cart-elc

Source code for CART-ELC
git clone git://git.laack.co/cart-elc.git
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PacketMath.h (102394B)


      1 // This file is part of Eigen, a lightweight C++ template library
      2 // for linear algebra.
      3 //
      4 // Copyright (C) 2008-2016 Konstantinos Margaritis <markos@freevec.org>
      5 //
      6 // This Source Code Form is subject to the terms of the Mozilla
      7 // Public License v. 2.0. If a copy of the MPL was not distributed
      8 // with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
      9 
     10 #ifndef EIGEN_PACKET_MATH_ALTIVEC_H
     11 #define EIGEN_PACKET_MATH_ALTIVEC_H
     12 
     13 namespace Eigen {
     14 
     15 namespace internal {
     16 
     17 #ifndef EIGEN_CACHEFRIENDLY_PRODUCT_THRESHOLD
     18 #define EIGEN_CACHEFRIENDLY_PRODUCT_THRESHOLD 4
     19 #endif
     20 
     21 #ifndef EIGEN_HAS_SINGLE_INSTRUCTION_MADD
     22 #define EIGEN_HAS_SINGLE_INSTRUCTION_MADD
     23 #endif
     24 
     25 // NOTE Altivec has 32 registers, but Eigen only accepts a value of 8 or 16
     26 #ifndef EIGEN_ARCH_DEFAULT_NUMBER_OF_REGISTERS
     27 #define EIGEN_ARCH_DEFAULT_NUMBER_OF_REGISTERS  32
     28 #endif
     29 
     30 typedef __vector float                   Packet4f;
     31 typedef __vector int                     Packet4i;
     32 typedef __vector unsigned int            Packet4ui;
     33 typedef __vector __bool int              Packet4bi;
     34 typedef __vector short int               Packet8s;
     35 typedef __vector unsigned short int      Packet8us;
     36 typedef __vector signed char             Packet16c;
     37 typedef __vector unsigned char           Packet16uc;
     38 typedef eigen_packet_wrapper<__vector unsigned short int,0> Packet8bf;
     39 
     40 // We don't want to write the same code all the time, but we need to reuse the constants
     41 // and it doesn't really work to declare them global, so we define macros instead
     42 #define _EIGEN_DECLARE_CONST_FAST_Packet4f(NAME,X) \
     43   Packet4f p4f_##NAME = {X, X, X, X}
     44 
     45 #define _EIGEN_DECLARE_CONST_FAST_Packet4i(NAME,X) \
     46   Packet4i p4i_##NAME = vec_splat_s32(X)
     47 
     48 #define _EIGEN_DECLARE_CONST_FAST_Packet4ui(NAME,X) \
     49   Packet4ui p4ui_##NAME = {X, X, X, X}
     50 
     51 #define _EIGEN_DECLARE_CONST_FAST_Packet8us(NAME,X) \
     52   Packet8us p8us_##NAME = {X, X, X, X, X, X, X, X}
     53 
     54 #define _EIGEN_DECLARE_CONST_FAST_Packet16uc(NAME,X) \
     55   Packet16uc p16uc_##NAME = {X, X, X, X, X, X, X, X, X, X, X, X, X, X, X, X}
     56 
     57 #define _EIGEN_DECLARE_CONST_Packet4f(NAME,X) \
     58   Packet4f p4f_##NAME = pset1<Packet4f>(X)
     59 
     60 #define _EIGEN_DECLARE_CONST_Packet4i(NAME,X) \
     61   Packet4i p4i_##NAME = pset1<Packet4i>(X)
     62 
     63 #define _EIGEN_DECLARE_CONST_Packet2d(NAME,X) \
     64   Packet2d p2d_##NAME = pset1<Packet2d>(X)
     65 
     66 #define _EIGEN_DECLARE_CONST_Packet2l(NAME,X) \
     67   Packet2l p2l_##NAME = pset1<Packet2l>(X)
     68 
     69 #define _EIGEN_DECLARE_CONST_Packet4f_FROM_INT(NAME,X) \
     70   const Packet4f p4f_##NAME = reinterpret_cast<Packet4f>(pset1<Packet4i>(X))
     71 
     72 #define DST_CHAN 1
     73 #define DST_CTRL(size, count, stride) (((size) << 24) | ((count) << 16) | (stride))
     74 #define __UNPACK_TYPE__(PACKETNAME) typename unpacket_traits<PACKETNAME>::type 
