template <int N>
EIGEN_STRONG_INLINE Packet8l plogical_shift_right(Packet8l a) {
return _mm512_srli_epi64(a, N);
}
template <int N>
EIGEN_STRONG_INLINE Packet8l plogical_shift_left(Packet8l a) {
return _mm512_slli_epi64(a, N);
}
template <>
EIGEN_STRONG_INLINE Packet16f pload<Packet16f>(const float* from) {
EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_ps(from);
}
template <>
EIGEN_STRONG_INLINE Packet8d pload<Packet8d>(const double* from) {
EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_pd(from);
}
template <>
EIGEN_STRONG_INLINE Packet16i pload<Packet16i>(const int* from) {
EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_epi64(from);
}
template <>
EIGEN_STRONG_INLINE Packet8l pload<Packet8l>(const int64_t* from) {
EIGEN_DEBUG_ALIGNED_LOAD return _mm512_load_epi64(from);
}
template <>
EIGEN_STRONG_INLINE Packet16f ploadu<Packet16f>(const float* from) {
EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_ps(from);
}
template <>
EIGEN_STRONG_INLINE Packet8d ploadu<Packet8d>(const double* from) {
EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_pd(from);
}
template <>
EIGEN_STRONG_INLINE Packet16i ploadu<Packet16i>(const int* from) {
EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_epi32(from);
}
template <>
EIGEN_STRONG_INLINE Packet8l ploadu<Packet8l>(const int64_t* from) {
EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_loadu_epi64(from);
}
template <>
EIGEN_STRONG_INLINE Packet16f ploadu<Packet16f>(const float* from, uint16_t umask) {
__mmask16 mask = static_cast<__mmask16>(umask);
EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_maskz_loadu_ps(mask, from);
}
template <>
EIGEN_STRONG_INLINE Packet8d ploadu<Packet8d>(const double* from, uint8_t umask) {
__mmask8 mask = static_cast<__mmask8>(umask);
EIGEN_DEBUG_UNALIGNED_LOAD return _mm512_maskz_loadu_pd(mask, 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<Packet16f>(const float* from) {
// an unaligned load is required here as there is no requirement
// on the alignment of input pointer 'from'
__m256i low_half = _mm256_castps_si256(_mm256_loadu_ps(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;
}
// Loads 4 doubles from memory a returns the packet {a0, a0, a1, a1, a2, a2, a3,
// a3}
template <>
EIGEN_STRONG_INLINE Packet8d ploaddup<Packet8d>(const double* from) {
Packet8d tmp = _mm512_castpd256_pd512(ploadu<Packet4d>(from));
const Packet8l scatter_mask = _mm512_set_epi64(3, 3, 2, 2, 1, 1, 0, 0);
return _mm512_permutexvar_pd(scatter_mask, tmp);
}
// Loads 4 int64_t from memory a returns the packet {a0, a0, a1, a1, a2, a2, a3,
// a3}
template <>
EIGEN_STRONG_INLINE Packet8l ploaddup<Packet8l>(const int64_t* from) {
Packet8l tmp = _mm512_castsi256_si512(ploadu<Packet4l>(from));
const Packet8l scatter_mask = _mm512_set_epi64(3, 3, 2, 2, 1, 1, 0, 0);
return _mm512_permutexvar_epi64(scatter_mask, tmp);
}
// Loads 8 integers from memory and returns the packet
// {a0, a0 a1, a1, a2, a2, a3, a3, a4, a4, a5, a5, a6, a6, a7, a7}
template <>
EIGEN_STRONG_INLINE Packet16i ploaddup<Packet16i>(const int* from) {
__m256i low_half = _mm256_load_si256(reinterpret_cast<const __m256i*>(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 _mm512_castps_si512(pairs);
}
// 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<Packet16f>(const float* from) {
Packet16f tmp = _mm512_castps128_ps512(ploadu<Packet4f>(from));
const Packet16i scatter_mask = _mm512_set_epi32(3, 3, 3, 3, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0);
return _mm512_permutexvar_ps(scatter_mask, tmp);
}
// Loads 2 doubles from memory a returns the packet
// {a0, a0 a0, a0, a1, a1, a1, a1}
template <>
EIGEN_STRONG_INLINE Packet8d ploadquad<Packet8d>(const double* from) {
__m256d lane0 = _mm256_set1_pd(*from);
__m256d lane1 = _mm256_set1_pd(*(from + 1));
__m512d tmp = _mm512_undefined_pd();
tmp = _mm512_insertf64x4(tmp, lane0, 0);
return _mm512_insertf64x4(tmp, lane1, 1);
}
// Loads 2 int64_t from memory a returns the packet
// {a0, a0 a0, a0, a1, a1, a1, a1}
template <>
EIGEN_STRONG_INLINE Packet8l ploadquad<Packet8l>(const int64_t* from) {
__m256i lane0 = _mm256_set1_epi64x(*from);
__m256i lane1 = _mm256_set1_epi64x(*(from + 1));
__m512i tmp = _mm512_undefined_epi32();
tmp = _mm512_inserti64x4(tmp, lane0, 0);
return _mm512_inserti64x4(tmp, lane1, 1);
}
// Loads 4 integers from memory and returns the packet
// {a0, a0 a0, a0, a1, a1, a1, a1, a2, a2, a2, a2, a3, a3, a3, a3}
template <>
EIGEN_STRONG_INLINE Packet16i ploadquad<Packet16i>(const int* from) {
Packet16i tmp = _mm512_castsi128_si512(ploadu<Packet4i>(from));
const Packet16i scatter_mask = _mm512_set_epi32(3, 3, 3, 3, 2, 2, 2, 2, 1, 1, 1, 1, 0, 0, 0, 0);
return _mm512_permutexvar_epi32(scatter_mask, tmp);
}
template <>
EIGEN_STRONG_INLINE void pstore<float>(float* to, const Packet16f& from) {
EIGEN_DEBUG_ALIGNED_STORE _mm512_store_ps(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstore<double>(double* to, const Packet8d& from) {
EIGEN_DEBUG_ALIGNED_STORE _mm512_store_pd(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstore<int>(int* to, const Packet16i& from) {
EIGEN_DEBUG_ALIGNED_STORE _mm512_store_epi32(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstore<int64_t>(int64_t* to, const Packet8l& from) {
EIGEN_DEBUG_ALIGNED_STORE _mm512_store_epi64(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<float>(float* to, const Packet16f& from) {
EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_ps(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<double>(double* to, const Packet8d& from) {
EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_pd(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<int>(int* to, const Packet16i& from) {
EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_epi32(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<int64_t>(int64_t* to, const Packet8l& from) {
EIGEN_DEBUG_UNALIGNED_STORE _mm512_storeu_epi64(to, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<float>(float* to, const Packet16f& from, uint16_t umask) {
__mmask16 mask = static_cast<__mmask16>(umask);
EIGEN_DEBUG_UNALIGNED_STORE return _mm512_mask_storeu_ps(to, mask, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<double>(double* to, const Packet8d& from, uint8_t umask) {
__mmask8 mask = static_cast<__mmask8>(umask);
EIGEN_DEBUG_UNALIGNED_STORE return _mm512_mask_storeu_pd(to, mask, from);
}
template <typename Scalar, typename Packet>
EIGEN_DEVICE_FUNC inline Packet pgather(const Packet& src, const Scalar* from, Index stride,
typename unpacket_traits<Packet>::mask_t umask);
template <>
EIGEN_DEVICE_FUNC inline Packet16f pgather<float, Packet16f>(const Packet16f& src, const float* from, Index stride,
uint16_t umask) {
Packet16i stride_vector = _mm512_set1_epi32(convert_index<int>(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);
__mmask16 mask = static_cast<__mmask16>(umask);
return _mm512_mask_i32gather_ps(src, mask, indices, from, 4);
}
template <>
EIGEN_DEVICE_FUNC inline Packet8d pgather<double, Packet8d>(const Packet8d& src, const double* from, Index stride,
uint8_t umask) {
Packet8i stride_vector = _mm256_set1_epi32(convert_index<int>(stride));
Packet8i stride_multiplier = _mm256_set_epi32(7, 6, 5, 4, 3, 2, 1, 0);
