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-rw-r--r--eigen/Eigen/src/Core/arch/AVX/Complex.h483
-rw-r--r--eigen/Eigen/src/Core/arch/AVX/MathFunctions.h439
-rw-r--r--eigen/Eigen/src/Core/arch/AVX/PacketMath.h643
-rw-r--r--eigen/Eigen/src/Core/arch/AVX/TypeCasting.h51
4 files changed, 1616 insertions, 0 deletions
diff --git a/eigen/Eigen/src/Core/arch/AVX/Complex.h b/eigen/Eigen/src/Core/arch/AVX/Complex.h
new file mode 100644
index 0000000..99439c8
--- /dev/null
+++ b/eigen/Eigen/src/Core/arch/AVX/Complex.h
@@ -0,0 +1,483 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2014 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_COMPLEX_AVX_H
+#define EIGEN_COMPLEX_AVX_H
+
+namespace Eigen {
+
+namespace internal {
+
+//---------- float ----------
+struct Packet4cf
+{
+ EIGEN_STRONG_INLINE Packet4cf() {}
+ EIGEN_STRONG_INLINE explicit Packet4cf(const __m256& a) : v(a) {}
+ __m256 v;
+};
+
+template<> struct packet_traits<std::complex<float> > : default_packet_traits
+{
+ typedef Packet4cf type;
+ typedef Packet2cf half;
+ enum {
+ Vectorizable = 1,
+ AlignedOnScalar = 1,
+ size = 4,
+ HasHalfPacket = 1,
+
+ HasAdd = 1,
+ HasSub = 1,
+ HasMul = 1,
+ HasDiv = 1,
+ HasNegate = 1,
+ HasAbs = 0,
+ HasAbs2 = 0,
+ HasMin = 0,
+ HasMax = 0,
+ HasSetLinear = 0
+ };
+};
+
+template<> struct unpacket_traits<Packet4cf> { typedef std::complex<float> type; enum {size=4, alignment=Aligned32}; typedef Packet2cf half; };
+
+template<> EIGEN_STRONG_INLINE Packet4cf padd<Packet4cf>(const Packet4cf& a, const Packet4cf& b) { return Packet4cf(_mm256_add_ps(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet4cf psub<Packet4cf>(const Packet4cf& a, const Packet4cf& b) { return Packet4cf(_mm256_sub_ps(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet4cf pnegate(const Packet4cf& a)
+{
+ return Packet4cf(pnegate(a.v));
+}
+template<> EIGEN_STRONG_INLINE Packet4cf pconj(const Packet4cf& a)
+{
+ const __m256 mask = _mm256_castsi256_ps(_mm256_setr_epi32(0x00000000,0x80000000,0x00000000,0x80000000,0x00000000,0x80000000,0x00000000,0x80000000));
+ return Packet4cf(_mm256_xor_ps(a.v,mask));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf pmul<Packet4cf>(const Packet4cf& a, const Packet4cf& b)
+{
+ __m256 tmp1 = _mm256_mul_ps(_mm256_moveldup_ps(a.v), b.v);
+ __m256 tmp2 = _mm256_mul_ps(_mm256_movehdup_ps(a.v), _mm256_permute_ps(b.v, _MM_SHUFFLE(2,3,0,1)));
+ __m256 result = _mm256_addsub_ps(tmp1, tmp2);
+ return Packet4cf(result);
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf pand <Packet4cf>(const Packet4cf& a, const Packet4cf& b) { return Packet4cf(_mm256_and_ps(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet4cf por <Packet4cf>(const Packet4cf& a, const Packet4cf& b) { return Packet4cf(_mm256_or_ps(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet4cf pxor <Packet4cf>(const Packet4cf& a, const Packet4cf& b) { return Packet4cf(_mm256_xor_ps(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet4cf pandnot<Packet4cf>(const Packet4cf& a, const Packet4cf& b) { return Packet4cf(_mm256_andnot_ps(a.v,b.v)); }
+
+template<> EIGEN_STRONG_INLINE Packet4cf pload <Packet4cf>(const std::complex<float>* from) { EIGEN_DEBUG_ALIGNED_LOAD return Packet4cf(pload<Packet8f>(&numext::real_ref(*from))); }
+template<> EIGEN_STRONG_INLINE Packet4cf ploadu<Packet4cf>(const std::complex<float>* from) { EIGEN_DEBUG_UNALIGNED_LOAD return Packet4cf(ploadu<Packet8f>(&numext::real_ref(*from))); }
+
+
+template<> EIGEN_STRONG_INLINE Packet4cf pset1<Packet4cf>(const std::complex<float>& from)
+{
+ return Packet4cf(_mm256_castpd_ps(_mm256_broadcast_sd((const double*)(const void*)&from)));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf ploaddup<Packet4cf>(const std::complex<float>* from)
+{
+ // FIXME The following might be optimized using _mm256_movedup_pd
+ Packet2cf a = ploaddup<Packet2cf>(from);
+ Packet2cf b = ploaddup<Packet2cf>(from+1);
+ return Packet4cf(_mm256_insertf128_ps(_mm256_castps128_ps256(a.v), b.v, 1));
+}
+
+template<> EIGEN_STRONG_INLINE void pstore <std::complex<float> >(std::complex<float>* to, const Packet4cf& from) { EIGEN_DEBUG_ALIGNED_STORE pstore(&numext::real_ref(*to), from.v); }
+template<> EIGEN_STRONG_INLINE void pstoreu<std::complex<float> >(std::complex<float>* to, const Packet4cf& from) { EIGEN_DEBUG_UNALIGNED_STORE pstoreu(&numext::real_ref(*to), from.v); }
+
+template<> EIGEN_DEVICE_FUNC inline Packet4cf pgather<std::complex<float>, Packet4cf>(const std::complex<float>* from, Index stride)
+{
+ return Packet4cf(_mm256_set_ps(std::imag(from[3*stride]), std::real(from[3*stride]),
+ std::imag(from[2*stride]), std::real(from[2*stride]),
+ std::imag(from[1*stride]), std::real(from[1*stride]),
+ std::imag(from[0*stride]), std::real(from[0*stride])));
+}
+
+template<> EIGEN_DEVICE_FUNC inline void pscatter<std::complex<float>, Packet4cf>(std::complex<float>* to, const Packet4cf& from, Index stride)
+{
+ __m128 low = _mm256_extractf128_ps(from.v, 0);
+ to[stride*0] = std::complex<float>(_mm_cvtss_f32(_mm_shuffle_ps(low, low, 0)),
+ _mm_cvtss_f32(_mm_shuffle_ps(low, low, 1)));
+ to[stride*1] = std::complex<float>(_mm_cvtss_f32(_mm_shuffle_ps(low, low, 2)),
+ _mm_cvtss_f32(_mm_shuffle_ps(low, low, 3)));
+
+ __m128 high = _mm256_extractf128_ps(from.v, 1);
+ to[stride*2] = std::complex<float>(_mm_cvtss_f32(_mm_shuffle_ps(high, high, 0)),
+ _mm_cvtss_f32(_mm_shuffle_ps(high, high, 1)));
+ to[stride*3] = std::complex<float>(_mm_cvtss_f32(_mm_shuffle_ps(high, high, 2)),
+ _mm_cvtss_f32(_mm_shuffle_ps(high, high, 3)));
+
+}
+
+template<> EIGEN_STRONG_INLINE std::complex<float> pfirst<Packet4cf>(const Packet4cf& a)
+{
+ return pfirst(Packet2cf(_mm256_castps256_ps128(a.v)));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf preverse(const Packet4cf& a) {
+ __m128 low = _mm256_extractf128_ps(a.v, 0);
+ __m128 high = _mm256_extractf128_ps(a.v, 1);
+ __m128d lowd = _mm_castps_pd(low);
+ __m128d highd = _mm_castps_pd(high);
+ low = _mm_castpd_ps(_mm_shuffle_pd(lowd,lowd,0x1));
+ high = _mm_castpd_ps(_mm_shuffle_pd(highd,highd,0x1));
+ __m256 result = _mm256_setzero_ps();
+ result = _mm256_insertf128_ps(result, low, 1);
+ result = _mm256_insertf128_ps(result, high, 0);
+ return Packet4cf(result);
+}
+
+template<> EIGEN_STRONG_INLINE std::complex<float> predux<Packet4cf>(const Packet4cf& a)
+{
+ return predux(padd(Packet2cf(_mm256_extractf128_ps(a.v,0)),
+ Packet2cf(_mm256_extractf128_ps(a.v,1))));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf preduxp<Packet4cf>(const Packet4cf* vecs)
+{
+ Packet8f t0 = _mm256_shuffle_ps(vecs[0].v, vecs[0].v, _MM_SHUFFLE(3, 1, 2 ,0));
+ Packet8f t1 = _mm256_shuffle_ps(vecs[1].v, vecs[1].v, _MM_SHUFFLE(3, 1, 2 ,0));
+ t0 = _mm256_hadd_ps(t0,t1);
+ Packet8f t2 = _mm256_shuffle_ps(vecs[2].v, vecs[2].v, _MM_SHUFFLE(3, 1, 2 ,0));
+ Packet8f t3 = _mm256_shuffle_ps(vecs[3].v, vecs[3].v, _MM_SHUFFLE(3, 1, 2 ,0));
+ t2 = _mm256_hadd_ps(t2,t3);
+
+ t1 = _mm256_permute2f128_ps(t0,t2, 0 + (2<<4));
+ t3 = _mm256_permute2f128_ps(t0,t2, 1 + (3<<4));
+
+ return Packet4cf(_mm256_add_ps(t1,t3));
+}
+
+template<> EIGEN_STRONG_INLINE std::complex<float> predux_mul<Packet4cf>(const Packet4cf& a)
+{
+ return predux_mul(pmul(Packet2cf(_mm256_extractf128_ps(a.v, 0)),
+ Packet2cf(_mm256_extractf128_ps(a.v, 1))));
+}
+
+template<int Offset>
+struct palign_impl<Offset,Packet4cf>
+{
+ static EIGEN_STRONG_INLINE void run(Packet4cf& first, const Packet4cf& second)
+ {
+ if (Offset==0) return;
+ palign_impl<Offset*2,Packet8f>::run(first.v, second.v);
+ }
+};
+
+template<> struct conj_helper<Packet4cf, Packet4cf, false,true>
+{
+ EIGEN_STRONG_INLINE Packet4cf pmadd(const Packet4cf& x, const Packet4cf& y, const Packet4cf& c) const
+ { return padd(pmul(x,y),c); }
+
+ EIGEN_STRONG_INLINE Packet4cf pmul(const Packet4cf& a, const Packet4cf& b) const
+ {
+ return internal::pmul(a, pconj(b));
+ }
+};
+
+template<> struct conj_helper<Packet4cf, Packet4cf, true,false>
+{
+ EIGEN_STRONG_INLINE Packet4cf pmadd(const Packet4cf& x, const Packet4cf& y, const Packet4cf& c) const
+ { return padd(pmul(x,y),c); }
+
+ EIGEN_STRONG_INLINE Packet4cf pmul(const Packet4cf& a, const Packet4cf& b) const
+ {
+ return internal::pmul(pconj(a), b);
+ }
+};
+
+template<> struct conj_helper<Packet4cf, Packet4cf, true,true>