     75 
     76 // These constants are endian-agnostic
     77 static _EIGEN_DECLARE_CONST_FAST_Packet4f(ZERO, 0); //{ 0.0, 0.0, 0.0, 0.0}
     78 static _EIGEN_DECLARE_CONST_FAST_Packet4i(ZERO, 0); //{ 0, 0, 0, 0,}
     79 static _EIGEN_DECLARE_CONST_FAST_Packet4i(ONE,1); //{ 1, 1, 1, 1}
     80 static _EIGEN_DECLARE_CONST_FAST_Packet4i(MINUS16,-16); //{ -16, -16, -16, -16}
     81 static _EIGEN_DECLARE_CONST_FAST_Packet4i(MINUS1,-1); //{ -1, -1, -1, -1}
     82 static _EIGEN_DECLARE_CONST_FAST_Packet4ui(SIGN, 0x80000000u);
     83 static _EIGEN_DECLARE_CONST_FAST_Packet4ui(PREV0DOT5, 0x3EFFFFFFu);
     84 static _EIGEN_DECLARE_CONST_FAST_Packet8us(ONE,1); //{ 1, 1, 1, 1, 1, 1, 1, 1}
     85 static _EIGEN_DECLARE_CONST_FAST_Packet16uc(ONE,1);
     86 static Packet4f p4f_MZERO = (Packet4f) vec_sl((Packet4ui)p4i_MINUS1, (Packet4ui)p4i_MINUS1); //{ 0x80000000, 0x80000000, 0x80000000, 0x80000000}
     87 #ifndef __VSX__
     88 static Packet4f p4f_ONE = vec_ctf(p4i_ONE, 0); //{ 1.0, 1.0, 1.0, 1.0}
     89 #endif
     90 
     91 static Packet4f  p4f_COUNTDOWN  = { 0.0, 1.0, 2.0, 3.0 };
     92 static Packet4i  p4i_COUNTDOWN  = { 0, 1, 2, 3 };
     93 static Packet8s  p8s_COUNTDOWN  = { 0, 1, 2, 3, 4, 5, 6, 7 };
     94 static Packet8us p8us_COUNTDOWN = { 0, 1, 2, 3, 4, 5, 6, 7 };
     95 
     96 static Packet16c  p16c_COUNTDOWN = { 0, 1, 2, 3, 4, 5, 6, 7,
     97                                     8, 9, 10, 11, 12, 13, 14, 15};
     98 static Packet16uc p16uc_COUNTDOWN = { 0, 1, 2, 3, 4, 5, 6, 7, 
     99                                     8, 9, 10, 11, 12, 13, 14, 15};
    100 
    101 static Packet16uc p16uc_REVERSE32 = { 12,13,14,15, 8,9,10,11, 4,5,6,7, 0,1,2,3 };
    102 static Packet16uc p16uc_REVERSE16 = { 14,15, 12,13, 10,11, 8,9, 6,7, 4,5, 2,3, 0,1 };
    103 static Packet16uc p16uc_REVERSE8 = { 15,14,13,12,11,10,9,8,7,6,5,4,3,2,1,0 };
    104 
    105 static Packet16uc p16uc_DUPLICATE32_HI = { 0,1,2,3, 0,1,2,3, 4,5,6,7, 4,5,6,7 };
    106 static Packet16uc p16uc_DUPLICATE16_HI = { 0,1,0,1, 2,3,2,3, 4,5,4,5, 6,7,6,7 };
    107 static Packet16uc p16uc_DUPLICATE8_HI = { 0,0, 1,1, 2,2, 3,3, 4,4, 5,5, 6,6, 7,7 };
    108 static const Packet16uc p16uc_DUPLICATE16_EVEN= { 0,1 ,0,1, 4,5, 4,5, 8,9, 8,9, 12,13, 12,13 };
    109 static const Packet16uc p16uc_DUPLICATE16_ODD = { 2,3 ,2,3, 6,7, 6,7, 10,11, 10,11, 14,15, 14,15 };
    110 
    111 static Packet16uc p16uc_QUADRUPLICATE16_HI = { 0,1,0,1,0,1,0,1, 2,3,2,3,2,3,2,3 };
    112 
    113 // Handle endianness properly while loading constants
    114 // Define global static constants:
    115 #ifdef _BIG_ENDIAN
    116 static Packet16uc p16uc_FORWARD = vec_lvsl(0, (float*)0);
    117 #ifdef __VSX__
    118 static Packet16uc p16uc_REVERSE64 = { 8,9,10,11, 12,13,14,15, 0,1,2,3, 4,5,6,7 };
    119 #endif
    120 static Packet16uc p16uc_PSET32_WODD   = vec_sld((Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 0), (Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 2), 8);//{ 0,1,2,3, 0,1,2,3, 8,9,10,11, 8,9,10,11 };
    121 static Packet16uc p16uc_PSET32_WEVEN  = vec_sld(p16uc_DUPLICATE32_HI, (Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 3), 8);//{ 4,5,6,7, 4,5,6,7, 12,13,14,15, 12,13,14,15 };
    122 static Packet16uc p16uc_HALF64_0_16 = vec_sld((Packet16uc)p4i_ZERO, vec_splat((Packet16uc) vec_abs(p4i_MINUS16), 3), 8);      //{ 0,0,0,0, 0,0,0,0, 16,16,16,16, 16,16,16,16};
    123 #else
    124 static Packet16uc p16uc_FORWARD = p16uc_REVERSE32;