Packet8i indices = _mm256_mullo_epi32(stride_vector, stride_multiplier);
__mmask8 mask = static_cast<__mmask8>(umask);
return _mm512_mask_i32gather_pd(src, mask, indices, from, 8);
}
template <>
EIGEN_DEVICE_FUNC inline Packet16f pgather<float, Packet16f>(const float* from, Index stride) {
Packet16i stride_vector = _mm512_set1_epi32(convert_index<int>(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<double, Packet8d>(const double* from, Index stride) {
Packet8i stride_vector = _mm256_set1_epi32(convert_index<int>(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 Packet8l pgather<int64_t, Packet8l>(const int64_t* from, Index stride) {
Packet8i stride_vector = _mm256_set1_epi32(convert_index<int>(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_epi64(indices, from, 8);
}
template <>
EIGEN_DEVICE_FUNC inline Packet16i pgather<int, Packet16i>(const int* from, Index stride) {
Packet16i stride_vector = _mm512_set1_epi32(convert_index<int>(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_epi32(indices, from, 4);
}
template <typename Scalar, typename Packet>
EIGEN_DEVICE_FUNC inline void pscatter(Scalar* to, const Packet& from, Index stride,
typename unpacket_traits<Packet>::mask_t umask);
template <>
EIGEN_DEVICE_FUNC inline void pscatter<float, Packet16f>(float* to, const Packet16f& from, Index stride,
uint16_t umask) {
Packet16i stride_vector = _mm512_set1_epi32(convert_index<int>(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);
__mmask16 mask = static_cast<__mmask16>(umask);
_mm512_mask_i32scatter_ps(to, mask, indices, from, 4);
}
template <>
EIGEN_DEVICE_FUNC inline void pscatter<double, Packet8d>(double* to, const Packet8d& from, Index stride,
uint8_t umask) {
Packet8i stride_vector = _mm256_set1_epi32(convert_index<int>(stride));
Packet8i stride_multiplier = _mm256_set_epi32(7, 6, 5, 4, 3, 2, 1, 0);
Packet8i indices = _mm256_mullo_epi32(stride_vector, stride_multiplier);
__mmask8 mask = static_cast<__mmask8>(umask);
_mm512_mask_i32scatter_pd(to, mask, indices, from, 8);
}
template <>
EIGEN_DEVICE_FUNC inline void pscatter<float, Packet16f>(float* to, const Packet16f& from, Index stride) {
Packet16i stride_vector = _mm512_set1_epi32(convert_index<int>(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, Packet8d>(double* to, const Packet8d& from, Index stride) {
Packet8i stride_vector = _mm256_set1_epi32(convert_index<int>(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_DEVICE_FUNC inline void pscatter<int64_t, Packet8l>(int64_t* to, const Packet8l& from, Index stride) {
Packet8i stride_vector = _mm256_set1_epi32(convert_index<int>(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_epi64(to, indices, from, 8);
}
template <>
EIGEN_DEVICE_FUNC inline void pscatter<int, Packet16i>(int* to, const Packet16i& from, Index stride) {
Packet16i stride_vector = _mm512_set1_epi32(convert_index<int>(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_epi32(to, indices, from, 4);
}
template <>
EIGEN_STRONG_INLINE void pstore1<Packet16f>(float* to, const float& a) {
Packet16f pa = pset1<Packet16f>(a);
pstore(to, pa);
}
template <>
EIGEN_STRONG_INLINE void pstore1<Packet8d>(double* to, const double& a) {
Packet8d pa = pset1<Packet8d>(a);
pstore(to, pa);
}
template <>
EIGEN_STRONG_INLINE void pstore1<Packet16i>(int* to, const int& a) {
Packet16i pa = pset1<Packet16i>(a);
pstore(to, pa);
}
template <>
EIGEN_STRONG_INLINE void pstore1<Packet8l>(int64_t* to, const int64_t& a) {
Packet8l pa = pset1<Packet8l>(a);
pstore(to, pa);
}
template <>
EIGEN_STRONG_INLINE void prefetch<float>(const float* addr) {
_mm_prefetch((SsePrefetchPtrType)(addr), _MM_HINT_T0);
}
template <>
EIGEN_STRONG_INLINE void prefetch<double>(const double* addr) {
_mm_prefetch((SsePrefetchPtrType)(addr), _MM_HINT_T0);
}
template <>
EIGEN_STRONG_INLINE void prefetch<int>(const int* addr) {
_mm_prefetch((SsePrefetchPtrType)(addr), _MM_HINT_T0);
}
template <>
EIGEN_STRONG_INLINE float pfirst<Packet16f>(const Packet16f& a) {
return _mm512_cvtss_f32(a);
}
template <>
EIGEN_STRONG_INLINE double pfirst<Packet8d>(const Packet8d& a) {
return _mm512_cvtsd_f64(a);
}
template <>
EIGEN_STRONG_INLINE int64_t pfirst<Packet8l>(const Packet8l& a) {
int64_t x = _mm_extract_epi64_0(_mm512_extracti32x4_epi32(a, 0));
return x;
}
template <>
EIGEN_STRONG_INLINE int pfirst<Packet16i>(const Packet16i& a) {
#if EIGEN_GNUC_STRICT_LESS_THAN(11, 0, 0)
return _mm_cvtsi128_si32(_mm512_castsi512_si128(a));
#else
return _mm512_cvtsi512_si32(a);
#endif
}
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 Packet16i preverse(const Packet16i& a) {
return _mm512_permutexvar_epi32(_mm512_set_epi32(0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15), a);
}
template <>
EIGEN_STRONG_INLINE Packet8l preverse(const Packet8l& a) {
return _mm512_permutexvar_epi64(_mm512_set_epi64(0, 1, 2, 3, 4, 5, 6, 7), a);
}
template <>
EIGEN_STRONG_INLINE Packet16f pabs(const Packet16f& a) {
// _mm512_abs_ps intrinsic not found, so hack around it
return _mm512_castsi512_ps(_mm512_and_si512(_mm512_castps_si512(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 _mm512_castsi512_pd(_mm512_and_si512(_mm512_castpd_si512(a), _mm512_set1_epi64(0x7fffffffffffffff)));
}
template <>
EIGEN_STRONG_INLINE Packet16i pabs(const Packet16i& a) {
return _mm512_abs_epi32(a);
}
template <>
EIGEN_STRONG_INLINE Packet8l pabs(const Packet8l& a) {
return _mm512_abs_epi64(a);
}
template <>
EIGEN_STRONG_INLINE Packet16h psignbit(const Packet16h& a) {
return _mm256_srai_epi16(a, 15);
}
template <>
EIGEN_STRONG_INLINE Packet16bf psignbit(const Packet16bf& a) {
return _mm256_srai_epi16(a, 15);
}
template <>
EIGEN_STRONG_INLINE Packet16f psignbit(const Packet16f& a) {
return _mm512_castsi512_ps(_mm512_srai_epi32(_mm512_castps_si512(a), 31));
}
template <>
EIGEN_STRONG_INLINE Packet8d psignbit(const Packet8d& a) {
return _mm512_castsi512_pd(_mm512_srai_epi64(_mm512_castpd_si512(a), 63));
}
template <>
EIGEN_STRONG_INLINE Packet16f pfrexp<Packet16f>(const Packet16f& a, Packet16f& exponent) {
return pfrexp_generic(a, exponent);
}
// Extract exponent without existence of Packet8l.
template <>
EIGEN_STRONG_INLINE Packet8d pfrexp_generic_get_biased_exponent(const Packet8d& a) {
const Packet8d cst_exp_mask = pset1frombits<Packet8d>(static_cast<uint64_t>(0x7ff0000000000000ull));
#ifdef EIGEN_VECTORIZE_AVX512DQ
return _mm512_cvtepi64_pd(_mm512_srli_epi64(_mm512_castpd_si512(pand(a, cst_exp_mask)), 52));
#else
return _mm512_cvtepi32_pd(_mm512_cvtepi64_epi32(_mm512_srli_epi64(_mm512_castpd_si512(pand(a, cst_exp_mask)), 52)));
#endif
}
template <>
EIGEN_STRONG_INLINE Packet8d pfrexp<Packet8d>(const Packet8d& a, Packet8d& exponent) {
return pfrexp_generic(a, exponent);
}
template <>
EIGEN_STRONG_INLINE Packet16f pldexp<Packet16f>(const Packet16f& a, const Packet16f& exponent) {
return pldexp_generic(a, exponent);
}
template <>
EIGEN_STRONG_INLINE Packet8d pldexp<Packet8d>(const Packet8d& a, const Packet8d& exponent) {
// Clamp exponent to [-2099, 2099]
const Packet8d max_exponent = pset1<Packet8d>(2099.0);
const Packet8i e = _mm512_cvtpd_epi32(pmin(pmax(exponent, pnegate(max_exponent)), max_exponent));
// Split 2^e into four factors and multiply.