+{
+ EIGEN_STRONG_INLINE Packet4cf pmadd(const Packet4cf& x, const Packet4cf& y, const Packet4cf& c) const
+ { return padd(pmul(x,y),c); }
+
+ EIGEN_STRONG_INLINE Packet4cf pmul(const Packet4cf& a, const Packet4cf& b) const
+ {
+ return pconj(internal::pmul(a, b));
+ }
+};
+
+template<> struct conj_helper<Packet8f, Packet4cf, false,false>
+{
+ EIGEN_STRONG_INLINE Packet4cf pmadd(const Packet8f& x, const Packet4cf& y, const Packet4cf& c) const
+ { return padd(c, pmul(x,y)); }
+
+ EIGEN_STRONG_INLINE Packet4cf pmul(const Packet8f& x, const Packet4cf& y) const
+ { return Packet4cf(Eigen::internal::pmul(x, y.v)); }
+};
+
+template<> struct conj_helper<Packet4cf, Packet8f, false,false>
+{
+ EIGEN_STRONG_INLINE Packet4cf pmadd(const Packet4cf& x, const Packet8f& y, const Packet4cf& c) const
+ { return padd(c, pmul(x,y)); }
+
+ EIGEN_STRONG_INLINE Packet4cf pmul(const Packet4cf& x, const Packet8f& y) const
+ { return Packet4cf(Eigen::internal::pmul(x.v, y)); }
+};
+
+template<> EIGEN_STRONG_INLINE Packet4cf pdiv<Packet4cf>(const Packet4cf& a, const Packet4cf& b)
+{
+ Packet4cf num = pmul(a, pconj(b));
+ __m256 tmp = _mm256_mul_ps(b.v, b.v);
+ __m256 tmp2 = _mm256_shuffle_ps(tmp,tmp,0xB1);
+ __m256 denom = _mm256_add_ps(tmp, tmp2);
+ return Packet4cf(_mm256_div_ps(num.v, denom));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf pcplxflip<Packet4cf>(const Packet4cf& x)
+{
+ return Packet4cf(_mm256_shuffle_ps(x.v, x.v, _MM_SHUFFLE(2, 3, 0 ,1)));
+}
+
+//---------- double ----------
+struct Packet2cd
+{
+ EIGEN_STRONG_INLINE Packet2cd() {}
+ EIGEN_STRONG_INLINE explicit Packet2cd(const __m256d& a) : v(a) {}
+ __m256d v;
+};
+
+template<> struct packet_traits<std::complex<double> > : default_packet_traits
+{
+ typedef Packet2cd type;
+ typedef Packet1cd half;
+ enum {
+ Vectorizable = 1,
+ AlignedOnScalar = 0,
+ size = 2,
+ HasHalfPacket = 1,
+
+ HasAdd = 1,
+ HasSub = 1,
+ HasMul = 1,
+ HasDiv = 1,
+ HasNegate = 1,
+ HasAbs = 0,
+ HasAbs2 = 0,
+ HasMin = 0,
+ HasMax = 0,
+ HasSetLinear = 0
+ };
+};
+
+template<> struct unpacket_traits<Packet2cd> { typedef std::complex<double> type; enum {size=2, alignment=Aligned32}; typedef Packet1cd half; };
+
+template<> EIGEN_STRONG_INLINE Packet2cd padd<Packet2cd>(const Packet2cd& a, const Packet2cd& b) { return Packet2cd(_mm256_add_pd(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet2cd psub<Packet2cd>(const Packet2cd& a, const Packet2cd& b) { return Packet2cd(_mm256_sub_pd(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet2cd pnegate(const Packet2cd& a) { return Packet2cd(pnegate(a.v)); }
+template<> EIGEN_STRONG_INLINE Packet2cd pconj(const Packet2cd& a)
+{
+ const __m256d mask = _mm256_castsi256_pd(_mm256_set_epi32(0x80000000,0x0,0x0,0x0,0x80000000,0x0,0x0,0x0));
+ return Packet2cd(_mm256_xor_pd(a.v,mask));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd pmul<Packet2cd>(const Packet2cd& a, const Packet2cd& b)
+{
+ __m256d tmp1 = _mm256_shuffle_pd(a.v,a.v,0x0);
+ __m256d even = _mm256_mul_pd(tmp1, b.v);
+ __m256d tmp2 = _mm256_shuffle_pd(a.v,a.v,0xF);
+ __m256d tmp3 = _mm256_shuffle_pd(b.v,b.v,0x5);
+ __m256d odd = _mm256_mul_pd(tmp2, tmp3);
+ return Packet2cd(_mm256_addsub_pd(even, odd));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd pand <Packet2cd>(const Packet2cd& a, const Packet2cd& b) { return Packet2cd(_mm256_and_pd(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet2cd por <Packet2cd>(const Packet2cd& a, const Packet2cd& b) { return Packet2cd(_mm256_or_pd(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet2cd pxor <Packet2cd>(const Packet2cd& a, const Packet2cd& b) { return Packet2cd(_mm256_xor_pd(a.v,b.v)); }
+template<> EIGEN_STRONG_INLINE Packet2cd pandnot<Packet2cd>(const Packet2cd& a, const Packet2cd& b) { return Packet2cd(_mm256_andnot_pd(a.v,b.v)); }
+
+template<> EIGEN_STRONG_INLINE Packet2cd pload <Packet2cd>(const std::complex<double>* from)
+{ EIGEN_DEBUG_ALIGNED_LOAD return Packet2cd(pload<Packet4d>((const double*)from)); }
+template<> EIGEN_STRONG_INLINE Packet2cd ploadu<Packet2cd>(const std::complex<double>* from)
+{ EIGEN_DEBUG_UNALIGNED_LOAD return Packet2cd(ploadu<Packet4d>((const double*)from)); }
+
+template<> EIGEN_STRONG_INLINE Packet2cd pset1<Packet2cd>(const std::complex<double>& from)
+{
+ // in case casting to a __m128d* is really not safe, then we can still fallback to this version: (much slower though)
+// return Packet2cd(_mm256_loadu2_m128d((const double*)&from,(const double*)&from));
+ return Packet2cd(_mm256_broadcast_pd((const __m128d*)(const void*)&from));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd ploaddup<Packet2cd>(const std::complex<double>* from) { return pset1<Packet2cd>(*from); }
+
+template<> EIGEN_STRONG_INLINE void pstore <std::complex<double> >(std::complex<double> * to, const Packet2cd& from) { EIGEN_DEBUG_ALIGNED_STORE pstore((double*)to, from.v); }
+template<> EIGEN_STRONG_INLINE void pstoreu<std::complex<double> >(std::complex<double> * to, const Packet2cd& from) { EIGEN_DEBUG_UNALIGNED_STORE pstoreu((double*)to, from.v); }
+
+template<> EIGEN_DEVICE_FUNC inline Packet2cd pgather<std::complex<double>, Packet2cd>(const std::complex<double>* from, Index stride)
+{
+ return Packet2cd(_mm256_set_pd(std::imag(from[1*stride]), std::real(from[1*stride]),
+ std::imag(from[0*stride]), std::real(from[0*stride])));
+}
+
+template<> EIGEN_DEVICE_FUNC inline void pscatter<std::complex<double>, Packet2cd>(std::complex<double>* to, const Packet2cd& from, Index stride)
+{
+ __m128d low = _mm256_extractf128_pd(from.v, 0);
+ to[stride*0] = std::complex<double>(_mm_cvtsd_f64(low), _mm_cvtsd_f64(_mm_shuffle_pd(low, low, 1)));
+ __m128d high = _mm256_extractf128_pd(from.v, 1);
+ to[stride*1] = std::complex<double>(_mm_cvtsd_f64(high), _mm_cvtsd_f64(_mm_shuffle_pd(high, high, 1)));
+}
+
+template<> EIGEN_STRONG_INLINE std::complex<double> pfirst<Packet2cd>(const Packet2cd& a)
+{
+ __m128d low = _mm256_extractf128_pd(a.v, 0);
+ EIGEN_ALIGN16 double res[2];
+ _mm_store_pd(res, low);
+ return std::complex<double>(res[0],res[1]);
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd preverse(const Packet2cd& a) {
+ __m256d result = _mm256_permute2f128_pd(a.v, a.v, 1);
+ return Packet2cd(result);
+}
+
+template<> EIGEN_STRONG_INLINE std::complex<double> predux<Packet2cd>(const Packet2cd& a)
+{
+ return predux(padd(Packet1cd(_mm256_extractf128_pd(a.v,0)),
+ Packet1cd(_mm256_extractf128_pd(a.v,1))));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd preduxp<Packet2cd>(const Packet2cd* vecs)
+{
+ Packet4d t0 = _mm256_permute2f128_pd(vecs[0].v,vecs[1].v, 0 + (2<<4));
+ Packet4d t1 = _mm256_permute2f128_pd(vecs[0].v,vecs[1].v, 1 + (3<<4));
+
+ return Packet2cd(_mm256_add_pd(t0,t1));
+}
+
+template<> EIGEN_STRONG_INLINE std::complex<double> predux_mul<Packet2cd>(const Packet2cd& a)
+{
+ return predux(pmul(Packet1cd(_mm256_extractf128_pd(a.v,0)),
+ Packet1cd(_mm256_extractf128_pd(a.v,1))));
+}
+
+template<int Offset>
+struct palign_impl<Offset,Packet2cd>
+{
+ static EIGEN_STRONG_INLINE void run(Packet2cd& first, const Packet2cd& second)
+ {
+ if (Offset==0) return;
+ palign_impl<Offset*2,Packet4d>::run(first.v, second.v);
+ }
+};
+
+template<> struct conj_helper<Packet2cd, Packet2cd, false,true>
+{
+ EIGEN_STRONG_INLINE Packet2cd pmadd(const Packet2cd& x, const Packet2cd& y, const Packet2cd& c) const
+ { return padd(pmul(x,y),c); }
+
+ EIGEN_STRONG_INLINE Packet2cd pmul(const Packet2cd& a, const Packet2cd& b) const
+ {
+ return internal::pmul(a, pconj(b));
+ }
+};
+
+template<> struct conj_helper<Packet2cd, Packet2cd, true,false>
+{
+ EIGEN_STRONG_INLINE Packet2cd pmadd(const Packet2cd& x, const Packet2cd& y, const Packet2cd& c) const
+ { return padd(pmul(x,y),c); }
+
+ EIGEN_STRONG_INLINE Packet2cd pmul(const Packet2cd& a, const Packet2cd& b) const
+ {
+ return internal::pmul(pconj(a), b);
+ }
+};
+
+template<> struct conj_helper<Packet2cd, Packet2cd, true,true>
+{
+ EIGEN_STRONG_INLINE Packet2cd pmadd(const Packet2cd& x, const Packet2cd& y, const Packet2cd& c) const
+ { return padd(pmul(x,y),c); }
+
+ EIGEN_STRONG_INLINE Packet2cd pmul(const Packet2cd& a, const Packet2cd& b) const
+ {
+ return pconj(internal::pmul(a, b));
+ }
+};
+