    125 static Packet16uc p16uc_REVERSE64 = { 8,9,10,11, 12,13,14,15, 0,1,2,3, 4,5,6,7 };
    126 static Packet16uc p16uc_PSET32_WODD = vec_sld((Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 1), (Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 3), 8);//{ 0,1,2,3, 0,1,2,3, 8,9,10,11, 8,9,10,11 };
    127 static Packet16uc p16uc_PSET32_WEVEN = vec_sld((Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 0), (Packet16uc) vec_splat((Packet4ui)p16uc_FORWARD, 2), 8);//{ 4,5,6,7, 4,5,6,7, 12,13,14,15, 12,13,14,15 };
    128 static Packet16uc p16uc_HALF64_0_16 = vec_sld(vec_splat((Packet16uc) vec_abs(p4i_MINUS16), 0), (Packet16uc)p4i_ZERO, 8);      //{ 0,0,0,0, 0,0,0,0, 16,16,16,16, 16,16,16,16};
    129 #endif // _BIG_ENDIAN
    130 
    131 static Packet16uc p16uc_PSET64_HI = (Packet16uc) vec_mergeh((Packet4ui)p16uc_PSET32_WODD, (Packet4ui)p16uc_PSET32_WEVEN);     //{ 0,1,2,3, 4,5,6,7, 0,1,2,3, 4,5,6,7 };
    132 static Packet16uc p16uc_PSET64_LO = (Packet16uc) vec_mergel((Packet4ui)p16uc_PSET32_WODD, (Packet4ui)p16uc_PSET32_WEVEN);     //{ 8,9,10,11, 12,13,14,15, 8,9,10,11, 12,13,14,15 };
    133 static Packet16uc p16uc_TRANSPOSE64_HI = p16uc_PSET64_HI + p16uc_HALF64_0_16;                                         //{ 0,1,2,3, 4,5,6,7, 16,17,18,19, 20,21,22,23};
    134 static Packet16uc p16uc_TRANSPOSE64_LO = p16uc_PSET64_LO + p16uc_HALF64_0_16;                                         //{ 8,9,10,11, 12,13,14,15, 24,25,26,27, 28,29,30,31};
    135 
    136 static Packet16uc p16uc_COMPLEX32_REV = vec_sld(p16uc_REVERSE32, p16uc_REVERSE32, 8);                                         //{ 4,5,6,7, 0,1,2,3, 12,13,14,15, 8,9,10,11 };
    137 
    138 #ifdef _BIG_ENDIAN
    139 static Packet16uc p16uc_COMPLEX32_REV2 = vec_sld(p16uc_FORWARD, p16uc_FORWARD, 8);                                            //{ 8,9,10,11, 12,13,14,15, 0,1,2,3, 4,5,6,7 };
    140 #else
    141 static Packet16uc p16uc_COMPLEX32_REV2 = vec_sld(p16uc_PSET64_HI, p16uc_PSET64_LO, 8);                                            //{ 8,9,10,11, 12,13,14,15, 0,1,2,3, 4,5,6,7 };
    142 #endif // _BIG_ENDIAN
    143 
    144 #if EIGEN_HAS_BUILTIN(__builtin_prefetch) || EIGEN_COMP_GNUC
    145   #define EIGEN_PPC_PREFETCH(ADDR) __builtin_prefetch(ADDR);
    146 #else
    147   #define EIGEN_PPC_PREFETCH(ADDR) asm( "   dcbt [%[addr]]\n" :: [addr] "r" (ADDR) : "cc" );
    148 #endif
    149 
    150 template <>
    151 struct packet_traits<float> : default_packet_traits {
    152   typedef Packet4f type;
    153   typedef Packet4f half;
    154   enum {
    155     Vectorizable = 1,
    156     AlignedOnScalar = 1,
    157     size = 4,
    158     HasHalfPacket = 1,
    159 
    160     HasAdd = 1,
    161     HasSub = 1,
    162     HasMul = 1,
    163     HasDiv = 1,
    164     HasMin = 1,
    165     HasMax = 1,
    166     HasAbs = 1,
    167     HasSin = EIGEN_FAST_MATH,
    168     HasCos = EIGEN_FAST_MATH,
    169     HasLog = 1,
    170     HasExp = 1,
    171 #ifdef __VSX__
    172     HasSqrt = 1,
    173 #if !EIGEN_COMP_CLANG
    174     HasRsqrt = 1,
    175 #else
    176     HasRsqrt = 0,
    177 #endif
    178 #else
    179     HasSqrt = 0,
    180     HasRsqrt = 0,
    181     HasTanh = EIGEN_FAST_MATH,
    182     HasErf = EIGEN_FAST_MATH,
    183 #endif
    184     HasRound = 1,
    185     HasFloor = 1,
    186     HasCeil = 1,
    187     HasRint = 1,
    188     HasNegate = 1,