const Packet8i bias = pset1<Packet8i>(1023);
Packet8i b = parithmetic_shift_right<2>(e); // floor(e/4)
// 2^b
const Packet8i permute_idx = _mm256_setr_epi32(0, 4, 1, 5, 2, 6, 3, 7);
Packet8i hi = _mm256_permutevar8x32_epi32(padd(b, bias), permute_idx);
Packet8i lo = _mm256_slli_epi64(hi, 52);
hi = _mm256_slli_epi64(_mm256_srli_epi64(hi, 32), 52);
Packet8d c = _mm512_castsi512_pd(_mm512_inserti64x4(_mm512_castsi256_si512(lo), hi, 1));
Packet8d out = pmul(pmul(pmul(a, c), c), c); // a * 2^(3b)
// 2^(e - 3b)
b = psub(psub(psub(e, b), b), b); // e - 3b
hi = _mm256_permutevar8x32_epi32(padd(b, bias), permute_idx);
lo = _mm256_slli_epi64(hi, 52);
hi = _mm256_slli_epi64(_mm256_srli_epi64(hi, 32), 52);
c = _mm512_castsi512_pd(_mm512_inserti64x4(_mm512_castsi256_si512(lo), hi, 1));
out = pmul(out, c); // a * 2^e
return out;
}
#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)
// AVX512F does not define _mm512_extracti32x8_epi32 to extract _m256i from _m512i
#define EIGEN_EXTRACT_8i_FROM_16i(INPUT, OUTPUT) \
__m256i OUTPUT##_0 = _mm512_extracti32x8_epi32(INPUT, 0); \
__m256i OUTPUT##_1 = _mm512_extracti32x8_epi32(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)
#define EIGEN_EXTRACT_8i_FROM_16i(INPUT, OUTPUT) \
__m256i OUTPUT##_0 = _mm256_insertf128_si256(_mm256_castsi128_si256(_mm512_extracti32x4_epi32(INPUT, 0)), \
_mm512_extracti32x4_epi32(INPUT, 1), 1); \
__m256i OUTPUT##_1 = _mm256_insertf128_si256(_mm256_castsi128_si256(_mm512_extracti32x4_epi32(INPUT, 2)), \
_mm512_extracti32x4_epi32(INPUT, 3), 1)
#endif
#ifdef EIGEN_VECTORIZE_AVX512DQ
#define EIGEN_INSERT_8f_INTO_16f(OUTPUT, INPUTA, INPUTB) \
OUTPUT = _mm512_insertf32x8(_mm512_castps256_ps512(INPUTA), INPUTB, 1);
#define EIGEN_INSERT_8i_INTO_16i(OUTPUT, INPUTA, INPUTB) \
OUTPUT = _mm512_inserti32x8(_mm512_castsi256_si512(INPUTA), INPUTB, 1);
#else
#define EIGEN_INSERT_8f_INTO_16f(OUTPUT, INPUTA, INPUTB) \
OUTPUT = _mm512_undefined_ps(); \
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);
#define EIGEN_INSERT_8i_INTO_16i(OUTPUT, INPUTA, INPUTB) \
OUTPUT = _mm512_undefined_epi32(); \
OUTPUT = _mm512_inserti32x4(OUTPUT, _mm256_extractf128_si256(INPUTA, 0), 0); \
OUTPUT = _mm512_inserti32x4(OUTPUT, _mm256_extractf128_si256(INPUTA, 1), 1); \
OUTPUT = _mm512_inserti32x4(OUTPUT, _mm256_extractf128_si256(INPUTB, 0), 2); \
OUTPUT = _mm512_inserti32x4(OUTPUT, _mm256_extractf128_si256(INPUTB, 1), 3);
#endif
template <>
EIGEN_STRONG_INLINE float predux<Packet16f>(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<Packet8f>(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));
return predux<Packet4f>(sum);
#endif
}
template <>
EIGEN_STRONG_INLINE double predux<Packet8d>(const Packet8d& a) {
__m256d lane0 = _mm512_extractf64x4_pd(a, 0);
__m256d lane1 = _mm512_extractf64x4_pd(a, 1);
__m256d sum = _mm256_add_pd(lane0, lane1);
return predux<Packet4d>(sum);
}
template <>
EIGEN_STRONG_INLINE int64_t predux<Packet8l>(const Packet8l& a) {
return _mm512_reduce_add_epi64(a);
}
template <>
EIGEN_STRONG_INLINE int predux<Packet16i>(const Packet16i& a) {
return _mm512_reduce_add_epi32(a);
}
template <>
EIGEN_STRONG_INLINE Packet8f predux_half_dowto4<Packet16f>(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<Packet8d>(const Packet8d& a) {
__m256d lane0 = _mm512_extractf64x4_pd(a, 0);
__m256d lane1 = _mm512_extractf64x4_pd(a, 1);
return _mm256_add_pd(lane0, lane1);
}
template <>
EIGEN_STRONG_INLINE Packet8i predux_half_dowto4<Packet16i>(const Packet16i& a) {
#ifdef EIGEN_VECTORIZE_AVX512DQ
__m256i lane0 = _mm512_extracti32x8_epi32(a, 0);
__m256i lane1 = _mm512_extracti32x8_epi32(a, 1);
return _mm256_add_epi32(lane0, lane1);
#else
__m128i lane0 = _mm512_extracti32x4_epi32(a, 0);
__m128i lane1 = _mm512_extracti32x4_epi32(a, 1);
__m128i lane2 = _mm512_extracti32x4_epi32(a, 2);
__m128i lane3 = _mm512_extracti32x4_epi32(a, 3);
__m128i sum0 = _mm_add_epi32(lane0, lane2);
__m128i sum1 = _mm_add_epi32(lane1, lane3);
return _mm256_inserti128_si256(_mm256_castsi128_si256(sum0), sum1, 1);
#endif
}
template <>
EIGEN_STRONG_INLINE Packet4l predux_half_dowto4<Packet8l>(const Packet8l& a) {
__m256i lane0 = _mm512_extracti64x4_epi64(a, 0);
__m256i lane1 = _mm512_extracti64x4_epi64(a, 1);
return _mm256_add_epi64(lane0, lane1);
}
template <>
EIGEN_STRONG_INLINE float predux_mul<Packet16f>(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<Packet8d>(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 int predux_mul<Packet16i>(const Packet16i& a) {
return _mm512_reduce_mul_epi32(a);
}
#if EIGEN_COMP_MSVC
// MSVC's _mm512_reduce_mul_epi64 is borked, at least up to and including 1939.
// alignas(64) int64_t data[] = { 1,1,-1,-1,1,-1,-1,-1 };
// int64_t out = _mm512_reduce_mul_epi64(_mm512_load_epi64(data));
// produces garbage: 4294967295. It seems to happen whenever the output is supposed to be negative.
// Fall back to a manual approach:
template <>
EIGEN_STRONG_INLINE int64_t predux_mul<Packet8l>(const Packet8l& a) {
Packet4l lane0 = _mm512_extracti64x4_epi64(a, 0);
Packet4l lane1 = _mm512_extracti64x4_epi64(a, 1);
Packet4l res = pmul(lane0, lane1);
res = pmul(res, Packet4l(_mm256_permute2x128_si256(res, res, 1)));
res = pmul(res, Packet4l(_mm256_shuffle_epi32(res, 0xE)));
return pfirst(res);
}
#else
template <>
EIGEN_STRONG_INLINE int64_t predux_mul<Packet8l>(const Packet8l& a) {
return _mm512_reduce_mul_epi64(a);
}
#endif
template <>
EIGEN_STRONG_INLINE float predux_min<Packet16f>(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<Packet8d>(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 int predux_min<Packet16i>(const Packet16i& a) {
return _mm512_reduce_min_epi32(a);
}
template <>
EIGEN_STRONG_INLINE int64_t predux_min<Packet8l>(const Packet8l& a) {
return _mm512_reduce_min_epi64(a);
}
template <>
EIGEN_STRONG_INLINE float predux_max<Packet16f>(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<Packet8d>(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 <>
EIGEN_STRONG_INLINE int predux_max<Packet16i>(const Packet16i& a) {
return _mm512_reduce_max_epi32(a);
}
template <>
EIGEN_STRONG_INLINE int64_t predux_max<Packet8l>(const Packet8l& a) {
return _mm512_reduce_max_epi64(a);
}
template <>
EIGEN_STRONG_INLINE bool predux_any(const Packet16f& a) {
return _mm512_reduce_or_epi32(_mm512_castps_si512(a)) != 0;
}
template <>
EIGEN_STRONG_INLINE bool predux_any(const Packet16i& a) {
return _mm512_reduce_or_epi32(a) != 0;
}
template <>
EIGEN_STRONG_INLINE bool predux_any(const Packet8d& a) {
return _mm512_reduce_or_epi64(_mm512_castpd_si512(a)) != 0;
}
template <>
EIGEN_STRONG_INLINE bool predux_any(const Packet8l& a) {
return _mm512_reduce_or_epi64(a) != 0;
}
#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<Packet16f, 16>& 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<Packet8f, 32> 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<Packet16f, 8>& 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]);
kernel.packet[0] = _mm512_castpd_ps(_mm512_unpacklo_pd(_mm512_castps_pd(T0), _mm512_castps_pd(T2)));
kernel.packet[1] = _mm512_castpd_ps(_mm512_unpackhi_pd(_mm512_castps_pd(T0), _mm512_castps_pd(T2)));
kernel.packet[2] = _mm512_castpd_ps(_mm512_unpacklo_pd(_mm512_castps_pd(T1), _mm512_castps_pd(T3)));
kernel.packet[3] = _mm512_castpd_ps(_mm512_unpackhi_pd(_mm512_castps_pd(T1), _mm512_castps_pd(T3)));
kernel.packet[4] = _mm512_castpd_ps(_mm512_unpacklo_pd(_mm512_castps_pd(T4), _mm512_castps_pd(T6)));
kernel.packet[5] = _mm512_castpd_ps(_mm512_unpackhi_pd(_mm512_castps_pd(T4), _mm512_castps_pd(T6)));
kernel.packet[6] = _mm512_castpd_ps(_mm512_unpacklo_pd(_mm512_castps_pd(T5), _mm512_castps_pd(T7)));
kernel.packet[7] = _mm512_castpd_ps(_mm512_unpackhi_pd(_mm512_castps_pd(T5), _mm512_castps_pd(T7)));
T0 = _mm512_shuffle_f32x4(kernel.packet[0], kernel.packet[4], 0x44);
T1 = _mm512_shuffle_f32x4(kernel.packet[0], kernel.packet[4], 0xee);
T2 = _mm512_shuffle_f32x4(kernel.packet[1], kernel.packet[5], 0x44);