+template<> struct conj_helper<Packet4d, Packet2cd, false,false>
+{
+ EIGEN_STRONG_INLINE Packet2cd pmadd(const Packet4d& x, const Packet2cd& y, const Packet2cd& c) const
+ { return padd(c, pmul(x,y)); }
+
+ EIGEN_STRONG_INLINE Packet2cd pmul(const Packet4d& x, const Packet2cd& y) const
+ { return Packet2cd(Eigen::internal::pmul(x, y.v)); }
+};
+
+template<> struct conj_helper<Packet2cd, Packet4d, false,false>
+{
+ EIGEN_STRONG_INLINE Packet2cd pmadd(const Packet2cd& x, const Packet4d& y, const Packet2cd& c) const
+ { return padd(c, pmul(x,y)); }
+
+ EIGEN_STRONG_INLINE Packet2cd pmul(const Packet2cd& x, const Packet4d& y) const
+ { return Packet2cd(Eigen::internal::pmul(x.v, y)); }
+};
+
+template<> EIGEN_STRONG_INLINE Packet2cd pdiv<Packet2cd>(const Packet2cd& a, const Packet2cd& b)
+{
+ Packet2cd num = pmul(a, pconj(b));
+ __m256d tmp = _mm256_mul_pd(b.v, b.v);
+ __m256d denom = _mm256_hadd_pd(tmp, tmp);
+ return Packet2cd(_mm256_div_pd(num.v, denom));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd pcplxflip<Packet2cd>(const Packet2cd& x)
+{
+ return Packet2cd(_mm256_shuffle_pd(x.v, x.v, 0x5));
+}
+
+EIGEN_DEVICE_FUNC inline void
+ptranspose(PacketBlock<Packet4cf,4>& kernel) {
+ __m256d P0 = _mm256_castps_pd(kernel.packet[0].v);
+ __m256d P1 = _mm256_castps_pd(kernel.packet[1].v);
+ __m256d P2 = _mm256_castps_pd(kernel.packet[2].v);
+ __m256d P3 = _mm256_castps_pd(kernel.packet[3].v);
+
+ __m256d T0 = _mm256_shuffle_pd(P0, P1, 15);
+ __m256d T1 = _mm256_shuffle_pd(P0, P1, 0);
+ __m256d T2 = _mm256_shuffle_pd(P2, P3, 15);
+ __m256d T3 = _mm256_shuffle_pd(P2, P3, 0);
+
+ kernel.packet[1].v = _mm256_castpd_ps(_mm256_permute2f128_pd(T0, T2, 32));
+ kernel.packet[3].v = _mm256_castpd_ps(_mm256_permute2f128_pd(T0, T2, 49));
+ kernel.packet[0].v = _mm256_castpd_ps(_mm256_permute2f128_pd(T1, T3, 32));
+ kernel.packet[2].v = _mm256_castpd_ps(_mm256_permute2f128_pd(T1, T3, 49));
+}
+
+EIGEN_DEVICE_FUNC inline void
+ptranspose(PacketBlock<Packet2cd,2>& kernel) {
+ __m256d tmp = _mm256_permute2f128_pd(kernel.packet[0].v, kernel.packet[1].v, 0+(2<<4));
+ kernel.packet[1].v = _mm256_permute2f128_pd(kernel.packet[0].v, kernel.packet[1].v, 1+(3<<4));
+ kernel.packet[0].v = tmp;
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf pinsertfirst(const Packet4cf& a, std::complex<float> b)
+{
+ return Packet4cf(_mm256_blend_ps(a.v,pset1<Packet4cf>(b).v,1|2));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd pinsertfirst(const Packet2cd& a, std::complex<double> b)
+{
+ return Packet2cd(_mm256_blend_pd(a.v,pset1<Packet2cd>(b).v,1|2));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4cf pinsertlast(const Packet4cf& a, std::complex<float> b)
+{
+ return Packet4cf(_mm256_blend_ps(a.v,pset1<Packet4cf>(b).v,(1<<7)|(1<<6)));
+}
+
+template<> EIGEN_STRONG_INLINE Packet2cd pinsertlast(const Packet2cd& a, std::complex<double> b)
+{
+ return Packet2cd(_mm256_blend_pd(a.v,pset1<Packet2cd>(b).v,(1<<3)|(1<<2)));
+}
+
+} // end namespace internal
+
+} // end namespace Eigen
+
+#endif // EIGEN_COMPLEX_AVX_H
diff --git a/eigen/Eigen/src/Core/arch/AVX/MathFunctions.h b/eigen/Eigen/src/Core/arch/AVX/MathFunctions.h
new file mode 100644
index 0000000..6af67ce
--- /dev/null
+++ b/eigen/Eigen/src/Core/arch/AVX/MathFunctions.h
@@ -0,0 +1,439 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2014 Pedro Gonnet (pedro.gonnet@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_MATH_FUNCTIONS_AVX_H
+#define EIGEN_MATH_FUNCTIONS_AVX_H
+
+/* The sin, cos, exp, and log functions of this file are loosely derived from
+ * Julien Pommier's sse math library: http://gruntthepeon.free.fr/ssemath/
+ */
+
+namespace Eigen {
+
+namespace internal {
+
+inline Packet8i pshiftleft(Packet8i v, int n)
+{
+#ifdef EIGEN_VECTORIZE_AVX2
+ return _mm256_slli_epi32(v, n);
+#else
+ __m128i lo = _mm_slli_epi32(_mm256_extractf128_si256(v, 0), n);
+ __m128i hi = _mm_slli_epi32(_mm256_extractf128_si256(v, 1), n);
+ return _mm256_insertf128_si256(_mm256_castsi128_si256(lo), (hi), 1);
+#endif
+}
+
+inline Packet8f pshiftright(Packet8f v, int n)
+{
+#ifdef EIGEN_VECTORIZE_AVX2
+ return _mm256_cvtepi32_ps(_mm256_srli_epi32(_mm256_castps_si256(v), n));
+#else
+ __m128i lo = _mm_srli_epi32(_mm256_extractf128_si256(_mm256_castps_si256(v), 0), n);
+ __m128i hi = _mm_srli_epi32(_mm256_extractf128_si256(_mm256_castps_si256(v), 1), n);
+ return _mm256_cvtepi32_ps(_mm256_insertf128_si256(_mm256_castsi128_si256(lo), (hi), 1));
+#endif
+}
+
+// Sine function
+// Computes sin(x) by wrapping x to the interval [-Pi/4,3*Pi/4] and
+// evaluating interpolants in [-Pi/4,Pi/4] or [Pi/4,3*Pi/4]. The interpolants
+// are (anti-)symmetric and thus have only odd/even coefficients
+template <>
+EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED Packet8f
+psin<Packet8f>(const Packet8f& _x) {
+ Packet8f x = _x;
+
+ // Some useful values.
+ _EIGEN_DECLARE_CONST_Packet8i(one, 1);
+ _EIGEN_DECLARE_CONST_Packet8f(one, 1.0f);
+ _EIGEN_DECLARE_CONST_Packet8f(two, 2.0f);
+ _EIGEN_DECLARE_CONST_Packet8f(one_over_four, 0.25f);
+ _EIGEN_DECLARE_CONST_Packet8f(one_over_pi, 3.183098861837907e-01f);
+ _EIGEN_DECLARE_CONST_Packet8f(neg_pi_first, -3.140625000000000e+00f);
+ _EIGEN_DECLARE_CONST_Packet8f(neg_pi_second, -9.670257568359375e-04f);
+ _EIGEN_DECLARE_CONST_Packet8f(neg_pi_third, -6.278329571784980e-07f);
+ _EIGEN_DECLARE_CONST_Packet8f(four_over_pi, 1.273239544735163e+00f);
+
+ // Map x from [-Pi/4,3*Pi/4] to z in [-1,3] and subtract the shifted period.
+ Packet8f z = pmul(x, p8f_one_over_pi);
+ Packet8f shift = _mm256_floor_ps(padd(z, p8f_one_over_four));
+ x = pmadd(shift, p8f_neg_pi_first, x);
+ x = pmadd(shift, p8f_neg_pi_second, x);
+ x = pmadd(shift, p8f_neg_pi_third, x);
+ z = pmul(x, p8f_four_over_pi);
+
+ // Make a mask for the entries that need flipping, i.e. wherever the shift
+ // is odd.
+ Packet8i shift_ints = _mm256_cvtps_epi32(shift);
+ Packet8i shift_isodd = _mm256_castps_si256(_mm256_and_ps(_mm256_castsi256_ps(shift_ints), _mm256_castsi256_ps(p8i_one)));
+ Packet8i sign_flip_mask = pshiftleft(shift_isodd, 31);
+
+ // Create a mask for which interpolant to use, i.e. if z > 1, then the mask
+ // is set to ones for that entry.
+ Packet8f ival_mask = _mm256_cmp_ps(z, p8f_one, _CMP_GT_OQ);
+
+ // Evaluate the polynomial for the interval [1,3] in z.
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_right_0, 9.999999724233232e-01f);
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_right_2, -3.084242535619928e-01f);
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_right_4, 1.584991525700324e-02f);
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_right_6, -3.188805084631342e-04f);
+ Packet8f z_minus_two = psub(z, p8f_two);
+ Packet8f z_minus_two2 = pmul(z_minus_two, z_minus_two);
+ Packet8f right = pmadd(p8f_coeff_right_6, z_minus_two2, p8f_coeff_right_4);
+ right = pmadd(right, z_minus_two2, p8f_coeff_right_2);
+ right = pmadd(right, z_minus_two2, p8f_coeff_right_0);
+
+ // Evaluate the polynomial for the interval [-1,1] in z.
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_left_1, 7.853981525427295e-01f);
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_left_3, -8.074536727092352e-02f);
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_left_5, 2.489871967827018e-03f);
+ _EIGEN_DECLARE_CONST_Packet8f(coeff_left_7, -3.587725841214251e-05f);
+ Packet8f z2 = pmul(z, z);
+ Packet8f left = pmadd(p8f_coeff_left_7, z2, p8f_coeff_left_5);
+ left = pmadd(left, z2, p8f_coeff_left_3);
+ left = pmadd(left, z2, p8f_coeff_left_1);
+ left = pmul(left, z);
+
+ // Assemble the results, i.e. select the left and right polynomials.
+ left = _mm256_andnot_ps(ival_mask, left);
+ right = _mm256_and_ps(ival_mask, right);
+ Packet8f res = _mm256_or_ps(left, right);
+
+ // Flip the sign on the odd intervals and return the result.
+ res = _mm256_xor_ps(res, _mm256_castsi256_ps(sign_flip_mask));
+ return res;
+}
+
+// Natural logarithm
+// Computes log(x) as log(2^e * m) = C*e + log(m), where the constant C =log(2)
+// and m is in the range [sqrt(1/2),sqrt(2)). In this range, the logarithm can
+// be easily approximated by a polynomial centered on m=1 for stability.
+// TODO(gonnet): Further reduce the interval allowing for lower-degree
+// polynomial interpolants -> ... -> profit!