    189     HasBlend = 1
    190   };
    191 };
    192 template <>
    193 struct packet_traits<bfloat16> : default_packet_traits {
    194   typedef Packet8bf type;
    195   typedef Packet8bf half;
    196   enum {
    197     Vectorizable = 1,
    198     AlignedOnScalar = 1,
    199     size = 8,
    200     HasHalfPacket = 0,
    201 
    202     HasAdd = 1,
    203     HasSub = 1,
    204     HasMul = 1,
    205     HasDiv = 1,
    206     HasMin = 1,
    207     HasMax = 1,
    208     HasAbs = 1,
    209     HasSin = EIGEN_FAST_MATH,
    210     HasCos = EIGEN_FAST_MATH,
    211     HasLog = 1,
    212     HasExp = 1,
    213 #ifdef __VSX__
    214     HasSqrt = 1,
    215 #if !EIGEN_COMP_CLANG
    216     HasRsqrt = 1,
    217 #else
    218     HasRsqrt = 0,
    219 #endif
    220 #else
    221     HasSqrt = 0,
    222     HasRsqrt = 0,
    223     HasTanh = EIGEN_FAST_MATH,
    224     HasErf = EIGEN_FAST_MATH,
    225 #endif
    226     HasRound = 1,
    227     HasFloor = 1,
    228     HasCeil = 1,
    229     HasRint = 1,
    230     HasNegate = 1,
    231     HasBlend = 1
    232   };
    233 };
    234 
    235 template <>
    236 struct packet_traits<int> : default_packet_traits {
    237   typedef Packet4i type;
    238   typedef Packet4i half;
    239   enum {
    240     Vectorizable = 1,
    241     AlignedOnScalar = 1,
    242     size = 4,
    243     HasHalfPacket = 0,
    244 
    245     HasAdd   = 1,
    246     HasSub   = 1,
    247     HasShift = 1,
    248     HasMul   = 1,
    249     HasDiv   = 0,
    250     HasBlend = 1
    251   };
    252 };
    253 
    254 template <>
    255 struct packet_traits<short int> : default_packet_traits {
    256   typedef Packet8s type;
    257   typedef Packet8s half;
    258   enum {
    259     Vectorizable = 1,
    260     AlignedOnScalar = 1,
    261     size = 8,
    262     HasHalfPacket = 0,
    263 
    264     HasAdd  = 1,
    265     HasSub  = 1,
    266     HasMul  = 1,
    267     HasDiv  = 0,
    268     HasBlend = 1
    269   };
    270 };
    271 
    272 template <>
    273 struct packet_traits<unsigned short int> : default_packet_traits {
    274   typedef Packet8us type;
    275   typedef Packet8us half;
    276   enum {
    277     Vectorizable = 1,
    278     AlignedOnScalar = 1,
    279     size = 8,
    280     HasHalfPacket = 0,
    281 
    282     HasAdd  = 1,
    283     HasSub  = 1,
    284     HasMul  = 1,
    285     HasDiv  = 0,
    286     HasBlend = 1
    287   };
    288 };
    289 
    290 template <>
    291 struct packet_traits<signed char> : default_packet_traits {
    292   typedef Packet16c type;
    293   typedef Packet16c half;
    294   enum {
    295     Vectorizable = 1,
    296     AlignedOnScalar = 1,
    297     size = 16,
    298     HasHalfPacket = 0,
    299 
    300     HasAdd  = 1,
    301     HasSub  = 1,
    302     HasMul  = 1,
    303     HasDiv  = 0,
    304     HasBlend = 1
    305   };
    306 };
    307 
    308 template <>
    309 struct packet_traits<unsigned char> : default_packet_traits {
    310   typedef Packet16uc type;
    311   typedef Packet16uc half;
    312   enum {
    313     Vectorizable = 1,
    314     AlignedOnScalar = 1,
    315     size = 16,
    316     HasHalfPacket = 0,
    317 
    318     HasAdd  = 1,
    319     HasSub  = 1,
    320     HasMul  = 1,
    321     HasDiv  = 0,
    322     HasBlend = 1
    323   };
    324 };
    325 