T3 = _mm512_shuffle_f32x4(kernel.packet[1], kernel.packet[5], 0xee);
T4 = _mm512_shuffle_f32x4(kernel.packet[2], kernel.packet[6], 0x44);
T5 = _mm512_shuffle_f32x4(kernel.packet[2], kernel.packet[6], 0xee);
T6 = _mm512_shuffle_f32x4(kernel.packet[3], kernel.packet[7], 0x44);
T7 = _mm512_shuffle_f32x4(kernel.packet[3], kernel.packet[7], 0xee);
kernel.packet[0] = _mm512_shuffle_f32x4(T0, T2, 0x88);
kernel.packet[2] = _mm512_shuffle_f32x4(T0, T2, 0xdd);
kernel.packet[1] = _mm512_shuffle_f32x4(T4, T6, 0x88);
kernel.packet[3] = _mm512_shuffle_f32x4(T4, T6, 0xdd);
kernel.packet[4] = _mm512_shuffle_f32x4(T1, T3, 0x88);
kernel.packet[6] = _mm512_shuffle_f32x4(T1, T3, 0xdd);
kernel.packet[5] = _mm512_shuffle_f32x4(T5, T7, 0x88);
kernel.packet[7] = _mm512_shuffle_f32x4(T5, T7, 0xdd);
}
EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet16f, 4>& 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<Packet8f, 8> 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);
#define PACK_OUTPUT_L(OUTPUT, INPUT, INDEX, STRIDE) \
OUTPUT[INDEX] = _mm512_inserti64x4(OUTPUT[INDEX], INPUT[(2 * INDEX)], 0); \
OUTPUT[INDEX] = _mm512_inserti64x4(OUTPUT[INDEX], INPUT[(2 * INDEX) + STRIDE], 1);
EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet8d, 4>& 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<Packet4d, 8> 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<Packet8d, 8>& 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]);
kernel.packet[0] = _mm512_permutex_pd(T2, 0x4E);
kernel.packet[0] = _mm512_mask_blend_pd(0xCC, T0, kernel.packet[0]);
kernel.packet[2] = _mm512_permutex_pd(T0, 0x4E);
kernel.packet[2] = _mm512_mask_blend_pd(0xCC, kernel.packet[2], T2);
kernel.packet[1] = _mm512_permutex_pd(T3, 0x4E);
kernel.packet[1] = _mm512_mask_blend_pd(0xCC, T1, kernel.packet[1]);
kernel.packet[3] = _mm512_permutex_pd(T1, 0x4E);
kernel.packet[3] = _mm512_mask_blend_pd(0xCC, kernel.packet[3], T3);
kernel.packet[4] = _mm512_permutex_pd(T6, 0x4E);
kernel.packet[4] = _mm512_mask_blend_pd(0xCC, T4, kernel.packet[4]);
kernel.packet[6] = _mm512_permutex_pd(T4, 0x4E);
kernel.packet[6] = _mm512_mask_blend_pd(0xCC, kernel.packet[6], T6);
kernel.packet[5] = _mm512_permutex_pd(T7, 0x4E);
kernel.packet[5] = _mm512_mask_blend_pd(0xCC, T5, kernel.packet[5]);
kernel.packet[7] = _mm512_permutex_pd(T5, 0x4E);
kernel.packet[7] = _mm512_mask_blend_pd(0xCC, kernel.packet[7], T7);
T0 = _mm512_shuffle_f64x2(kernel.packet[4], kernel.packet[4], 0x4E);
T0 = _mm512_mask_blend_pd(0xF0, kernel.packet[0], T0);
T4 = _mm512_shuffle_f64x2(kernel.packet[0], kernel.packet[0], 0x4E);
T4 = _mm512_mask_blend_pd(0xF0, T4, kernel.packet[4]);
T1 = _mm512_shuffle_f64x2(kernel.packet[5], kernel.packet[5], 0x4E);
T1 = _mm512_mask_blend_pd(0xF0, kernel.packet[1], T1);
T5 = _mm512_shuffle_f64x2(kernel.packet[1], kernel.packet[1], 0x4E);
T5 = _mm512_mask_blend_pd(0xF0, T5, kernel.packet[5]);
T2 = _mm512_shuffle_f64x2(kernel.packet[6], kernel.packet[6], 0x4E);
T2 = _mm512_mask_blend_pd(0xF0, kernel.packet[2], T2);
T6 = _mm512_shuffle_f64x2(kernel.packet[2], kernel.packet[2], 0x4E);
T6 = _mm512_mask_blend_pd(0xF0, T6, kernel.packet[6]);
T3 = _mm512_shuffle_f64x2(kernel.packet[7], kernel.packet[7], 0x4E);
T3 = _mm512_mask_blend_pd(0xF0, kernel.packet[3], T3);
T7 = _mm512_shuffle_f64x2(kernel.packet[3], kernel.packet[3], 0x4E);
T7 = _mm512_mask_blend_pd(0xF0, T7, kernel.packet[7]);
kernel.packet[0] = T0;
kernel.packet[1] = T1;
kernel.packet[2] = T2;
kernel.packet[3] = T3;
kernel.packet[4] = T4;
kernel.packet[5] = T5;
kernel.packet[6] = T6;
kernel.packet[7] = T7;
}
EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet8l, 4>& kernel) {
__m512i T0 = _mm512_castpd_si512(
_mm512_shuffle_pd(_mm512_castsi512_pd(kernel.packet[0]), _mm512_castsi512_pd(kernel.packet[1]), 0));
__m512i T1 = _mm512_castpd_si512(
_mm512_shuffle_pd(_mm512_castsi512_pd(kernel.packet[0]), _mm512_castsi512_pd(kernel.packet[1]), 0xff));
__m512i T2 = _mm512_castpd_si512(
_mm512_shuffle_pd(_mm512_castsi512_pd(kernel.packet[2]), _mm512_castsi512_pd(kernel.packet[3]), 0));
__m512i T3 = _mm512_castpd_si512(
_mm512_shuffle_pd(_mm512_castsi512_pd(kernel.packet[2]), _mm512_castsi512_pd(kernel.packet[3]), 0xff));
PacketBlock<Packet4l, 8> tmp;
tmp.packet[0] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T0, 0), _mm512_extracti64x4_epi64(T2, 0), 0x20);
tmp.packet[1] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T1, 0), _mm512_extracti64x4_epi64(T3, 0), 0x20);
tmp.packet[2] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T0, 0), _mm512_extracti64x4_epi64(T2, 0), 0x31);
tmp.packet[3] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T1, 0), _mm512_extracti64x4_epi64(T3, 0), 0x31);
tmp.packet[4] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T0, 1), _mm512_extracti64x4_epi64(T2, 1), 0x20);
tmp.packet[5] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T1, 1), _mm512_extracti64x4_epi64(T3, 1), 0x20);
tmp.packet[6] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T0, 1), _mm512_extracti64x4_epi64(T2, 1), 0x31);
tmp.packet[7] = _mm256_permute2x128_si256(_mm512_extracti64x4_epi64(T1, 1), _mm512_extracti64x4_epi64(T3, 1), 0x31);
PACK_OUTPUT_L(kernel.packet, tmp.packet, 0, 1);
PACK_OUTPUT_L(kernel.packet, tmp.packet, 1, 1);
PACK_OUTPUT_L(kernel.packet, tmp.packet, 2, 1);
PACK_OUTPUT_L(kernel.packet, tmp.packet, 3, 1);
}
EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet8l, 8>& kernel) {
__m512i T0 = _mm512_unpacklo_epi64(kernel.packet[0], kernel.packet[1]);
__m512i T1 = _mm512_unpackhi_epi64(kernel.packet[0], kernel.packet[1]);
__m512i T2 = _mm512_unpacklo_epi64(kernel.packet[2], kernel.packet[3]);
__m512i T3 = _mm512_unpackhi_epi64(kernel.packet[2], kernel.packet[3]);
__m512i T4 = _mm512_unpacklo_epi64(kernel.packet[4], kernel.packet[5]);
__m512i T5 = _mm512_unpackhi_epi64(kernel.packet[4], kernel.packet[5]);
__m512i T6 = _mm512_unpacklo_epi64(kernel.packet[6], kernel.packet[7]);
__m512i T7 = _mm512_unpackhi_epi64(kernel.packet[6], kernel.packet[7]);
kernel.packet[0] = _mm512_permutex_epi64(T2, 0x4E);
kernel.packet[0] = _mm512_mask_blend_epi64(0xCC, T0, kernel.packet[0]);
kernel.packet[2] = _mm512_permutex_epi64(T0, 0x4E);
kernel.packet[2] = _mm512_mask_blend_epi64(0xCC, kernel.packet[2], T2);
kernel.packet[1] = _mm512_permutex_epi64(T3, 0x4E);
kernel.packet[1] = _mm512_mask_blend_epi64(0xCC, T1, kernel.packet[1]);
kernel.packet[3] = _mm512_permutex_epi64(T1, 0x4E);
kernel.packet[3] = _mm512_mask_blend_epi64(0xCC, kernel.packet[3], T3);
kernel.packet[4] = _mm512_permutex_epi64(T6, 0x4E);
kernel.packet[4] = _mm512_mask_blend_epi64(0xCC, T4, kernel.packet[4]);
kernel.packet[6] = _mm512_permutex_epi64(T4, 0x4E);
kernel.packet[6] = _mm512_mask_blend_epi64(0xCC, kernel.packet[6], T6);
kernel.packet[5] = _mm512_permutex_epi64(T7, 0x4E);
kernel.packet[5] = _mm512_mask_blend_epi64(0xCC, T5, kernel.packet[5]);
kernel.packet[7] = _mm512_permutex_epi64(T5, 0x4E);
kernel.packet[7] = _mm512_mask_blend_epi64(0xCC, kernel.packet[7], T7);
T0 = _mm512_shuffle_i64x2(kernel.packet[4], kernel.packet[4], 0x4E);
T0 = _mm512_mask_blend_epi64(0xF0, kernel.packet[0], T0);
T4 = _mm512_shuffle_i64x2(kernel.packet[0], kernel.packet[0], 0x4E);
T4 = _mm512_mask_blend_epi64(0xF0, T4, kernel.packet[4]);
T1 = _mm512_shuffle_i64x2(kernel.packet[5], kernel.packet[5], 0x4E);
T1 = _mm512_mask_blend_epi64(0xF0, kernel.packet[1], T1);
T5 = _mm512_shuffle_i64x2(kernel.packet[1], kernel.packet[1], 0x4E);
T5 = _mm512_mask_blend_epi64(0xF0, T5, kernel.packet[5]);
T2 = _mm512_shuffle_i64x2(kernel.packet[6], kernel.packet[6], 0x4E);
T2 = _mm512_mask_blend_epi64(0xF0, kernel.packet[2], T2);
T6 = _mm512_shuffle_i64x2(kernel.packet[2], kernel.packet[2], 0x4E);
T6 = _mm512_mask_blend_epi64(0xF0, T6, kernel.packet[6]);
T3 = _mm512_shuffle_i64x2(kernel.packet[7], kernel.packet[7], 0x4E);
T3 = _mm512_mask_blend_epi64(0xF0, kernel.packet[3], T3);