+template <>
+EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED Packet8f
+plog<Packet8f>(const Packet8f& _x) {
+ Packet8f x = _x;
+ _EIGEN_DECLARE_CONST_Packet8f(1, 1.0f);
+ _EIGEN_DECLARE_CONST_Packet8f(half, 0.5f);
+ _EIGEN_DECLARE_CONST_Packet8f(126f, 126.0f);
+
+ _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(inv_mant_mask, ~0x7f800000);
+
+ // The smallest non denormalized float number.
+ _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(min_norm_pos, 0x00800000);
+ _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(minus_inf, 0xff800000);
+
+ // Polynomial coefficients.
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_SQRTHF, 0.707106781186547524f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p0, 7.0376836292E-2f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p1, -1.1514610310E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p2, 1.1676998740E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p3, -1.2420140846E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p4, +1.4249322787E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p5, -1.6668057665E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p6, +2.0000714765E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p7, -2.4999993993E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_p8, +3.3333331174E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_q1, -2.12194440e-4f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_log_q2, 0.693359375f);
+
+ Packet8f invalid_mask = _mm256_cmp_ps(x, _mm256_setzero_ps(), _CMP_NGE_UQ); // not greater equal is true if x is NaN
+ Packet8f iszero_mask = _mm256_cmp_ps(x, _mm256_setzero_ps(), _CMP_EQ_OQ);
+
+ // Truncate input values to the minimum positive normal.
+ x = pmax(x, p8f_min_norm_pos);
+
+ Packet8f emm0 = pshiftright(x,23);
+ Packet8f e = _mm256_sub_ps(emm0, p8f_126f);
+
+ // Set the exponents to -1, i.e. x are in the range [0.5,1).
+ x = _mm256_and_ps(x, p8f_inv_mant_mask);
+ x = _mm256_or_ps(x, p8f_half);
+
+ // part2: Shift the inputs from the range [0.5,1) to [sqrt(1/2),sqrt(2))
+ // and shift by -1. The values are then centered around 0, which improves
+ // the stability of the polynomial evaluation.
+ // if( x < SQRTHF ) {
+ // e -= 1;
+ // x = x + x - 1.0;
+ // } else { x = x - 1.0; }
+ Packet8f mask = _mm256_cmp_ps(x, p8f_cephes_SQRTHF, _CMP_LT_OQ);
+ Packet8f tmp = _mm256_and_ps(x, mask);
+ x = psub(x, p8f_1);
+ e = psub(e, _mm256_and_ps(p8f_1, mask));
+ x = padd(x, tmp);
+
+ Packet8f x2 = pmul(x, x);
+ Packet8f x3 = pmul(x2, x);
+
+ // Evaluate the polynomial approximant of degree 8 in three parts, probably
+ // to improve instruction-level parallelism.
+ Packet8f y, y1, y2;
+ y = pmadd(p8f_cephes_log_p0, x, p8f_cephes_log_p1);
+ y1 = pmadd(p8f_cephes_log_p3, x, p8f_cephes_log_p4);
+ y2 = pmadd(p8f_cephes_log_p6, x, p8f_cephes_log_p7);
+ y = pmadd(y, x, p8f_cephes_log_p2);
+ y1 = pmadd(y1, x, p8f_cephes_log_p5);
+ y2 = pmadd(y2, x, p8f_cephes_log_p8);
+ y = pmadd(y, x3, y1);
+ y = pmadd(y, x3, y2);
+ y = pmul(y, x3);
+
+ // Add the logarithm of the exponent back to the result of the interpolation.
+ y1 = pmul(e, p8f_cephes_log_q1);
+ tmp = pmul(x2, p8f_half);
+ y = padd(y, y1);
+ x = psub(x, tmp);
+ y2 = pmul(e, p8f_cephes_log_q2);
+ x = padd(x, y);
+ x = padd(x, y2);
+
+ // Filter out invalid inputs, i.e. negative arg will be NAN, 0 will be -INF.
+ return _mm256_or_ps(
+ _mm256_andnot_ps(iszero_mask, _mm256_or_ps(x, invalid_mask)),
+ _mm256_and_ps(iszero_mask, p8f_minus_inf));
+}
+
+// Exponential function. Works by writing "x = m*log(2) + r" where
+// "m = floor(x/log(2)+1/2)" and "r" is the remainder. The result is then
+// "exp(x) = 2^m*exp(r)" where exp(r) is in the range [-1,1).
+template <>
+EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED Packet8f
+pexp<Packet8f>(const Packet8f& _x) {
+ _EIGEN_DECLARE_CONST_Packet8f(1, 1.0f);
+ _EIGEN_DECLARE_CONST_Packet8f(half, 0.5f);
+ _EIGEN_DECLARE_CONST_Packet8f(127, 127.0f);
+
+ _EIGEN_DECLARE_CONST_Packet8f(exp_hi, 88.3762626647950f);
+ _EIGEN_DECLARE_CONST_Packet8f(exp_lo, -88.3762626647949f);
+
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_LOG2EF, 1.44269504088896341f);
+
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_p0, 1.9875691500E-4f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_p1, 1.3981999507E-3f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_p2, 8.3334519073E-3f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_p3, 4.1665795894E-2f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_p4, 1.6666665459E-1f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_p5, 5.0000001201E-1f);
+
+ // Clamp x.
+ Packet8f x = pmax(pmin(_x, p8f_exp_hi), p8f_exp_lo);
+
+ // Express exp(x) as exp(m*ln(2) + r), start by extracting
+ // m = floor(x/ln(2) + 0.5).
+ Packet8f m = _mm256_floor_ps(pmadd(x, p8f_cephes_LOG2EF, p8f_half));
+
+// Get r = x - m*ln(2). If no FMA instructions are available, m*ln(2) is
+// subtracted out in two parts, m*C1+m*C2 = m*ln(2), to avoid accumulating
+// truncation errors. Note that we don't use the "pmadd" function here to
+// ensure that a precision-preserving FMA instruction is used.
+#ifdef EIGEN_VECTORIZE_FMA
+ _EIGEN_DECLARE_CONST_Packet8f(nln2, -0.6931471805599453f);
+ Packet8f r = _mm256_fmadd_ps(m, p8f_nln2, x);
+#else
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_C1, 0.693359375f);
+ _EIGEN_DECLARE_CONST_Packet8f(cephes_exp_C2, -2.12194440e-4f);
+ Packet8f r = psub(x, pmul(m, p8f_cephes_exp_C1));
+ r = psub(r, pmul(m, p8f_cephes_exp_C2));
+#endif
+
+ Packet8f r2 = pmul(r, r);
+
+ // TODO(gonnet): Split into odd/even polynomials and try to exploit
+ // instruction-level parallelism.
+ Packet8f y = p8f_cephes_exp_p0;
+ y = pmadd(y, r, p8f_cephes_exp_p1);
+ y = pmadd(y, r, p8f_cephes_exp_p2);
+ y = pmadd(y, r, p8f_cephes_exp_p3);
+ y = pmadd(y, r, p8f_cephes_exp_p4);
+ y = pmadd(y, r, p8f_cephes_exp_p5);
+ y = pmadd(y, r2, r);
+ y = padd(y, p8f_1);
+
+ // Build emm0 = 2^m.
+ Packet8i emm0 = _mm256_cvttps_epi32(padd(m, p8f_127));
+ emm0 = pshiftleft(emm0, 23);
+
+ // Return 2^m * exp(r).
+ return pmax(pmul(y, _mm256_castsi256_ps(emm0)), _x);
+}
+
+// Hyperbolic Tangent function.
+template <>
+EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED Packet8f
+ptanh<Packet8f>(const Packet8f& x) {
+ return internal::generic_fast_tanh_float(x);
+}
+
+template <>
+EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED Packet4d
+pexp<Packet4d>(const Packet4d& _x) {
+ Packet4d x = _x;
+
+ _EIGEN_DECLARE_CONST_Packet4d(1, 1.0);
+ _EIGEN_DECLARE_CONST_Packet4d(2, 2.0);
+ _EIGEN_DECLARE_CONST_Packet4d(half, 0.5);
+
+ _EIGEN_DECLARE_CONST_Packet4d(exp_hi, 709.437);
+ _EIGEN_DECLARE_CONST_Packet4d(exp_lo, -709.436139303);
+
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_LOG2EF, 1.4426950408889634073599);
+
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_p0, 1.26177193074810590878e-4);
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_p1, 3.02994407707441961300e-2);
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_p2, 9.99999999999999999910e-1);
+
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_q0, 3.00198505138664455042e-6);
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_q1, 2.52448340349684104192e-3);
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_q2, 2.27265548208155028766e-1);
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_q3, 2.00000000000000000009e0);
+
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_C1, 0.693145751953125);
+ _EIGEN_DECLARE_CONST_Packet4d(cephes_exp_C2, 1.42860682030941723212e-6);
+ _EIGEN_DECLARE_CONST_Packet4i(1023, 1023);
+
+ Packet4d tmp, fx;
+
+ // clamp x
+ x = pmax(pmin(x, p4d_exp_hi), p4d_exp_lo);
+ // Express exp(x) as exp(g + n*log(2)).
+ fx = pmadd(p4d_cephes_LOG2EF, x, p4d_half);
+
+ // Get the integer modulus of log(2), i.e. the "n" described above.
+ fx = _mm256_floor_pd(fx);
+
+ // Get the remainder modulo log(2), i.e. the "g" described above. Subtract
+ // n*log(2) out in two steps, i.e. n*C1 + n*C2, C1+C2=log2 to get the last
+ // digits right.
+ tmp = pmul(fx, p4d_cephes_exp_C1);
+ Packet4d z = pmul(fx, p4d_cephes_exp_C2);
+ x = psub(x, tmp);
+ x = psub(x, z);
+
+ Packet4d x2 = pmul(x, x);
+
+ // Evaluate the numerator polynomial of the rational interpolant.
+ Packet4d px = p4d_cephes_exp_p0;
+ px = pmadd(px, x2, p4d_cephes_exp_p1);
+ px = pmadd(px, x2, p4d_cephes_exp_p2);
+ px = pmul(px, x);
+
+ // Evaluate the denominator polynomial of the rational interpolant.
+ Packet4d qx = p4d_cephes_exp_q0;
+ qx = pmadd(qx, x2, p4d_cephes_exp_q1);
+ qx = pmadd(qx, x2, p4d_cephes_exp_q2);
+ qx = pmadd(qx, x2, p4d_cephes_exp_q3);
+
+ // I don't really get this bit, copied from the SSE2 routines, so...
+ // TODO(gonnet): Figure out what is going on here, perhaps find a better
+ // rational interpolant?
+ x = _mm256_div_pd(px, psub(qx, px));
+ x = pmadd(p4d_2, x, p4d_1);
+
+ // Build e=2^n by constructing the exponents in a 128-bit vector and
+ // shifting them to where they belong in double-precision values.
+ __m128i emm0 = _mm256_cvtpd_epi32(fx);
+ emm0 = _mm_add_epi32(emm0, p4i_1023);
+ emm0 = _mm_shuffle_epi32(emm0, _MM_SHUFFLE(3, 1, 2, 0));
+ __m128i lo = _mm_slli_epi64(emm0, 52);
+ __m128i hi = _mm_slli_epi64(_mm_srli_epi64(emm0, 32), 52);
+ __m256i e = _mm256_insertf128_si256(_mm256_setzero_si256(), lo, 0);
+ e = _mm256_insertf128_si256(e, hi, 1);
+
+ // Construct the result 2^n * exp(g) = e * x. The max is used to catch
+ // non-finite values in the input.