    326 template<> struct unpacket_traits<Packet4f>
    327 {
    328   typedef float     type;
    329   typedef Packet4f  half;
    330   typedef Packet4i  integer_packet;
    331   enum {size=4, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    332 };
    333 template<> struct unpacket_traits<Packet4i>
    334 {
    335   typedef int       type;
    336   typedef Packet4i  half;
    337   enum {size=4, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    338 };
    339 template<> struct unpacket_traits<Packet8s>
    340 {
    341   typedef short int type;
    342   typedef Packet8s  half;
    343   enum {size=8, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    344 };
    345 template<> struct unpacket_traits<Packet8us>
    346 {
    347   typedef unsigned short int type;
    348   typedef Packet8us          half;
    349   enum {size=8, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    350 };
    351 
    352 template<> struct unpacket_traits<Packet16c>
    353 {
    354   typedef signed char type;
    355   typedef Packet16c  half;
    356   enum {size=16, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    357 };
    358 template<> struct unpacket_traits<Packet16uc>
    359 {
    360   typedef unsigned char type;
    361   typedef Packet16uc  half;
    362   enum {size=16, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    363 };
    364 
    365 template<> struct unpacket_traits<Packet8bf>
    366 {
    367   typedef bfloat16 type;
    368   typedef Packet8bf          half;
    369   enum {size=8, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false};
    370 };
    371 inline std::ostream & operator <<(std::ostream & s, const Packet16c & v)
    372 {
    373   union {
    374     Packet16c   v;
    375     signed char n[16];
    376   } vt;
    377   vt.v = v;
    378   for (int i=0; i< 16; i++)
    379     s << vt.n[i] << ", ";
    380   return s;
    381 }
    382 
    383 inline std::ostream & operator <<(std::ostream & s, const Packet16uc & v)
    384 {
    385   union {
    386     Packet16uc   v;
    387     unsigned char n[16];
    388   } vt;
    389   vt.v = v;
    390   for (int i=0; i< 16; i++)
    391     s << vt.n[i] << ", ";
    392   return s;
    393 }
    394 
    395 inline std::ostream & operator <<(std::ostream & s, const Packet4f & v)
    396 {
    397   union {
    398     Packet4f   v;
    399     float n[4];
    400   } vt;
    401   vt.v = v;
    402   s << vt.n[0] << ", " << vt.n[1] << ", " << vt.n[2] << ", " << vt.n[3];
    403   return s;
    404 }
    405 
    406 inline std::ostream & operator <<(std::ostream & s, const Packet4i & v)
    407 {
    408   union {
    409     Packet4i   v;
    410     int n[4];
    411   } vt;
    412   vt.v = v;
    413   s << vt.n[0] << ", " << vt.n[1] << ", " << vt.n[2] << ", " << vt.n[3];
    414   return s;
    415 }
    416 
    417 inline std::ostream & operator <<(std::ostream & s, const Packet4ui & v)
    418 {
    419   union {
    420     Packet4ui   v;
    421     unsigned int n[4];
    422   } vt;
    423   vt.v = v;
    424   s << vt.n[0] << ", " << vt.n[1] << ", " << vt.n[2] << ", " << vt.n[3];
    425   return s;
    426 }
    427 
    428 template <typename Packet>
    429 EIGEN_STRONG_INLINE Packet pload_common(const __UNPACK_TYPE__(Packet)* from)
    430 {
    431   // some versions of GCC throw "unused-but-set-parameter".
    432   // ignoring these warnings for now.