T7 = _mm512_shuffle_i64x2(kernel.packet[3], kernel.packet[3], 0x4E);
T7 = _mm512_mask_blend_epi64(0xF0, T7, kernel.packet[7]);
kernel.packet[0] = T0;
kernel.packet[1] = T1;
kernel.packet[2] = T2;
kernel.packet[3] = T3;
kernel.packet[4] = T4;
kernel.packet[5] = T5;
kernel.packet[6] = T6;
kernel.packet[7] = T7;
}
#define PACK_OUTPUT_I32(OUTPUT, INPUT, INDEX, STRIDE) \
EIGEN_INSERT_8i_INTO_16i(OUTPUT[INDEX], INPUT[INDEX], INPUT[INDEX + STRIDE]);
#define PACK_OUTPUT_I32_2(OUTPUT, INPUT, INDEX, STRIDE) \
EIGEN_INSERT_8i_INTO_16i(OUTPUT[INDEX], INPUT[2 * INDEX], INPUT[2 * INDEX + STRIDE]);
#define SHUFFLE_EPI32(A, B, M) _mm512_castps_si512(_mm512_shuffle_ps(_mm512_castsi512_ps(A), _mm512_castsi512_ps(B), M))
EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet16i, 16>& kernel) {
__m512i T0 = _mm512_unpacklo_epi32(kernel.packet[0], kernel.packet[1]);
__m512i T1 = _mm512_unpackhi_epi32(kernel.packet[0], kernel.packet[1]);
__m512i T2 = _mm512_unpacklo_epi32(kernel.packet[2], kernel.packet[3]);
__m512i T3 = _mm512_unpackhi_epi32(kernel.packet[2], kernel.packet[3]);
__m512i T4 = _mm512_unpacklo_epi32(kernel.packet[4], kernel.packet[5]);
__m512i T5 = _mm512_unpackhi_epi32(kernel.packet[4], kernel.packet[5]);
__m512i T6 = _mm512_unpacklo_epi32(kernel.packet[6], kernel.packet[7]);
__m512i T7 = _mm512_unpackhi_epi32(kernel.packet[6], kernel.packet[7]);
__m512i T8 = _mm512_unpacklo_epi32(kernel.packet[8], kernel.packet[9]);
__m512i T9 = _mm512_unpackhi_epi32(kernel.packet[8], kernel.packet[9]);
__m512i T10 = _mm512_unpacklo_epi32(kernel.packet[10], kernel.packet[11]);
__m512i T11 = _mm512_unpackhi_epi32(kernel.packet[10], kernel.packet[11]);
__m512i T12 = _mm512_unpacklo_epi32(kernel.packet[12], kernel.packet[13]);
__m512i T13 = _mm512_unpackhi_epi32(kernel.packet[12], kernel.packet[13]);
__m512i T14 = _mm512_unpacklo_epi32(kernel.packet[14], kernel.packet[15]);
__m512i T15 = _mm512_unpackhi_epi32(kernel.packet[14], kernel.packet[15]);
__m512i S0 = SHUFFLE_EPI32(T0, T2, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S1 = SHUFFLE_EPI32(T0, T2, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S2 = SHUFFLE_EPI32(T1, T3, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S3 = SHUFFLE_EPI32(T1, T3, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S4 = SHUFFLE_EPI32(T4, T6, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S5 = SHUFFLE_EPI32(T4, T6, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S6 = SHUFFLE_EPI32(T5, T7, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S7 = SHUFFLE_EPI32(T5, T7, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S8 = SHUFFLE_EPI32(T8, T10, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S9 = SHUFFLE_EPI32(T8, T10, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S10 = SHUFFLE_EPI32(T9, T11, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S11 = SHUFFLE_EPI32(T9, T11, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S12 = SHUFFLE_EPI32(T12, T14, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S13 = SHUFFLE_EPI32(T12, T14, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S14 = SHUFFLE_EPI32(T13, T15, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S15 = SHUFFLE_EPI32(T13, T15, _MM_SHUFFLE(3, 2, 3, 2));
EIGEN_EXTRACT_8i_FROM_16i(S0, S0);
EIGEN_EXTRACT_8i_FROM_16i(S1, S1);
EIGEN_EXTRACT_8i_FROM_16i(S2, S2);
EIGEN_EXTRACT_8i_FROM_16i(S3, S3);
EIGEN_EXTRACT_8i_FROM_16i(S4, S4);
EIGEN_EXTRACT_8i_FROM_16i(S5, S5);
EIGEN_EXTRACT_8i_FROM_16i(S6, S6);
EIGEN_EXTRACT_8i_FROM_16i(S7, S7);
EIGEN_EXTRACT_8i_FROM_16i(S8, S8);
EIGEN_EXTRACT_8i_FROM_16i(S9, S9);
EIGEN_EXTRACT_8i_FROM_16i(S10, S10);
EIGEN_EXTRACT_8i_FROM_16i(S11, S11);
EIGEN_EXTRACT_8i_FROM_16i(S12, S12);
EIGEN_EXTRACT_8i_FROM_16i(S13, S13);
EIGEN_EXTRACT_8i_FROM_16i(S14, S14);
EIGEN_EXTRACT_8i_FROM_16i(S15, S15);
PacketBlock<Packet8i, 32> tmp;
tmp.packet[0] = _mm256_permute2f128_si256(S0_0, S4_0, 0x20);
tmp.packet[1] = _mm256_permute2f128_si256(S1_0, S5_0, 0x20);
tmp.packet[2] = _mm256_permute2f128_si256(S2_0, S6_0, 0x20);
tmp.packet[3] = _mm256_permute2f128_si256(S3_0, S7_0, 0x20);
tmp.packet[4] = _mm256_permute2f128_si256(S0_0, S4_0, 0x31);
tmp.packet[5] = _mm256_permute2f128_si256(S1_0, S5_0, 0x31);
tmp.packet[6] = _mm256_permute2f128_si256(S2_0, S6_0, 0x31);
tmp.packet[7] = _mm256_permute2f128_si256(S3_0, S7_0, 0x31);
tmp.packet[8] = _mm256_permute2f128_si256(S0_1, S4_1, 0x20);
tmp.packet[9] = _mm256_permute2f128_si256(S1_1, S5_1, 0x20);
tmp.packet[10] = _mm256_permute2f128_si256(S2_1, S6_1, 0x20);
tmp.packet[11] = _mm256_permute2f128_si256(S3_1, S7_1, 0x20);
tmp.packet[12] = _mm256_permute2f128_si256(S0_1, S4_1, 0x31);
tmp.packet[13] = _mm256_permute2f128_si256(S1_1, S5_1, 0x31);
tmp.packet[14] = _mm256_permute2f128_si256(S2_1, S6_1, 0x31);
tmp.packet[15] = _mm256_permute2f128_si256(S3_1, S7_1, 0x31);
// Second set of _m256 outputs
tmp.packet[16] = _mm256_permute2f128_si256(S8_0, S12_0, 0x20);
tmp.packet[17] = _mm256_permute2f128_si256(S9_0, S13_0, 0x20);
tmp.packet[18] = _mm256_permute2f128_si256(S10_0, S14_0, 0x20);
tmp.packet[19] = _mm256_permute2f128_si256(S11_0, S15_0, 0x20);
tmp.packet[20] = _mm256_permute2f128_si256(S8_0, S12_0, 0x31);
tmp.packet[21] = _mm256_permute2f128_si256(S9_0, S13_0, 0x31);
tmp.packet[22] = _mm256_permute2f128_si256(S10_0, S14_0, 0x31);
tmp.packet[23] = _mm256_permute2f128_si256(S11_0, S15_0, 0x31);
tmp.packet[24] = _mm256_permute2f128_si256(S8_1, S12_1, 0x20);
tmp.packet[25] = _mm256_permute2f128_si256(S9_1, S13_1, 0x20);
tmp.packet[26] = _mm256_permute2f128_si256(S10_1, S14_1, 0x20);
tmp.packet[27] = _mm256_permute2f128_si256(S11_1, S15_1, 0x20);
tmp.packet[28] = _mm256_permute2f128_si256(S8_1, S12_1, 0x31);
tmp.packet[29] = _mm256_permute2f128_si256(S9_1, S13_1, 0x31);
tmp.packet[30] = _mm256_permute2f128_si256(S10_1, S14_1, 0x31);
tmp.packet[31] = _mm256_permute2f128_si256(S11_1, S15_1, 0x31);
// Pack them into the output
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 0, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 1, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 2, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 3, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 4, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 5, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 6, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 7, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 8, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 9, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 10, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 11, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 12, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 13, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 14, 16);
PACK_OUTPUT_I32(kernel.packet, tmp.packet, 15, 16);
}
EIGEN_DEVICE_FUNC inline void ptranspose(PacketBlock<Packet16i, 4>& kernel) {
__m512i T0 = _mm512_unpacklo_epi32(kernel.packet[0], kernel.packet[1]);
__m512i T1 = _mm512_unpackhi_epi32(kernel.packet[0], kernel.packet[1]);
__m512i T2 = _mm512_unpacklo_epi32(kernel.packet[2], kernel.packet[3]);
__m512i T3 = _mm512_unpackhi_epi32(kernel.packet[2], kernel.packet[3]);
__m512i S0 = SHUFFLE_EPI32(T0, T2, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S1 = SHUFFLE_EPI32(T0, T2, _MM_SHUFFLE(3, 2, 3, 2));
__m512i S2 = SHUFFLE_EPI32(T1, T3, _MM_SHUFFLE(1, 0, 1, 0));
__m512i S3 = SHUFFLE_EPI32(T1, T3, _MM_SHUFFLE(3, 2, 3, 2));
EIGEN_EXTRACT_8i_FROM_16i(S0, S0);
EIGEN_EXTRACT_8i_FROM_16i(S1, S1);
EIGEN_EXTRACT_8i_FROM_16i(S2, S2);
EIGEN_EXTRACT_8i_FROM_16i(S3, S3);
PacketBlock<Packet8i, 8> tmp;
tmp.packet[0] = _mm256_permute2f128_si256(S0_0, S1_0, 0x20);
tmp.packet[1] = _mm256_permute2f128_si256(S2_0, S3_0, 0x20);
tmp.packet[2] = _mm256_permute2f128_si256(S0_0, S1_0, 0x31);
tmp.packet[3] = _mm256_permute2f128_si256(S2_0, S3_0, 0x31);
tmp.packet[4] = _mm256_permute2f128_si256(S0_1, S1_1, 0x20);