+ return pmax(pmul(x, _mm256_castsi256_pd(e)), _x);
+}
+
+// Functions for sqrt.
+// The EIGEN_FAST_MATH version uses the _mm_rsqrt_ps approximation and one step
+// of Newton's method, at a cost of 1-2 bits of precision as opposed to the
+// exact solution. It does not handle +inf, or denormalized numbers correctly.
+// The main advantage of this approach is not just speed, but also the fact that
+// it can be inlined and pipelined with other computations, further reducing its
+// effective latency. This is similar to Quake3's fast inverse square root.
+// For detail see here: http://www.beyond3d.com/content/articles/8/
+#if EIGEN_FAST_MATH
+template <>
+EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED Packet8f
+psqrt<Packet8f>(const Packet8f& _x) {
+ Packet8f half = pmul(_x, pset1<Packet8f>(.5f));
+ Packet8f denormal_mask = _mm256_and_ps(
+ _mm256_cmp_ps(_x, pset1<Packet8f>((std::numeric_limits<float>::min)()),
+ _CMP_LT_OQ),
+ _mm256_cmp_ps(_x, _mm256_setzero_ps(), _CMP_GE_OQ));
+
+ // Compute approximate reciprocal sqrt.
+ Packet8f x = _mm256_rsqrt_ps(_x);
+ // Do a single step of Newton's iteration.
+ x = pmul(x, psub(pset1<Packet8f>(1.5f), pmul(half, pmul(x,x))));
+ // Flush results for denormals to zero.
+ return _mm256_andnot_ps(denormal_mask, pmul(_x,x));
+}
+#else
+template <> EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED
+Packet8f psqrt<Packet8f>(const Packet8f& x) {
+ return _mm256_sqrt_ps(x);
+}
+#endif
+template <> EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED
+Packet4d psqrt<Packet4d>(const Packet4d& x) {
+ return _mm256_sqrt_pd(x);
+}
+#if EIGEN_FAST_MATH
+
+template<> EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED
+Packet8f prsqrt<Packet8f>(const Packet8f& _x) {
+ _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(inf, 0x7f800000);
+ _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(nan, 0x7fc00000);
+ _EIGEN_DECLARE_CONST_Packet8f(one_point_five, 1.5f);
+ _EIGEN_DECLARE_CONST_Packet8f(minus_half, -0.5f);
+ _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(flt_min, 0x00800000);
+
+ Packet8f neg_half = pmul(_x, p8f_minus_half);
+
+ // select only the inverse sqrt of positive normal inputs (denormals are
+ // flushed to zero and cause infs as well).
+ Packet8f le_zero_mask = _mm256_cmp_ps(_x, p8f_flt_min, _CMP_LT_OQ);
+ Packet8f x = _mm256_andnot_ps(le_zero_mask, _mm256_rsqrt_ps(_x));
+
+ // Fill in NaNs and Infs for the negative/zero entries.
+ Packet8f neg_mask = _mm256_cmp_ps(_x, _mm256_setzero_ps(), _CMP_LT_OQ);
+ Packet8f zero_mask = _mm256_andnot_ps(neg_mask, le_zero_mask);
+ Packet8f infs_and_nans = _mm256_or_ps(_mm256_and_ps(neg_mask, p8f_nan),
+ _mm256_and_ps(zero_mask, p8f_inf));
+
+ // Do a single step of Newton's iteration.
+ x = pmul(x, pmadd(neg_half, pmul(x, x), p8f_one_point_five));
+
+ // Insert NaNs and Infs in all the right places.
+ return _mm256_or_ps(x, infs_and_nans);
+}
+
+#else
+template <> EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED
+Packet8f prsqrt<Packet8f>(const Packet8f& x) {
+ _EIGEN_DECLARE_CONST_Packet8f(one, 1.0f);
+ return _mm256_div_ps(p8f_one, _mm256_sqrt_ps(x));
+}
+#endif
+
+template <> EIGEN_DEFINE_FUNCTION_ALLOWING_MULTIPLE_DEFINITIONS EIGEN_UNUSED
+Packet4d prsqrt<Packet4d>(const Packet4d& x) {
+ _EIGEN_DECLARE_CONST_Packet4d(one, 1.0);
+ return _mm256_div_pd(p4d_one, _mm256_sqrt_pd(x));
+}
+
+
+} // end namespace internal
+
+} // end namespace Eigen
+
+#endif // EIGEN_MATH_FUNCTIONS_AVX_H
diff --git a/eigen/Eigen/src/Core/arch/AVX/PacketMath.h b/eigen/Eigen/src/Core/arch/AVX/PacketMath.h
new file mode 100644
index 0000000..6362309
--- /dev/null
+++ b/eigen/Eigen/src/Core/arch/AVX/PacketMath.h
@@ -0,0 +1,643 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2014 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_AVX_H
+#define EIGEN_PACKET_MATH_AVX_H
+
+namespace Eigen {
+
+namespace internal {
+
+#ifndef EIGEN_CACHEFRIENDLY_PRODUCT_THRESHOLD
+#define EIGEN_CACHEFRIENDLY_PRODUCT_THRESHOLD 8
+#endif
+
+#ifndef EIGEN_ARCH_DEFAULT_NUMBER_OF_REGISTERS
+#define EIGEN_ARCH_DEFAULT_NUMBER_OF_REGISTERS (2*sizeof(void*))
+#endif
+
+#ifdef __FMA__
+#ifndef EIGEN_HAS_SINGLE_INSTRUCTION_MADD
+#define EIGEN_HAS_SINGLE_INSTRUCTION_MADD
+#endif
+#endif
+
+typedef __m256 Packet8f;
+typedef __m256i Packet8i;
+typedef __m256d Packet4d;
+
+template<> struct is_arithmetic<__m256> { enum { value = true }; };
+template<> struct is_arithmetic<__m256i> { enum { value = true }; };
+template<> struct is_arithmetic<__m256d> { enum { value = true }; };
+
+#define _EIGEN_DECLARE_CONST_Packet8f(NAME,X) \
+ const Packet8f p8f_##NAME = pset1<Packet8f>(X)
+
+#define _EIGEN_DECLARE_CONST_Packet4d(NAME,X) \
+ const Packet4d p4d_##NAME = pset1<Packet4d>(X)
+
+#define _EIGEN_DECLARE_CONST_Packet8f_FROM_INT(NAME,X) \
+ const Packet8f p8f_##NAME = _mm256_castsi256_ps(pset1<Packet8i>(X))
+
+#define _EIGEN_DECLARE_CONST_Packet8i(NAME,X) \
+ const Packet8i p8i_##NAME = pset1<Packet8i>(X)
+
+// Use the packet_traits defined in AVX512/PacketMath.h instead if we're going
+// to leverage AVX512 instructions.
+#ifndef EIGEN_VECTORIZE_AVX512
+template<> struct packet_traits<float> : default_packet_traits
+{
+ typedef Packet8f type;
+ typedef Packet4f half;
+ enum {
+ Vectorizable = 1,
+ AlignedOnScalar = 1,
+ size=8,
+ HasHalfPacket = 1,
+
+ HasDiv = 1,
+ HasSin = EIGEN_FAST_MATH,
+ HasCos = 0,
+ HasLog = 1,
+ HasExp = 1,
+ HasSqrt = 1,
+ HasRsqrt = 1,
+ HasTanh = EIGEN_FAST_MATH,
+ HasBlend = 1,
+ HasRound = 1,
+ HasFloor = 1,
+ HasCeil = 1
+ };
+};
+template<> struct packet_traits<double> : default_packet_traits
+{
+ typedef Packet4d type;
+ typedef Packet2d half;
+ enum {
+ Vectorizable = 1,
+ AlignedOnScalar = 1,
+ size=4,
+ HasHalfPacket = 1,
+
+ HasDiv = 1,
+ HasExp = 1,
+ HasSqrt = 1,
+ HasRsqrt = 1,
+ HasBlend = 1,
+ HasRound = 1,
+ HasFloor = 1,
+ HasCeil = 1
+ };
+};
+#endif
+
+template<> struct scalar_div_cost<float,true> { enum { value = 14 }; };
+template<> struct scalar_div_cost<double,true> { enum { value = 16 }; };
+
+/* Proper support for integers is only provided by AVX2. In the meantime, we'll
+ use SSE instructions and packets to deal with integers.
+template<> struct packet_traits<int> : default_packet_traits
+{
+ typedef Packet8i type;
+ enum {
+ Vectorizable = 1,
+ AlignedOnScalar = 1,
+ size=8
+ };
+};
+*/
+
+template<> struct unpacket_traits<Packet8f> { typedef float type; typedef Packet4f half; enum {size=8, alignment=Aligned32}; };
+template<> struct unpacket_traits<Packet4d> { typedef double type; typedef Packet2d half; enum {size=4, alignment=Aligned32}; };
+template<> struct unpacket_traits<Packet8i> { typedef int type; typedef Packet4i half; enum {size=8, alignment=Aligned32}; };
+
+template<> EIGEN_STRONG_INLINE Packet8f pset1<Packet8f>(const float& from) { return _mm256_set1_ps(from); }
+template<> EIGEN_STRONG_INLINE Packet4d pset1<Packet4d>(const double& from) { return _mm256_set1_pd(from); }
+template<> EIGEN_STRONG_INLINE Packet8i pset1<Packet8i>(const int& from) { return _mm256_set1_epi32(from); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pload1<Packet8f>(const float* from) { return _mm256_broadcast_ss(from); }
+template<> EIGEN_STRONG_INLINE Packet4d pload1<Packet4d>(const double* from) { return _mm256_broadcast_sd(from); }
+
+template<> EIGEN_STRONG_INLINE Packet8f plset<Packet8f>(const float& a) { return _mm256_add_ps(_mm256_set1_ps(a), _mm256_set_ps(7.0,6.0,5.0,4.0,3.0,2.0,1.0,0.0)); }
+template<> EIGEN_STRONG_INLINE Packet4d plset<Packet4d>(const double& a) { return _mm256_add_pd(_mm256_set1_pd(a), _mm256_set_pd(3.0,2.0,1.0,0.0)); }
+
+template<> EIGEN_STRONG_INLINE Packet8f padd<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_add_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d padd<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_add_pd(a,b); }
+
+template<> EIGEN_STRONG_INLINE Packet8f psub<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_sub_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d psub<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_sub_pd(a,b); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pnegate(const Packet8f& a)
+{
+ return _mm256_sub_ps(_mm256_set1_ps(0.0),a);
+}
+template<> EIGEN_STRONG_INLINE Packet4d pnegate(const Packet4d& a)
+{
+ return _mm256_sub_pd(_mm256_set1_pd(0.0),a);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8f pconj(const Packet8f& a) { return a; }
+template<> EIGEN_STRONG_INLINE Packet4d pconj(const Packet4d& a) { return a; }
+template<> EIGEN_STRONG_INLINE Packet8i pconj(const Packet8i& a) { return a; }
+
+template<> EIGEN_STRONG_INLINE Packet8f pmul<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_mul_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d pmul<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_mul_pd(a,b); }
+
+
+template<> EIGEN_STRONG_INLINE Packet8f pdiv<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_div_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d pdiv<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_div_pd(a,b); }
+template<> EIGEN_STRONG_INLINE Packet8i pdiv<Packet8i>(const Packet8i& /*a*/, const Packet8i& /*b*/)
+{ eigen_assert(false && "packet integer division are not supported by AVX");
+ return pset1<Packet8i>(0);
+}
+
+#ifdef __FMA__
+template<> EIGEN_STRONG_INLINE Packet8f pmadd(const Packet8f& a, const Packet8f& b, const Packet8f& c) {
+#if ( EIGEN_COMP_GNUC_STRICT || (EIGEN_COMP_CLANG && (EIGEN_COMP_CLANG<308)) )
+ // clang stupidly generates a vfmadd213ps instruction plus some vmovaps on registers,
+ // and gcc stupidly generates a vfmadd132ps instruction,
+ // so let's enforce it to generate a vfmadd231ps instruction since the most common use case is to accumulate
+ // the result of the product.