    433   EIGEN_UNUSED_VARIABLE(from);
    434   EIGEN_DEBUG_ALIGNED_LOAD
    435 #ifdef __VSX__
    436   return vec_xl(0, const_cast<__UNPACK_TYPE__(Packet)*>(from));
    437 #else
    438   return vec_ld(0, from);
    439 #endif
    440 }
    441 
    442 // Need to define them first or we get specialization after instantiation errors
    443 template<> EIGEN_STRONG_INLINE Packet4f pload<Packet4f>(const float* from)
    444 {
    445   return pload_common<Packet4f>(from);
    446 }
    447 
    448 template<> EIGEN_STRONG_INLINE Packet4i pload<Packet4i>(const int*     from)
    449 {
    450   return pload_common<Packet4i>(from);
    451 }
    452 
    453 template<> EIGEN_STRONG_INLINE Packet8s pload<Packet8s>(const short int* from)
    454 {
    455   return pload_common<Packet8s>(from);
    456 }
    457 
    458 template<> EIGEN_STRONG_INLINE Packet8us pload<Packet8us>(const unsigned short int* from)
    459 {
    460   return pload_common<Packet8us>(from);
    461 }
    462 
    463 template<> EIGEN_STRONG_INLINE Packet16c pload<Packet16c>(const signed char*     from)
    464 {
    465   return pload_common<Packet16c>(from);
    466 }
    467 
    468 template<> EIGEN_STRONG_INLINE Packet16uc pload<Packet16uc>(const unsigned char*     from)
    469 {
    470   return pload_common<Packet16uc>(from);
    471 }
    472 
    473 template<> EIGEN_STRONG_INLINE Packet8bf pload<Packet8bf>(const bfloat16*     from)
    474 {
    475   return pload_common<Packet8us>(reinterpret_cast<const unsigned short int*>(from));
    476 }
    477 
    478 template <typename Packet>
    479 EIGEN_STRONG_INLINE void pstore_common(__UNPACK_TYPE__(Packet)* to, const Packet& from){
    480   // some versions of GCC throw "unused-but-set-parameter" (float *to).
    481   // ignoring these warnings for now.
    482   EIGEN_UNUSED_VARIABLE(to);
    483   EIGEN_DEBUG_ALIGNED_STORE
    484 #ifdef __VSX__
    485   vec_xst(from, 0, to);
    486 #else
    487   vec_st(from, 0, to);
    488 #endif
    489 }
    490 
    491 template<> EIGEN_STRONG_INLINE void pstore<float>(float*   to, const Packet4f& from)
    492 {
    493   pstore_common<Packet4f>(to, from);
    494 }
    495 
    496 template<> EIGEN_STRONG_INLINE void pstore<int>(int*       to, const Packet4i& from)
    497 {
    498   pstore_common<Packet4i>(to, from);
    499 }
    500 
    501 template<> EIGEN_STRONG_INLINE void pstore<short int>(short int*       to, const Packet8s& from)
    502 {
    503   pstore_common<Packet8s>(to, from);
    504 }
    505 
    506 template<> EIGEN_STRONG_INLINE void pstore<unsigned short int>(unsigned short int*       to, const Packet8us& from)
    507 {
    508   pstore_common<Packet8us>(to, from);
    509 }
    510 
    511 template<> EIGEN_STRONG_INLINE void pstore<bfloat16>(bfloat16*       to, const Packet8bf& from)
    512 {
    513   pstore_common<Packet8us>(reinterpret_cast<unsigned short int*>(to), from);
    514 }
    515 
    516 template<> EIGEN_STRONG_INLINE void pstore<signed char>(signed char*       to, const Packet16c& from)
    517 {
    518   pstore_common<Packet16c>(to, from);
    519 }
    520 
    521 template<> EIGEN_STRONG_INLINE void pstore<unsigned char>(unsigned char*       to, const Packet16uc& from)
    522 {
    523   pstore_common<Packet16uc>(to, from);
    524 }
    525 
    526 template<typename Packet>
    527 EIGEN_STRONG_INLINE Packet pset1_size4(const __UNPACK_TYPE__(Packet)& from)
    528 {
    529   Packet v = {from, from, from, from};
    530   return v;
    531 }
    532 
    533 template<typename Packet>
    534 EIGEN_STRONG_INLINE Packet pset1_size8(const __UNPACK_TYPE__(Packet)& from)
    535 {
    536   Packet v = {from, from, from, from, from, from, from, from};
    537   return v;
    538 }
    539 
    540 template<typename Packet>
    541 EIGEN_STRONG_INLINE Packet pset1_size16(const __UNPACK_TYPE__(Packet)& from)