tmp.packet[5] = _mm256_permute2f128_si256(S2_1, S3_1, 0x20);
tmp.packet[6] = _mm256_permute2f128_si256(S0_1, S1_1, 0x31);
tmp.packet[7] = _mm256_permute2f128_si256(S2_1, S3_1, 0x31);
PACK_OUTPUT_I32_2(kernel.packet, tmp.packet, 0, 1);
PACK_OUTPUT_I32_2(kernel.packet, tmp.packet, 1, 1);
PACK_OUTPUT_I32_2(kernel.packet, tmp.packet, 2, 1);
PACK_OUTPUT_I32_2(kernel.packet, tmp.packet, 3, 1);
}
template <size_t N>
EIGEN_STRONG_INLINE int avx512_blend_mask(const Selector<N>& ifPacket) {
alignas(__m128i) uint8_t aux[sizeof(__m128i)];
for (size_t i = 0; i < N; i++) aux[i] = static_cast<uint8_t>(ifPacket.select[i]);
__m128i paux = _mm_sub_epi8(_mm_setzero_si128(), _mm_load_si128(reinterpret_cast<const __m128i*>(aux)));
return _mm_movemask_epi8(paux);
}
template <>
EIGEN_STRONG_INLINE Packet16f pblend(const Selector<16>& ifPacket, const Packet16f& thenPacket,
const Packet16f& elsePacket) {
__mmask16 m = avx512_blend_mask(ifPacket);
return _mm512_mask_blend_ps(m, elsePacket, thenPacket);
}
template <>
EIGEN_STRONG_INLINE Packet8d pblend(const Selector<8>& ifPacket, const Packet8d& thenPacket,
const Packet8d& elsePacket) {
__mmask8 m = avx512_blend_mask(ifPacket);
return _mm512_mask_blend_pd(m, elsePacket, thenPacket);
}
// Packet math for Eigen::half
template <>
EIGEN_STRONG_INLINE Packet16h pset1<Packet16h>(const Eigen::half& from) {
return _mm256_set1_epi16(from.x);
}
template <>
EIGEN_STRONG_INLINE Eigen::half pfirst<Packet16h>(const Packet16h& from) {
return half_impl::raw_uint16_to_half(static_cast<unsigned short>(_mm256_extract_epi16(from, 0)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pload<Packet16h>(const Eigen::half* from) {
return _mm256_load_si256(reinterpret_cast<const __m256i*>(from));
}
template <>
EIGEN_STRONG_INLINE Packet16h ploadu<Packet16h>(const Eigen::half* from) {
return _mm256_loadu_si256(reinterpret_cast<const __m256i*>(from));
}
template <>
EIGEN_STRONG_INLINE void pstore<half>(Eigen::half* to, const Packet16h& from) {
// (void*) -> workaround clang warning:
// cast from 'Eigen::half *' to '__m256i *' increases required alignment from 2 to 32
_mm256_store_si256((__m256i*)(void*)to, from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<half>(Eigen::half* to, const Packet16h& from) {
// (void*) -> workaround clang warning:
// cast from 'Eigen::half *' to '__m256i *' increases required alignment from 2 to 32
_mm256_storeu_si256((__m256i*)(void*)to, from);
}
template <>
EIGEN_STRONG_INLINE Packet16h ploaddup<Packet16h>(const Eigen::half* from) {
unsigned short a = from[0].x;
unsigned short b = from[1].x;
unsigned short c = from[2].x;
unsigned short d = from[3].x;
unsigned short e = from[4].x;
unsigned short f = from[5].x;
unsigned short g = from[6].x;
unsigned short h = from[7].x;
return _mm256_set_epi16(h, h, g, g, f, f, e, e, d, d, c, c, b, b, a, a);
}
template <>
EIGEN_STRONG_INLINE Packet16h ploadquad(const Eigen::half* from) {
unsigned short a = from[0].x;
unsigned short b = from[1].x;
unsigned short c = from[2].x;
unsigned short d = from[3].x;
return _mm256_set_epi16(d, d, d, d, c, c, c, c, b, b, b, b, a, a, a, a);
}
EIGEN_STRONG_INLINE Packet16f half2float(const Packet16h& a) { return _mm512_cvtph_ps(a); }
EIGEN_STRONG_INLINE Packet16h float2half(const Packet16f& a) {
return _mm512_cvtps_ph(a, _MM_FROUND_TO_NEAREST_INT | _MM_FROUND_NO_EXC);
}
template <>
EIGEN_STRONG_INLINE Packet16h ptrue(const Packet16h& a) {
return Packet16h(ptrue(Packet8i(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pabs(const Packet16h& a) {
const __m256i sign_mask = _mm256_set1_epi16(static_cast<numext::uint16_t>(0x8000));
return _mm256_andnot_si256(sign_mask, a);
}
template <>
EIGEN_STRONG_INLINE Packet16h pmin<Packet16h>(const Packet16h& a, const Packet16h& b) {
return float2half(pmin<Packet16f>(half2float(a), half2float(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pmax<Packet16h>(const Packet16h& a, const Packet16h& b) {
return float2half(pmax<Packet16f>(half2float(a), half2float(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h plset<Packet16h>(const half& a) {
return float2half(plset<Packet16f>(static_cast<float>(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h por(const Packet16h& a, const Packet16h& b) {
// in some cases Packet8i is a wrapper around __m256i, so we need to
// cast to Packet8i to call the correct overload.
return Packet16h(por(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pxor(const Packet16h& a, const Packet16h& b) {
return Packet16h(pxor(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pand(const Packet16h& a, const Packet16h& b) {
return Packet16h(pand(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pandnot(const Packet16h& a, const Packet16h& b) {
return Packet16h(pandnot(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pselect(const Packet16h& mask, const Packet16h& a, const Packet16h& b) {
return _mm256_blendv_epi8(b, a, mask);
}
template <>
EIGEN_STRONG_INLINE Packet16h pround<Packet16h>(const Packet16h& a) {
return float2half(pround<Packet16f>(half2float(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h print<Packet16h>(const Packet16h& a) {
return float2half(print<Packet16f>(half2float(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pceil<Packet16h>(const Packet16h& a) {
return float2half(pceil<Packet16f>(half2float(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pfloor<Packet16h>(const Packet16h& a) {
return float2half(pfloor<Packet16f>(half2float(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h ptrunc<Packet16h>(const Packet16h& a) {
return float2half(ptrunc<Packet16f>(half2float(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pcmp_eq(const Packet16h& a, const Packet16h& b) {
Packet16f af = half2float(a);
Packet16f bf = half2float(b);
return Pack32To16(pcmp_eq(af, bf));
}
template <>
EIGEN_STRONG_INLINE Packet16h pcmp_le(const Packet16h& a, const Packet16h& b) {
return Pack32To16(pcmp_le(half2float(a), half2float(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pcmp_lt(const Packet16h& a, const Packet16h& b) {
return Pack32To16(pcmp_lt(half2float(a), half2float(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pcmp_lt_or_nan(const Packet16h& a, const Packet16h& b) {
return Pack32To16(pcmp_lt_or_nan(half2float(a), half2float(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16h pconj(const Packet16h& a) {
return a;
}
template <>
EIGEN_STRONG_INLINE Packet16h pnegate(const Packet16h& a) {
Packet16h sign_mask = _mm256_set1_epi16(static_cast<unsigned short>(0x8000));
return _mm256_xor_si256(a, sign_mask);
}
#ifndef EIGEN_VECTORIZE_AVX512FP16
template <>
EIGEN_STRONG_INLINE Packet16h padd<Packet16h>(const Packet16h& a, const Packet16h& b) {
Packet16f af = half2float(a);
Packet16f bf = half2float(b);
Packet16f rf = padd(af, bf);
return float2half(rf);
}
template <>
EIGEN_STRONG_INLINE Packet16h psub<Packet16h>(const Packet16h& a, const Packet16h& b) {
Packet16f af = half2float(a);
Packet16f bf = half2float(b);
Packet16f rf = psub(af, bf);
return float2half(rf);
}
template <>
EIGEN_STRONG_INLINE Packet16h pmul<Packet16h>(const Packet16h& a, const Packet16h& b) {
Packet16f af = half2float(a);
Packet16f bf = half2float(b);
Packet16f rf = pmul(af, bf);
return float2half(rf);
}
template <>
EIGEN_STRONG_INLINE Packet16h pdiv<Packet16h>(const Packet16h& a, const Packet16h& b) {
Packet16f af = half2float(a);
Packet16f bf = half2float(b);
Packet16f rf = pdiv(af, bf);
return float2half(rf);
}
template <>
EIGEN_STRONG_INLINE half predux<Packet16h>(const Packet16h& from) {
Packet16f from_float = half2float(from);
return half(predux(from_float));
}
#endif
template <>
EIGEN_STRONG_INLINE Packet8h predux_half_dowto4<Packet16h>(const Packet16h& a) {
Packet8h lane0 = _mm256_extractf128_si256(a, 0);
Packet8h lane1 = _mm256_extractf128_si256(a, 1);
return padd<Packet8h>(lane0, lane1);
}
template <>