+ Packet8f res = c;
+ __asm__("vfmadd231ps %[a], %[b], %[c]" : [c] "+x" (res) : [a] "x" (a), [b] "x" (b));
+ return res;
+#else
+ return _mm256_fmadd_ps(a,b,c);
+#endif
+}
+template<> EIGEN_STRONG_INLINE Packet4d pmadd(const Packet4d& a, const Packet4d& b, const Packet4d& c) {
+#if ( EIGEN_COMP_GNUC_STRICT || (EIGEN_COMP_CLANG && (EIGEN_COMP_CLANG<308)) )
+ // see above
+ Packet4d res = c;
+ __asm__("vfmadd231pd %[a], %[b], %[c]" : [c] "+x" (res) : [a] "x" (a), [b] "x" (b));
+ return res;
+#else
+ return _mm256_fmadd_pd(a,b,c);
+#endif
+}
+#endif
+
+template<> EIGEN_STRONG_INLINE Packet8f pmin<Packet8f>(const Packet8f& a, const Packet8f& b) {
+ // Arguments are swapped to match NaN propagation behavior of std::min.
+ return _mm256_min_ps(b,a);
+}
+template<> EIGEN_STRONG_INLINE Packet4d pmin<Packet4d>(const Packet4d& a, const Packet4d& b) {
+ // Arguments are swapped to match NaN propagation behavior of std::min.
+ return _mm256_min_pd(b,a);
+}
+template<> EIGEN_STRONG_INLINE Packet8f pmax<Packet8f>(const Packet8f& a, const Packet8f& b) {
+ // Arguments are swapped to match NaN propagation behavior of std::max.
+ return _mm256_max_ps(b,a);
+}
+template<> EIGEN_STRONG_INLINE Packet4d pmax<Packet4d>(const Packet4d& a, const Packet4d& b) {
+ // Arguments are swapped to match NaN propagation behavior of std::max.
+ return _mm256_max_pd(b,a);
+}
+template<> EIGEN_STRONG_INLINE Packet8f pround<Packet8f>(const Packet8f& a) { return _mm256_round_ps(a, _MM_FROUND_CUR_DIRECTION); }
+template<> EIGEN_STRONG_INLINE Packet4d pround<Packet4d>(const Packet4d& a) { return _mm256_round_pd(a, _MM_FROUND_CUR_DIRECTION); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pceil<Packet8f>(const Packet8f& a) { return _mm256_ceil_ps(a); }
+template<> EIGEN_STRONG_INLINE Packet4d pceil<Packet4d>(const Packet4d& a) { return _mm256_ceil_pd(a); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pfloor<Packet8f>(const Packet8f& a) { return _mm256_floor_ps(a); }
+template<> EIGEN_STRONG_INLINE Packet4d pfloor<Packet4d>(const Packet4d& a) { return _mm256_floor_pd(a); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pand<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_and_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d pand<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_and_pd(a,b); }
+
+template<> EIGEN_STRONG_INLINE Packet8f por<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_or_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d por<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_or_pd(a,b); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pxor<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_xor_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d pxor<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_xor_pd(a,b); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pandnot<Packet8f>(const Packet8f& a, const Packet8f& b) { return _mm256_andnot_ps(a,b); }
+template<> EIGEN_STRONG_INLINE Packet4d pandnot<Packet4d>(const Packet4d& a, const Packet4d& b) { return _mm256_andnot_pd(a,b); }
+
+template<> EIGEN_STRONG_INLINE Packet8f pload<Packet8f>(const float* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm256_load_ps(from); }
+template<> EIGEN_STRONG_INLINE Packet4d pload<Packet4d>(const double* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm256_load_pd(from); }
+template<> EIGEN_STRONG_INLINE Packet8i pload<Packet8i>(const int* from) { EIGEN_DEBUG_ALIGNED_LOAD return _mm256_load_si256(reinterpret_cast<const __m256i*>(from)); }
+
+template<> EIGEN_STRONG_INLINE Packet8f ploadu<Packet8f>(const float* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm256_loadu_ps(from); }
+template<> EIGEN_STRONG_INLINE Packet4d ploadu<Packet4d>(const double* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm256_loadu_pd(from); }
+template<> EIGEN_STRONG_INLINE Packet8i ploadu<Packet8i>(const int* from) { EIGEN_DEBUG_UNALIGNED_LOAD return _mm256_loadu_si256(reinterpret_cast<const __m256i*>(from)); }
+
+// Loads 4 floats from memory a returns the packet {a0, a0 a1, a1, a2, a2, a3, a3}
+template<> EIGEN_STRONG_INLINE Packet8f ploaddup<Packet8f>(const float* from)
+{
+ // TODO try to find a way to avoid the need of a temporary register
+// Packet8f tmp = _mm256_castps128_ps256(_mm_loadu_ps(from));
+// tmp = _mm256_insertf128_ps(tmp, _mm_movehl_ps(_mm256_castps256_ps128(tmp),_mm256_castps256_ps128(tmp)), 1);
+// return _mm256_unpacklo_ps(tmp,tmp);
+
+ // _mm256_insertf128_ps is very slow on Haswell, thus:
+ Packet8f tmp = _mm256_broadcast_ps((const __m128*)(const void*)from);
+ // mimic an "inplace" permutation of the lower 128bits using a blend
+ tmp = _mm256_blend_ps(tmp,_mm256_castps128_ps256(_mm_permute_ps( _mm256_castps256_ps128(tmp), _MM_SHUFFLE(1,0,1,0))), 15);
+ // then we can perform a consistent permutation on the global register to get everything in shape:
+ return _mm256_permute_ps(tmp, _MM_SHUFFLE(3,3,2,2));
+}
+// Loads 2 doubles from memory a returns the packet {a0, a0 a1, a1}
+template<> EIGEN_STRONG_INLINE Packet4d ploaddup<Packet4d>(const double* from)
+{
+ Packet4d tmp = _mm256_broadcast_pd((const __m128d*)(const void*)from);
+ return _mm256_permute_pd(tmp, 3<<2);
+}
+
+// Loads 2 floats from memory a returns the packet {a0, a0 a0, a0, a1, a1, a1, a1}
+template<> EIGEN_STRONG_INLINE Packet8f ploadquad<Packet8f>(const float* from)
+{
+ Packet8f tmp = _mm256_castps128_ps256(_mm_broadcast_ss(from));
+ return _mm256_insertf128_ps(tmp, _mm_broadcast_ss(from+1), 1);
+}
+
+template<> EIGEN_STRONG_INLINE void pstore<float>(float* to, const Packet8f& from) { EIGEN_DEBUG_ALIGNED_STORE _mm256_store_ps(to, from); }
+template<> EIGEN_STRONG_INLINE void pstore<double>(double* to, const Packet4d& from) { EIGEN_DEBUG_ALIGNED_STORE _mm256_store_pd(to, from); }
+template<> EIGEN_STRONG_INLINE void pstore<int>(int* to, const Packet8i& from) { EIGEN_DEBUG_ALIGNED_STORE _mm256_storeu_si256(reinterpret_cast<__m256i*>(to), from); }
+
+template<> EIGEN_STRONG_INLINE void pstoreu<float>(float* to, const Packet8f& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm256_storeu_ps(to, from); }
+template<> EIGEN_STRONG_INLINE void pstoreu<double>(double* to, const Packet4d& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm256_storeu_pd(to, from); }
+template<> EIGEN_STRONG_INLINE void pstoreu<int>(int* to, const Packet8i& from) { EIGEN_DEBUG_UNALIGNED_STORE _mm256_storeu_si256(reinterpret_cast<__m256i*>(to), from); }
+
+// NOTE: leverage _mm256_i32gather_ps and _mm256_i32gather_pd if AVX2 instructions are available
+// NOTE: for the record the following seems to be slower: return _mm256_i32gather_ps(from, _mm256_set1_epi32(stride), 4);
+template<> EIGEN_DEVICE_FUNC inline Packet8f pgather<float, Packet8f>(const float* from, Index stride)
+{
+ return _mm256_set_ps(from[7*stride], from[6*stride], from[5*stride], from[4*stride],
+ from[3*stride], from[2*stride], from[1*stride], from[0*stride]);
+}
+template<> EIGEN_DEVICE_FUNC inline Packet4d pgather<double, Packet4d>(const double* from, Index stride)
+{
+ return _mm256_set_pd(from[3*stride], from[2*stride], from[1*stride], from[0*stride]);
+}
+
+template<> EIGEN_DEVICE_FUNC inline void pscatter<float, Packet8f>(float* to, const Packet8f& from, Index stride)
+{
+ __m128 low = _mm256_extractf128_ps(from, 0);
+ to[stride*0] = _mm_cvtss_f32(low);
+ to[stride*1] = _mm_cvtss_f32(_mm_shuffle_ps(low, low, 1));
+ to[stride*2] = _mm_cvtss_f32(_mm_shuffle_ps(low, low, 2));
+ to[stride*3] = _mm_cvtss_f32(_mm_shuffle_ps(low, low, 3));
+
+ __m128 high = _mm256_extractf128_ps(from, 1);