    542 {
    543   Packet v = {from, from, from, from, from, from, from, from, from, from, from, from, from, from, from, from};
    544   return v;
    545 }
    546 
    547 template<> EIGEN_STRONG_INLINE Packet4f pset1<Packet4f>(const float&  from) {
    548   return pset1_size4<Packet4f>(from);
    549 }
    550 
    551 template<> EIGEN_STRONG_INLINE Packet4i pset1<Packet4i>(const int&    from)   {
    552   return pset1_size4<Packet4i>(from);
    553 }
    554 
    555 template<> EIGEN_STRONG_INLINE Packet8s pset1<Packet8s>(const short int&    from)   {
    556   return pset1_size8<Packet8s>(from);
    557 }
    558 
    559 template<> EIGEN_STRONG_INLINE Packet8us pset1<Packet8us>(const unsigned short int&    from)   {
    560   return pset1_size8<Packet8us>(from);
    561 }
    562 
    563 template<> EIGEN_STRONG_INLINE Packet16c pset1<Packet16c>(const signed char&    from)   {
    564   return pset1_size16<Packet16c>(from);
    565 }
    566 
    567 template<> EIGEN_STRONG_INLINE Packet16uc pset1<Packet16uc>(const unsigned char&    from)   {
    568   return pset1_size16<Packet16uc>(from);
    569 }
    570 
    571 template<> EIGEN_STRONG_INLINE Packet4f pset1frombits<Packet4f>(unsigned int from) {
    572   return reinterpret_cast<Packet4f>(pset1<Packet4i>(from));
    573 }
    574 
    575 template<> EIGEN_STRONG_INLINE Packet8bf pset1<Packet8bf>(const bfloat16&    from)   {
    576   return pset1_size8<Packet8us>(reinterpret_cast<const unsigned short int&>(from));
    577 }
    578 
    579 template<typename Packet> EIGEN_STRONG_INLINE void
    580 pbroadcast4_common(const __UNPACK_TYPE__(Packet) *a,
    581                       Packet& a0, Packet& a1, Packet& a2, Packet& a3)
    582 {
    583   a3 = pload<Packet>(a);
    584   a0 = vec_splat(a3, 0);
    585   a1 = vec_splat(a3, 1);
    586   a2 = vec_splat(a3, 2);
    587   a3 = vec_splat(a3, 3);
    588 }
    589 
    590 template<> EIGEN_STRONG_INLINE void
    591 pbroadcast4<Packet4f>(const float *a,
    592                       Packet4f& a0, Packet4f& a1, Packet4f& a2, Packet4f& a3)
    593 {
    594   pbroadcast4_common<Packet4f>(a, a0, a1, a2, a3);
    595 }
    596 template<> EIGEN_STRONG_INLINE void
    597 pbroadcast4<Packet4i>(const int *a,
    598                       Packet4i& a0, Packet4i& a1, Packet4i& a2, Packet4i& a3)
    599 {
    600   pbroadcast4_common<Packet4i>(a, a0, a1, a2, a3);
    601 }
    602 
    603 template<typename Packet> EIGEN_DEVICE_FUNC inline Packet pgather_common(const __UNPACK_TYPE__(Packet)* from, Index stride)
    604 {
    605   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) a[4];
    606   a[0] = from[0*stride];
    607   a[1] = from[1*stride];
    608   a[2] = from[2*stride];
    609   a[3] = from[3*stride];
    610   return pload<Packet>(a);
    611 }
    612 
    613 template<> EIGEN_DEVICE_FUNC inline Packet4f pgather<float, Packet4f>(const float* from, Index stride)
    614 {
    615   return pgather_common<Packet4f>(from, stride);
    616 }
    617 
    618 template<> EIGEN_DEVICE_FUNC inline Packet4i pgather<int, Packet4i>(const int* from, Index stride)
    619 {
    620   return pgather_common<Packet4i>(from, stride);
    621 }
    622 
    623 template<typename Packet> EIGEN_DEVICE_FUNC inline Packet pgather_size8(const __UNPACK_TYPE__(Packet)* from, Index stride)
    624 {
    625   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) a[8];
    626   a[0] = from[0*stride];
    627   a[1] = from[1*stride];
    628   a[2] = from[2*stride];
    629   a[3] = from[3*stride];
    630   a[4] = from[4*stride];
    631   a[5] = from[5*stride];
    632   a[6] = from[6*stride];
    633   a[7] = from[7*stride];
    634   return pload<Packet>(a);
    635 }
    636 
    637 template<> EIGEN_DEVICE_FUNC inline Packet8s pgather<short int, Packet8s>(const short int* from, Index stride)
    638 {