EIGEN_STRONG_INLINE Eigen::half predux_max<Packet16h>(const Packet16h& a) {
Packet16f af = half2float(a);
float reduced = predux_max<Packet16f>(af);
return Eigen::half(reduced);
}
template <>
EIGEN_STRONG_INLINE Eigen::half predux_min<Packet16h>(const Packet16h& a) {
Packet16f af = half2float(a);
float reduced = predux_min<Packet16f>(af);
return Eigen::half(reduced);
}
template <>
EIGEN_STRONG_INLINE half predux_mul<Packet16h>(const Packet16h& from) {
Packet16f from_float = half2float(from);
return half(predux_mul(from_float));
}
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_insertf128_si256(_mm256_castsi128_si256(_mm_shuffle_epi8(_mm256_extractf128_si256(a, 1), m)),
_mm_shuffle_epi8(_mm256_extractf128_si256(a, 0), m), 1);
}
template <>
EIGEN_STRONG_INLINE Packet16h pgather<Eigen::half, Packet16h>(const Eigen::half* from, Index stride) {
return _mm256_set_epi16(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 void pscatter<half, Packet16h>(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];
}
EIGEN_STRONG_INLINE void ptranspose(PacketBlock<Packet16h, 16>& kernel) {
__m256i a = kernel.packet[0];
__m256i b = kernel.packet[1];
__m256i c = kernel.packet[2];
__m256i d = kernel.packet[3];
__m256i e = kernel.packet[4];
__m256i f = kernel.packet[5];
__m256i g = kernel.packet[6];
__m256i h = kernel.packet[7];
__m256i i = kernel.packet[8];
__m256i j = kernel.packet[9];
__m256i k = kernel.packet[10];
__m256i l = kernel.packet[11];
__m256i m = kernel.packet[12];
__m256i n = kernel.packet[13];
__m256i o = kernel.packet[14];
__m256i p = 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] = a_p_0;
kernel.packet[1] = a_p_1;
kernel.packet[2] = a_p_2;
kernel.packet[3] = a_p_3;
kernel.packet[4] = a_p_4;
kernel.packet[5] = a_p_5;
kernel.packet[6] = a_p_6;
kernel.packet[7] = a_p_7;
kernel.packet[8] = a_p_8;
kernel.packet[9] = a_p_9;
kernel.packet[10] = a_p_a;
kernel.packet[11] = a_p_b;
kernel.packet[12] = a_p_c;
kernel.packet[13] = a_p_d;
kernel.packet[14] = a_p_e;
kernel.packet[15] = a_p_f;
}
EIGEN_STRONG_INLINE void ptranspose(PacketBlock<Packet16h, 8>& kernel) {
EIGEN_ALIGN64 half in[8][16];
pstore<half>(in[0], kernel.packet[0]);
pstore<half>(in[1], kernel.packet[1]);
pstore<half>(in[2], kernel.packet[2]);
pstore<half>(in[3], kernel.packet[3]);
pstore<half>(in[4], kernel.packet[4]);
pstore<half>(in[5], kernel.packet[5]);
pstore<half>(in[6], kernel.packet[6]);
pstore<half>(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<Packet16h>(out[0]);
kernel.packet[1] = pload<Packet16h>(out[1]);
kernel.packet[2] = pload<Packet16h>(out[2]);
kernel.packet[3] = pload<Packet16h>(out[3]);
kernel.packet[4] = pload<Packet16h>(out[4]);
kernel.packet[5] = pload<Packet16h>(out[5]);
kernel.packet[6] = pload<Packet16h>(out[6]);
kernel.packet[7] = pload<Packet16h>(out[7]);
}
EIGEN_STRONG_INLINE void ptranspose(PacketBlock<Packet16h, 4>& kernel) {
EIGEN_ALIGN64 half in[4][16];
pstore<half>(in[0], kernel.packet[0]);
pstore<half>(in[1], kernel.packet[1]);
pstore<half>(in[2], kernel.packet[2]);
pstore<half>(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<Packet16h>(out[0]);
kernel.packet[1] = pload<Packet16h>(out[1]);
kernel.packet[2] = pload<Packet16h>(out[2]);
kernel.packet[3] = pload<Packet16h>(out[3]);
}
template <>
struct is_arithmetic<Packet16bf> {
enum { value = true };
};
template <>
struct packet_traits<bfloat16> : default_packet_traits {
typedef Packet16bf type;
typedef Packet8bf half;
enum {
Vectorizable = 1,
AlignedOnScalar = 1,
size = 16,
HasBlend = 0,
HasInsert = 1,
HasSin = EIGEN_FAST_MATH,
HasCos = EIGEN_FAST_MATH,
HasSqrt = 1,
HasRsqrt = 1,
#ifdef EIGEN_VECTORIZE_AVX512DQ
HasLog = 1, // Currently fails test with bad accuracy.
HasLog1p = 1,
HasExpm1 = 1,
HasNdtri = 1,
HasBessel = 1,
#endif
HasExp = 1,
HasTanh = EIGEN_FAST_MATH,
HasErf = EIGEN_FAST_MATH,
HasCmp = 1,
HasDiv = 1
};
};
template <>
struct unpacket_traits<Packet16bf> {
typedef bfloat16 type;
enum {
size = 16,
alignment = Aligned32,
vectorizable = true,
masked_load_available = false,
masked_store_available = false
};
typedef Packet8bf half;
};
template <>
EIGEN_STRONG_INLINE Packet16bf pset1<Packet16bf>(const bfloat16& from) {
return _mm256_set1_epi16(from.value);
}
template <>
EIGEN_STRONG_INLINE bfloat16 pfirst<Packet16bf>(const Packet16bf& from) {
bfloat16 t;
t.value = static_cast<unsigned short>(_mm256_extract_epi16(from, 0));
return t;
}
template <>
EIGEN_STRONG_INLINE Packet16bf pload<Packet16bf>(const bfloat16* from) {
return _mm256_load_si256(reinterpret_cast<const __m256i*>(from));
}
template <>
EIGEN_STRONG_INLINE Packet16bf ploadu<Packet16bf>(const bfloat16* from) {
return _mm256_loadu_si256(reinterpret_cast<const __m256i*>(from));
}
template <>
EIGEN_STRONG_INLINE void pstore<bfloat16>(bfloat16* to, const Packet16bf& from) {
_mm256_store_si256(reinterpret_cast<__m256i*>(to), from);
}
template <>
EIGEN_STRONG_INLINE void pstoreu<bfloat16>(bfloat16* to, const Packet16bf& from) {
_mm256_storeu_si256(reinterpret_cast<__m256i*>(to), from);
}
template <>
EIGEN_STRONG_INLINE Packet16bf ploaddup<Packet16bf>(const bfloat16* from) {
unsigned short a = from[0].value;
unsigned short b = from[1].value;
unsigned short c = from[2].value;
unsigned short d = from[3].value;
unsigned short e = from[4].value;
unsigned short f = from[5].value;
unsigned short g = from[6].value;
unsigned short h = from[7].value;
return _mm256_set_epi16(h, h, g, g, f, f, e, e, d, d, c, c, b, b, a, a);
}
template <>
EIGEN_STRONG_INLINE Packet16bf ploadquad(const bfloat16* from) {
unsigned short a = from[0].value;
unsigned short b = from[1].value;
unsigned short c = from[2].value;
unsigned short d = from[3].value;
return _mm256_set_epi16(d, d, d, d, c, c, c, c, b, b, b, b, a, a, a, a);
}
EIGEN_STRONG_INLINE Packet16f Bf16ToF32(const Packet16bf& a) {
return _mm512_castsi512_ps(_mm512_slli_epi32(_mm512_cvtepu16_epi32(a), 16));
}
// Convert float to bfloat16 according to round-to-nearest-even/denormals algorithm.
EIGEN_STRONG_INLINE Packet16bf F32ToBf16(const Packet16f& a) {
Packet16bf r;
#if defined(EIGEN_VECTORIZE_AVX512BF16) && EIGEN_GNUC_STRICT_AT_LEAST(10, 1, 0)
// Since GCC 10.1 supports avx512bf16 and C style explicit cast
// (C++ static_cast is not supported yet), do conversion via intrinsic
// and register path for performance.
r = (__m256i)(_mm512_cvtneps_pbh(a));
#else
__m512i t;
__m512i input = _mm512_castps_si512(a);
__m512i nan = _mm512_set1_epi32(0x7fc0);
// uint32_t lsb = (input >> 16) & 1;
t = _mm512_and_si512(_mm512_srli_epi32(input, 16), _mm512_set1_epi32(1));
// uint32_t rounding_bias = 0x7fff + lsb;
t = _mm512_add_epi32(t, _mm512_set1_epi32(0x7fff));
// input += rounding_bias;
t = _mm512_add_epi32(t, input);
// input = input >> 16;
t = _mm512_srli_epi32(t, 16);
// Check NaN before converting back to bf16
__mmask16 mask = _mm512_cmp_ps_mask(a, a, _CMP_ORD_Q);
t = _mm512_mask_blend_epi32(mask, nan, t);
// output.value = static_cast<uint16_t>(input);
r = _mm512_cvtepi32_epi16(t);
#endif // EIGEN_VECTORIZE_AVX512BF16
return r;
}
template <>
EIGEN_STRONG_INLINE Packet16bf ptrue(const Packet16bf& a) {
return Packet16bf(ptrue<Packet8i>(Packet8i(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf por(const Packet16bf& a, const Packet16bf& b) {
return Packet16bf(por<Packet8i>(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pxor(const Packet16bf& a, const Packet16bf& b) {
return Packet16bf(pxor<Packet8i>(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pand(const Packet16bf& a, const Packet16bf& b) {
return Packet16bf(pand<Packet8i>(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pandnot(const Packet16bf& a, const Packet16bf& b) {
return Packet16bf(pandnot<Packet8i>(Packet8i(a), Packet8i(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pselect(const Packet16bf& mask, const Packet16bf& a, const Packet16bf& b) {
// Input mask is expected to be all 0/1, handle it with 8-bit
// intrinsic for performance.