+ to[stride*4] = _mm_cvtss_f32(high);
+ to[stride*5] = _mm_cvtss_f32(_mm_shuffle_ps(high, high, 1));
+ to[stride*6] = _mm_cvtss_f32(_mm_shuffle_ps(high, high, 2));
+ to[stride*7] = _mm_cvtss_f32(_mm_shuffle_ps(high, high, 3));
+}
+template<> EIGEN_DEVICE_FUNC inline void pscatter<double, Packet4d>(double* to, const Packet4d& from, Index stride)
+{
+ __m128d low = _mm256_extractf128_pd(from, 0);
+ to[stride*0] = _mm_cvtsd_f64(low);
+ to[stride*1] = _mm_cvtsd_f64(_mm_shuffle_pd(low, low, 1));
+ __m128d high = _mm256_extractf128_pd(from, 1);
+ to[stride*2] = _mm_cvtsd_f64(high);
+ to[stride*3] = _mm_cvtsd_f64(_mm_shuffle_pd(high, high, 1));
+}
+
+template<> EIGEN_STRONG_INLINE void pstore1<Packet8f>(float* to, const float& a)
+{
+ Packet8f pa = pset1<Packet8f>(a);
+ pstore(to, pa);
+}
+template<> EIGEN_STRONG_INLINE void pstore1<Packet4d>(double* to, const double& a)
+{
+ Packet4d pa = pset1<Packet4d>(a);
+ pstore(to, pa);
+}
+template<> EIGEN_STRONG_INLINE void pstore1<Packet8i>(int* to, const int& a)
+{
+ Packet8i pa = pset1<Packet8i>(a);
+ pstore(to, pa);
+}
+
+#ifndef EIGEN_VECTORIZE_AVX512
+template<> EIGEN_STRONG_INLINE void prefetch<float>(const float* addr) { _mm_prefetch((const char*)(addr), _MM_HINT_T0); }
+template<> EIGEN_STRONG_INLINE void prefetch<double>(const double* addr) { _mm_prefetch((const char*)(addr), _MM_HINT_T0); }
+template<> EIGEN_STRONG_INLINE void prefetch<int>(const int* addr) { _mm_prefetch((const char*)(addr), _MM_HINT_T0); }
+#endif
+
+template<> EIGEN_STRONG_INLINE float pfirst<Packet8f>(const Packet8f& a) {
+ return _mm_cvtss_f32(_mm256_castps256_ps128(a));
+}
+template<> EIGEN_STRONG_INLINE double pfirst<Packet4d>(const Packet4d& a) {
+ return _mm_cvtsd_f64(_mm256_castpd256_pd128(a));
+}
+template<> EIGEN_STRONG_INLINE int pfirst<Packet8i>(const Packet8i& a) {
+ return _mm_cvtsi128_si32(_mm256_castsi256_si128(a));
+}
+
+
+template<> EIGEN_STRONG_INLINE Packet8f preverse(const Packet8f& a)
+{
+ __m256 tmp = _mm256_shuffle_ps(a,a,0x1b);
+ return _mm256_permute2f128_ps(tmp, tmp, 1);
+}
+template<> EIGEN_STRONG_INLINE Packet4d preverse(const Packet4d& a)
+{
+ __m256d tmp = _mm256_shuffle_pd(a,a,5);
+ return _mm256_permute2f128_pd(tmp, tmp, 1);
+
+ __m256d swap_halves = _mm256_permute2f128_pd(a,a,1);
+ return _mm256_permute_pd(swap_halves,5);
+}
+
+// pabs should be ok
+template<> EIGEN_STRONG_INLINE Packet8f pabs(const Packet8f& a)
+{
+ const Packet8f mask = _mm256_castsi256_ps(_mm256_setr_epi32(0x7FFFFFFF,0x7FFFFFFF,0x7FFFFFFF,0x7FFFFFFF,0x7FFFFFFF,0x7FFFFFFF,0x7FFFFFFF,0x7FFFFFFF));
+ return _mm256_and_ps(a,mask);
+}
+template<> EIGEN_STRONG_INLINE Packet4d pabs(const Packet4d& a)
+{
+ const Packet4d mask = _mm256_castsi256_pd(_mm256_setr_epi32(0xFFFFFFFF,0x7FFFFFFF,0xFFFFFFFF,0x7FFFFFFF,0xFFFFFFFF,0x7FFFFFFF,0xFFFFFFFF,0x7FFFFFFF));
+ return _mm256_and_pd(a,mask);
+}
+
+// preduxp should be ok
+// FIXME: why is this ok? why isn't the simply implementation working as expected?
+template<> EIGEN_STRONG_INLINE Packet8f preduxp<Packet8f>(const Packet8f* vecs)
+{
+ __m256 hsum1 = _mm256_hadd_ps(vecs[0], vecs[1]);
+ __m256 hsum2 = _mm256_hadd_ps(vecs[2], vecs[3]);
+ __m256 hsum3 = _mm256_hadd_ps(vecs[4], vecs[5]);
+ __m256 hsum4 = _mm256_hadd_ps(vecs[6], vecs[7]);
+
+ __m256 hsum5 = _mm256_hadd_ps(hsum1, hsum1);
+ __m256 hsum6 = _mm256_hadd_ps(hsum2, hsum2);
+ __m256 hsum7 = _mm256_hadd_ps(hsum3, hsum3);
+ __m256 hsum8 = _mm256_hadd_ps(hsum4, hsum4);
+
+ __m256 perm1 = _mm256_permute2f128_ps(hsum5, hsum5, 0x23);
+ __m256 perm2 = _mm256_permute2f128_ps(hsum6, hsum6, 0x23);
+ __m256 perm3 = _mm256_permute2f128_ps(hsum7, hsum7, 0x23);
+ __m256 perm4 = _mm256_permute2f128_ps(hsum8, hsum8, 0x23);
+
+ __m256 sum1 = _mm256_add_ps(perm1, hsum5);
+ __m256 sum2 = _mm256_add_ps(perm2, hsum6);
+ __m256 sum3 = _mm256_add_ps(perm3, hsum7);
+ __m256 sum4 = _mm256_add_ps(perm4, hsum8);
+
+ __m256 blend1 = _mm256_blend_ps(sum1, sum2, 0xcc);
+ __m256 blend2 = _mm256_blend_ps(sum3, sum4, 0xcc);
+
+ __m256 final = _mm256_blend_ps(blend1, blend2, 0xf0);
+ return final;
+}
+template<> EIGEN_STRONG_INLINE Packet4d preduxp<Packet4d>(const Packet4d* vecs)
+{
+ Packet4d tmp0, tmp1;
+
+ tmp0 = _mm256_hadd_pd(vecs[0], vecs[1]);
+ tmp0 = _mm256_add_pd(tmp0, _mm256_permute2f128_pd(tmp0, tmp0, 1));
+
+ tmp1 = _mm256_hadd_pd(vecs[2], vecs[3]);
+ tmp1 = _mm256_add_pd(tmp1, _mm256_permute2f128_pd(tmp1, tmp1, 1));
+
+ return _mm256_blend_pd(tmp0, tmp1, 0xC);
+}
+
+template<> EIGEN_STRONG_INLINE float predux<Packet8f>(const Packet8f& a)
+{
+ return predux(Packet4f(_mm_add_ps(_mm256_castps256_ps128(a),_mm256_extractf128_ps(a,1))));
+}
+template<> EIGEN_STRONG_INLINE double predux<Packet4d>(const Packet4d& a)
+{
+ return predux(Packet2d(_mm_add_pd(_mm256_castpd256_pd128(a),_mm256_extractf128_pd(a,1))));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4f predux_downto4<Packet8f>(const Packet8f& a)
+{
+ return _mm_add_ps(_mm256_castps256_ps128(a),_mm256_extractf128_ps(a,1));
+}
+
+template<> EIGEN_STRONG_INLINE float predux_mul<Packet8f>(const Packet8f& a)
+{
+ Packet8f tmp;
+ tmp = _mm256_mul_ps(a, _mm256_permute2f128_ps(a,a,1));
+ tmp = _mm256_mul_ps(tmp, _mm256_shuffle_ps(tmp,tmp,_MM_SHUFFLE(1,0,3,2)));
+ return pfirst(_mm256_mul_ps(tmp, _mm256_shuffle_ps(tmp,tmp,1)));
+}
+template<> EIGEN_STRONG_INLINE double predux_mul<Packet4d>(const Packet4d& a)
+{
+ Packet4d tmp;
+ tmp = _mm256_mul_pd(a, _mm256_permute2f128_pd(a,a,1));
+ return pfirst(_mm256_mul_pd(tmp, _mm256_shuffle_pd(tmp,tmp,1)));
+}
+
+template<> EIGEN_STRONG_INLINE float predux_min<Packet8f>(const Packet8f& a)
+{
+ Packet8f tmp = _mm256_min_ps(a, _mm256_permute2f128_ps(a,a,1));
+ tmp = _mm256_min_ps(tmp, _mm256_shuffle_ps(tmp,tmp,_MM_SHUFFLE(1,0,3,2)));
+ return pfirst(_mm256_min_ps(tmp, _mm256_shuffle_ps(tmp,tmp,1)));
+}
+template<> EIGEN_STRONG_INLINE double predux_min<Packet4d>(const Packet4d& a)
+{
+ Packet4d tmp = _mm256_min_pd(a, _mm256_permute2f128_pd(a,a,1));
+ return pfirst(_mm256_min_pd(tmp, _mm256_shuffle_pd(tmp, tmp, 1)));
+}
+
+template<> EIGEN_STRONG_INLINE float predux_max<Packet8f>(const Packet8f& a)
+{
+ Packet8f tmp = _mm256_max_ps(a, _mm256_permute2f128_ps(a,a,1));
+ tmp = _mm256_max_ps(tmp, _mm256_shuffle_ps(tmp,tmp,_MM_SHUFFLE(1,0,3,2)));
+ return pfirst(_mm256_max_ps(tmp, _mm256_shuffle_ps(tmp,tmp,1)));
+}
+
+template<> EIGEN_STRONG_INLINE double predux_max<Packet4d>(const Packet4d& a)
+{
+ Packet4d tmp = _mm256_max_pd(a, _mm256_permute2f128_pd(a,a,1));
+ return pfirst(_mm256_max_pd(tmp, _mm256_shuffle_pd(tmp, tmp, 1)));
+}
+
+
+template<int Offset>
+struct palign_impl<Offset,Packet8f>
+{
+ static EIGEN_STRONG_INLINE void run(Packet8f& first, const Packet8f& second)
+ {
+ if (Offset==1)
+ {
+ first = _mm256_blend_ps(first, second, 1);
+ Packet8f tmp1 = _mm256_permute_ps (first, _MM_SHUFFLE(0,3,2,1));
+ Packet8f tmp2 = _mm256_permute2f128_ps (tmp1, tmp1, 1);
+ first = _mm256_blend_ps(tmp1, tmp2, 0x88);
+ }
+ else if (Offset==2)
+ {
+ first = _mm256_blend_ps(first, second, 3);
+ Packet8f tmp1 = _mm256_permute_ps (first, _MM_SHUFFLE(1,0,3,2));
+ Packet8f tmp2 = _mm256_permute2f128_ps (tmp1, tmp1, 1);
+ first = _mm256_blend_ps(tmp1, tmp2, 0xcc);
+ }
+ else if (Offset==3)
+ {
+ first = _mm256_blend_ps(first, second, 7);
+ Packet8f tmp1 = _mm256_permute_ps (first, _MM_SHUFFLE(2,1,0,3));
+ Packet8f tmp2 = _mm256_permute2f128_ps (tmp1, tmp1, 1);
+ first = _mm256_blend_ps(tmp1, tmp2, 0xee);
+ }
+ else if (Offset==4)
+ {
+ first = _mm256_blend_ps(first, second, 15);
+ Packet8f tmp1 = _mm256_permute_ps (first, _MM_SHUFFLE(3,2,1,0));