return _mm256_blendv_epi8(b, a, mask);
}
template <>
EIGEN_STRONG_INLINE Packet16bf pround<Packet16bf>(const Packet16bf& a) {
return F32ToBf16(pround<Packet16f>(Bf16ToF32(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf print<Packet16bf>(const Packet16bf& a) {
return F32ToBf16(print<Packet16f>(Bf16ToF32(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pceil<Packet16bf>(const Packet16bf& a) {
return F32ToBf16(pceil<Packet16f>(Bf16ToF32(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pfloor<Packet16bf>(const Packet16bf& a) {
return F32ToBf16(pfloor<Packet16f>(Bf16ToF32(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf ptrunc<Packet16bf>(const Packet16bf& a) {
return F32ToBf16(ptrunc<Packet16f>(Bf16ToF32(a)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pcmp_eq(const Packet16bf& a, const Packet16bf& b) {
return Pack32To16(pcmp_eq(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pcmp_le(const Packet16bf& a, const Packet16bf& b) {
return Pack32To16(pcmp_le(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pcmp_lt(const Packet16bf& a, const Packet16bf& b) {
return Pack32To16(pcmp_lt(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pcmp_lt_or_nan(const Packet16bf& a, const Packet16bf& b) {
return Pack32To16(pcmp_lt_or_nan(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pnegate(const Packet16bf& a) {
Packet16bf sign_mask = _mm256_set1_epi16(static_cast<unsigned short>(0x8000));
return _mm256_xor_si256(a, sign_mask);
}
template <>
EIGEN_STRONG_INLINE Packet16bf pconj(const Packet16bf& a) {
return a;
}
template <>
EIGEN_STRONG_INLINE Packet16bf pabs(const Packet16bf& a) {
const __m256i sign_mask = _mm256_set1_epi16(static_cast<numext::uint16_t>(0x8000));
return _mm256_andnot_si256(sign_mask, a);
}
template <>
EIGEN_STRONG_INLINE Packet16bf padd<Packet16bf>(const Packet16bf& a, const Packet16bf& b) {
return F32ToBf16(padd<Packet16f>(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf psub<Packet16bf>(const Packet16bf& a, const Packet16bf& b) {
return F32ToBf16(psub<Packet16f>(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pmul<Packet16bf>(const Packet16bf& a, const Packet16bf& b) {
return F32ToBf16(pmul<Packet16f>(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pdiv<Packet16bf>(const Packet16bf& a, const Packet16bf& b) {
return F32ToBf16(pdiv<Packet16f>(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pmin<Packet16bf>(const Packet16bf& a, const Packet16bf& b) {
return F32ToBf16(pmin<Packet16f>(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf pmax<Packet16bf>(const Packet16bf& a, const Packet16bf& b) {
return F32ToBf16(pmax<Packet16f>(Bf16ToF32(a), Bf16ToF32(b)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf plset<Packet16bf>(const bfloat16& a) {
return F32ToBf16(plset<Packet16f>(static_cast<float>(a)));
}
template <>
EIGEN_STRONG_INLINE Packet8bf predux_half_dowto4<Packet16bf>(const Packet16bf& a) {
Packet8bf lane0 = _mm256_extractf128_si256(a, 0);
Packet8bf lane1 = _mm256_extractf128_si256(a, 1);
return padd<Packet8bf>(lane0, lane1);
}
template <>
EIGEN_STRONG_INLINE bfloat16 predux<Packet16bf>(const Packet16bf& p) {
return static_cast<bfloat16>(predux<Packet16f>(Bf16ToF32(p)));
}
template <>
EIGEN_STRONG_INLINE bfloat16 predux_mul<Packet16bf>(const Packet16bf& from) {
return static_cast<bfloat16>(predux_mul<Packet16f>(Bf16ToF32(from)));
}
template <>
EIGEN_STRONG_INLINE bfloat16 predux_min<Packet16bf>(const Packet16bf& from) {
return static_cast<bfloat16>(predux_min<Packet16f>(Bf16ToF32(from)));
}
template <>
EIGEN_STRONG_INLINE bfloat16 predux_max<Packet16bf>(const Packet16bf& from) {
return static_cast<bfloat16>(predux_max<Packet16f>(Bf16ToF32(from)));
}
template <>
EIGEN_STRONG_INLINE Packet16bf preverse(const Packet16bf& a) {
__m256i m = _mm256_setr_epi8(14, 15, 12, 13, 10, 11, 8, 9, 6, 7, 4, 5, 2, 3, 0, 1, 14, 15, 12, 13, 10, 11, 8, 9, 6, 7,
4, 5, 2, 3, 0, 1);
Packet16bf res;
// Swap hi and lo first because shuffle is in 128-bit lanes.
res = _mm256_permute2x128_si256(a, a, 1);
// Shuffle 8-bit values in src within 2*128-bit lanes.
return _mm256_shuffle_epi8(res, m);
}
template <>
EIGEN_STRONG_INLINE Packet16bf pgather<bfloat16, Packet16bf>(const bfloat16* from, Index stride) {
return _mm256_set_epi16(
from[15 * stride].value, from[14 * stride].value, from[13 * stride].value, from[12 * stride].value,
from[11 * stride].value, from[10 * stride].value, from[9 * stride].value, from[8 * stride].value,
from[7 * stride].value, from[6 * stride].value, from[5 * stride].value, from[4 * stride].value,
from[3 * stride].value, from[2 * stride].value, from[1 * stride].value, from[0 * stride].value);
}
template <>
EIGEN_STRONG_INLINE void pscatter<bfloat16, Packet16bf>(bfloat16* to, const Packet16bf& from, Index stride) {
EIGEN_ALIGN64 bfloat16 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];
}
EIGEN_STRONG_INLINE void ptranspose(PacketBlock<Packet16bf, 16>& kernel) {
__m256i a = kernel.packet[0];
__m256i b = kernel.packet[1];
__m256i c = kernel.packet[2];
__m256i d = kernel.packet[3];
__m256i e = kernel.packet[4];
__m256i f = kernel.packet[5];
__m256i g = kernel.packet[6];
__m256i h = kernel.packet[7];
__m256i i = kernel.packet[8];
__m256i j = kernel.packet[9];
__m256i k = kernel.packet[10];
__m256i l = kernel.packet[11];
__m256i m = kernel.packet[12];
__m256i n = kernel.packet[13];
__m256i o = kernel.packet[14];
__m256i p = 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.
kernel.packet[0] = _mm256_permute2x128_si256(abcdefgh_01, ijklmnop_01, 0x20);
kernel.packet[1] = _mm256_permute2x128_si256(abcdefgh_23, ijklmnop_23, 0x20);
kernel.packet[2] = _mm256_permute2x128_si256(abcdefgh_45, ijklmnop_45, 0x20);
kernel.packet[3] = _mm256_permute2x128_si256(abcdefgh_67, ijklmnop_67, 0x20);
kernel.packet[4] = _mm256_permute2x128_si256(abcdefgh_89, ijklmnop_89, 0x20);
kernel.packet[5] = _mm256_permute2x128_si256(abcdefgh_ab, ijklmnop_ab, 0x20);
kernel.packet[6] = _mm256_permute2x128_si256(abcdefgh_cd, ijklmnop_cd, 0x20);
kernel.packet[7] = _mm256_permute2x128_si256(abcdefgh_ef, ijklmnop_ef, 0x20);
kernel.packet[8] = _mm256_permute2x128_si256(abcdefgh_01, ijklmnop_01, 0x31);
kernel.packet[9] = _mm256_permute2x128_si256(abcdefgh_23, ijklmnop_23, 0x31);
kernel.packet[10] = _mm256_permute2x128_si256(abcdefgh_45, ijklmnop_45, 0x31);
kernel.packet[11] = _mm256_permute2x128_si256(abcdefgh_67, ijklmnop_67, 0x31);
kernel.packet[12] = _mm256_permute2x128_si256(abcdefgh_89, ijklmnop_89, 0x31);
kernel.packet[13] = _mm256_permute2x128_si256(abcdefgh_ab, ijklmnop_ab, 0x31);
kernel.packet[14] = _mm256_permute2x128_si256(abcdefgh_cd, ijklmnop_cd, 0x31);
kernel.packet[15] = _mm256_permute2x128_si256(abcdefgh_ef, ijklmnop_ef, 0x31);
}
EIGEN_STRONG_INLINE void ptranspose(PacketBlock<Packet16bf, 4>& kernel) {
__m256i a = kernel.packet[0];
__m256i b = kernel.packet[1];
__m256i c = kernel.packet[2];
__m256i d = kernel.packet[3];
__m256i ab_07 = _mm256_unpacklo_epi16(a, b);
__m256i cd_07 = _mm256_unpacklo_epi16(c, d);
__m256i ab_8f = _mm256_unpackhi_epi16(a, b);
__m256i cd_8f = _mm256_unpackhi_epi16(c, d);
__m256i abcd_03 = _mm256_unpacklo_epi32(ab_07, cd_07);
__m256i abcd_47 = _mm256_unpackhi_epi32(ab_07, cd_07);
__m256i abcd_8b = _mm256_unpacklo_epi32(ab_8f, cd_8f);
__m256i abcd_cf = _mm256_unpackhi_epi32(ab_8f, cd_8f);
// NOTE: no unpacklo/hi instr in this case, so using permute instr.
kernel.packet[0] = _mm256_permute2x128_si256(abcd_03, abcd_47, 0x20);
kernel.packet[1] = _mm256_permute2x128_si256(abcd_8b, abcd_cf, 0x20);
kernel.packet[2] = _mm256_permute2x128_si256(abcd_03, abcd_47, 0x31);
kernel.packet[3] = _mm256_permute2x128_si256(abcd_8b, abcd_cf, 0x31);
}
} // end namespace internal
} // end namespace Eigen
#endif // EIGEN_PACKET_MATH_AVX512_H