+ Packet8f tmp2 = _mm256_permute2f128_ps (tmp1, tmp1, 1);
+ first = _mm256_permute_ps(tmp2, _MM_SHUFFLE(3,2,1,0));
+ }
+ else if (Offset==5)
+ {
+ first = _mm256_blend_ps(first, second, 31);
+ first = _mm256_permute2f128_ps(first, first, 1);
+ Packet8f tmp = _mm256_permute_ps (first, _MM_SHUFFLE(0,3,2,1));
+ first = _mm256_permute2f128_ps(tmp, tmp, 1);
+ first = _mm256_blend_ps(tmp, first, 0x88);
+ }
+ else if (Offset==6)
+ {
+ first = _mm256_blend_ps(first, second, 63);
+ first = _mm256_permute2f128_ps(first, first, 1);
+ Packet8f tmp = _mm256_permute_ps (first, _MM_SHUFFLE(1,0,3,2));
+ first = _mm256_permute2f128_ps(tmp, tmp, 1);
+ first = _mm256_blend_ps(tmp, first, 0xcc);
+ }
+ else if (Offset==7)
+ {
+ first = _mm256_blend_ps(first, second, 127);
+ first = _mm256_permute2f128_ps(first, first, 1);
+ Packet8f tmp = _mm256_permute_ps (first, _MM_SHUFFLE(2,1,0,3));
+ first = _mm256_permute2f128_ps(tmp, tmp, 1);
+ first = _mm256_blend_ps(tmp, first, 0xee);
+ }
+ }
+};
+
+template<int Offset>
+struct palign_impl<Offset,Packet4d>
+{
+ static EIGEN_STRONG_INLINE void run(Packet4d& first, const Packet4d& second)
+ {
+ if (Offset==1)
+ {
+ first = _mm256_blend_pd(first, second, 1);
+ __m256d tmp = _mm256_permute_pd(first, 5);
+ first = _mm256_permute2f128_pd(tmp, tmp, 1);
+ first = _mm256_blend_pd(tmp, first, 0xA);
+ }
+ else if (Offset==2)
+ {
+ first = _mm256_blend_pd(first, second, 3);
+ first = _mm256_permute2f128_pd(first, first, 1);
+ }
+ else if (Offset==3)
+ {
+ first = _mm256_blend_pd(first, second, 7);
+ __m256d tmp = _mm256_permute_pd(first, 5);
+ first = _mm256_permute2f128_pd(tmp, tmp, 1);
+ first = _mm256_blend_pd(tmp, first, 5);
+ }
+ }
+};
+
+EIGEN_DEVICE_FUNC inline void
+ptranspose(PacketBlock<Packet8f,8>& kernel) {
+ __m256 T0 = _mm256_unpacklo_ps(kernel.packet[0], kernel.packet[1]);
+ __m256 T1 = _mm256_unpackhi_ps(kernel.packet[0], kernel.packet[1]);
+ __m256 T2 = _mm256_unpacklo_ps(kernel.packet[2], kernel.packet[3]);
+ __m256 T3 = _mm256_unpackhi_ps(kernel.packet[2], kernel.packet[3]);
+ __m256 T4 = _mm256_unpacklo_ps(kernel.packet[4], kernel.packet[5]);
+ __m256 T5 = _mm256_unpackhi_ps(kernel.packet[4], kernel.packet[5]);
+ __m256 T6 = _mm256_unpacklo_ps(kernel.packet[6], kernel.packet[7]);
+ __m256 T7 = _mm256_unpackhi_ps(kernel.packet[6], kernel.packet[7]);
+ __m256 S0 = _mm256_shuffle_ps(T0,T2,_MM_SHUFFLE(1,0,1,0));
+ __m256 S1 = _mm256_shuffle_ps(T0,T2,_MM_SHUFFLE(3,2,3,2));
+ __m256 S2 = _mm256_shuffle_ps(T1,T3,_MM_SHUFFLE(1,0,1,0));
+ __m256 S3 = _mm256_shuffle_ps(T1,T3,_MM_SHUFFLE(3,2,3,2));
+ __m256 S4 = _mm256_shuffle_ps(T4,T6,_MM_SHUFFLE(1,0,1,0));
+ __m256 S5 = _mm256_shuffle_ps(T4,T6,_MM_SHUFFLE(3,2,3,2));
+ __m256 S6 = _mm256_shuffle_ps(T5,T7,_MM_SHUFFLE(1,0,1,0));
+ __m256 S7 = _mm256_shuffle_ps(T5,T7,_MM_SHUFFLE(3,2,3,2));
+ kernel.packet[0] = _mm256_permute2f128_ps(S0, S4, 0x20);
+ kernel.packet[1] = _mm256_permute2f128_ps(S1, S5, 0x20);
+ kernel.packet[2] = _mm256_permute2f128_ps(S2, S6, 0x20);
+ kernel.packet[3] = _mm256_permute2f128_ps(S3, S7, 0x20);
+ kernel.packet[4] = _mm256_permute2f128_ps(S0, S4, 0x31);
+ kernel.packet[5] = _mm256_permute2f128_ps(S1, S5, 0x31);
+ kernel.packet[6] = _mm256_permute2f128_ps(S2, S6, 0x31);
+ kernel.packet[7] = _mm256_permute2f128_ps(S3, S7, 0x31);
+}
+
+EIGEN_DEVICE_FUNC inline void
+ptranspose(PacketBlock<Packet8f,4>& kernel) {
+ __m256 T0 = _mm256_unpacklo_ps(kernel.packet[0], kernel.packet[1]);
+ __m256 T1 = _mm256_unpackhi_ps(kernel.packet[0], kernel.packet[1]);
+ __m256 T2 = _mm256_unpacklo_ps(kernel.packet[2], kernel.packet[3]);
+ __m256 T3 = _mm256_unpackhi_ps(kernel.packet[2], kernel.packet[3]);
+
+ __m256 S0 = _mm256_shuffle_ps(T0,T2,_MM_SHUFFLE(1,0,1,0));
+ __m256 S1 = _mm256_shuffle_ps(T0,T2,_MM_SHUFFLE(3,2,3,2));
+ __m256 S2 = _mm256_shuffle_ps(T1,T3,_MM_SHUFFLE(1,0,1,0));
+ __m256 S3 = _mm256_shuffle_ps(T1,T3,_MM_SHUFFLE(3,2,3,2));
+
+ kernel.packet[0] = _mm256_permute2f128_ps(S0, S1, 0x20);
+ kernel.packet[1] = _mm256_permute2f128_ps(S2, S3, 0x20);
+ kernel.packet[2] = _mm256_permute2f128_ps(S0, S1, 0x31);
+ kernel.packet[3] = _mm256_permute2f128_ps(S2, S3, 0x31);
+}
+
+EIGEN_DEVICE_FUNC inline void
+ptranspose(PacketBlock<Packet4d,4>& kernel) {
+ __m256d T0 = _mm256_shuffle_pd(kernel.packet[0], kernel.packet[1], 15);
+ __m256d T1 = _mm256_shuffle_pd(kernel.packet[0], kernel.packet[1], 0);
+ __m256d T2 = _mm256_shuffle_pd(kernel.packet[2], kernel.packet[3], 15);
+ __m256d T3 = _mm256_shuffle_pd(kernel.packet[2], kernel.packet[3], 0);
+
+ kernel.packet[1] = _mm256_permute2f128_pd(T0, T2, 32);
+ kernel.packet[3] = _mm256_permute2f128_pd(T0, T2, 49);
+ kernel.packet[0] = _mm256_permute2f128_pd(T1, T3, 32);
+ kernel.packet[2] = _mm256_permute2f128_pd(T1, T3, 49);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8f pblend(const Selector<8>& ifPacket, const Packet8f& thenPacket, const Packet8f& elsePacket) {
+ const __m256 zero = _mm256_setzero_ps();
+ const __m256 select = _mm256_set_ps(ifPacket.select[7], ifPacket.select[6], ifPacket.select[5], ifPacket.select[4], ifPacket.select[3], ifPacket.select[2], ifPacket.select[1], ifPacket.select[0]);
+ __m256 false_mask = _mm256_cmp_ps(select, zero, _CMP_EQ_UQ);
+ return _mm256_blendv_ps(thenPacket, elsePacket, false_mask);
+}
+template<> EIGEN_STRONG_INLINE Packet4d pblend(const Selector<4>& ifPacket, const Packet4d& thenPacket, const Packet4d& elsePacket) {
+ const __m256d zero = _mm256_setzero_pd();
+ const __m256d select = _mm256_set_pd(ifPacket.select[3], ifPacket.select[2], ifPacket.select[1], ifPacket.select[0]);
+ __m256d false_mask = _mm256_cmp_pd(select, zero, _CMP_EQ_UQ);
+ return _mm256_blendv_pd(thenPacket, elsePacket, false_mask);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8f pinsertfirst(const Packet8f& a, float b)
+{
+ return _mm256_blend_ps(a,pset1<Packet8f>(b),1);
+}
+
+template<> EIGEN_STRONG_INLINE Packet4d pinsertfirst(const Packet4d& a, double b)
+{
+ return _mm256_blend_pd(a,pset1<Packet4d>(b),1);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8f pinsertlast(const Packet8f& a, float b)
+{
+ return _mm256_blend_ps(a,pset1<Packet8f>(b),(1<<7));
+}
+
+template<> EIGEN_STRONG_INLINE Packet4d pinsertlast(const Packet4d& a, double b)
+{
+ return _mm256_blend_pd(a,pset1<Packet4d>(b),(1<<3));
+}
+
+} // end namespace internal
+
+} // end namespace Eigen
+
+#endif // EIGEN_PACKET_MATH_AVX_H
diff --git a/eigen/Eigen/src/Core/arch/AVX/TypeCasting.h b/eigen/Eigen/src/Core/arch/AVX/TypeCasting.h
new file mode 100644
index 0000000..83bfdc6
--- /dev/null
+++ b/eigen/Eigen/src/Core/arch/AVX/TypeCasting.h
@@ -0,0 +1,51 @@
+// This file is part of Eigen, a lightweight C++ template library
+// for linear algebra.
+//
+// Copyright (C) 2015 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_TYPE_CASTING_AVX_H
+#define EIGEN_TYPE_CASTING_AVX_H
+
+namespace Eigen {
+
+namespace internal {
+
+// For now we use SSE to handle integers, so we can't use AVX instructions to cast
+// from int to float
+template <>
+struct type_casting_traits<float, int> {
+ enum {
+ VectorizedCast = 0,
+ SrcCoeffRatio = 1,
+ TgtCoeffRatio = 1
+ };
+};
+
+template <>
+struct type_casting_traits<int, float> {
+ enum {
+ VectorizedCast = 0,
+ SrcCoeffRatio = 1,
+ TgtCoeffRatio = 1
+ };
+};
+
+
+
+template<> EIGEN_STRONG_INLINE Packet8i pcast<Packet8f, Packet8i>(const Packet8f& a) {
+ return _mm256_cvtps_epi32(a);
+}
+
+template<> EIGEN_STRONG_INLINE Packet8f pcast<Packet8i, Packet8f>(const Packet8i& a) {
+ return _mm256_cvtepi32_ps(a);
+}
+
+} // end namespace internal
+
+} // end namespace Eigen
+
+#endif // EIGEN_TYPE_CASTING_AVX_H