    639   return pgather_size8<Packet8s>(from, stride);
    640 }
    641 
    642 template<> EIGEN_DEVICE_FUNC inline Packet8us pgather<unsigned short int, Packet8us>(const unsigned short int* from, Index stride)
    643 {
    644   return pgather_size8<Packet8us>(from, stride);
    645 }
    646 
    647 template<> EIGEN_DEVICE_FUNC inline Packet8bf pgather<bfloat16, Packet8bf>(const bfloat16* from, Index stride)
    648 {
    649   return pgather_size8<Packet8bf>(from, stride);
    650 }
    651 
    652 template<typename Packet> EIGEN_DEVICE_FUNC inline Packet pgather_size16(const __UNPACK_TYPE__(Packet)* from, Index stride)
    653 {
    654   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) a[16];
    655   a[0] = from[0*stride];
    656   a[1] = from[1*stride];
    657   a[2] = from[2*stride];
    658   a[3] = from[3*stride];
    659   a[4] = from[4*stride];
    660   a[5] = from[5*stride];
    661   a[6] = from[6*stride];
    662   a[7] = from[7*stride];
    663   a[8] = from[8*stride];
    664   a[9] = from[9*stride];
    665   a[10] = from[10*stride];
    666   a[11] = from[11*stride];
    667   a[12] = from[12*stride];
    668   a[13] = from[13*stride];
    669   a[14] = from[14*stride];
    670   a[15] = from[15*stride];
    671   return pload<Packet>(a);
    672 }
    673 
    674 
    675 template<> EIGEN_DEVICE_FUNC inline Packet16c pgather<signed char, Packet16c>(const signed char* from, Index stride)
    676 {
    677   return pgather_size16<Packet16c>(from, stride);
    678 }
    679 
    680 template<> EIGEN_DEVICE_FUNC inline Packet16uc pgather<unsigned char, Packet16uc>(const unsigned char* from, Index stride)
    681 {
    682   return pgather_size16<Packet16uc>(from, stride);
    683 }
    684 
    685 template<typename Packet> EIGEN_DEVICE_FUNC inline void pscatter_size4(__UNPACK_TYPE__(Packet)* to, const Packet& from, Index stride)
    686 {
    687   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) a[4];
    688   pstore<__UNPACK_TYPE__(Packet)>(a, from);
    689   to[0*stride] = a[0];
    690   to[1*stride] = a[1];
    691   to[2*stride] = a[2];
    692   to[3*stride] = a[3];
    693 }
    694 
    695 template<> EIGEN_DEVICE_FUNC inline void pscatter<float, Packet4f>(float* to, const Packet4f& from, Index stride)
    696 {
    697   pscatter_size4<Packet4f>(to, from, stride);
    698 }
    699 
    700 template<> EIGEN_DEVICE_FUNC inline void pscatter<int, Packet4i>(int* to, const Packet4i& from, Index stride)
    701 {
    702   pscatter_size4<Packet4i>(to, from, stride);
    703 }
    704 
    705 template<typename Packet> EIGEN_DEVICE_FUNC inline void pscatter_size8(__UNPACK_TYPE__(Packet)* to, const Packet& from, Index stride)
    706 {
    707   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) a[8];
    708   pstore<__UNPACK_TYPE__(Packet)>(a, from);
    709   to[0*stride] = a[0];
    710   to[1*stride] = a[1];
    711   to[2*stride] = a[2];
    712   to[3*stride] = a[3];
    713   to[4*stride] = a[4];
    714   to[5*stride] = a[5];
    715   to[6*stride] = a[6];
    716   to[7*stride] = a[7];
    717 }
    718 
    719 
    720 template<> EIGEN_DEVICE_FUNC inline void pscatter<short int, Packet8s>(short int* to, const Packet8s& from, Index stride)
    721 {
    722   pscatter_size8<Packet8s>(to, from, stride);
    723 }
    724 
    725 template<> EIGEN_DEVICE_FUNC inline void pscatter<unsigned short int, Packet8us>(unsigned short int* to, const Packet8us& from, Index stride)
    726 {
    727   pscatter_size8<Packet8us>(to, from, stride);
    728 }
    729 
    730 template<> EIGEN_DEVICE_FUNC inline void pscatter<bfloat16, Packet8bf>(bfloat16* to, const Packet8bf& from, Index stride)
    731 {
    732   pscatter_size8<Packet8bf>(to, from, stride);
    733 }
    734 
    735 template<typename Packet> EIGEN_DEVICE_FUNC inline void pscatter_size16(__UNPACK_TYPE__(Packet)* to, const Packet& from, Index stride)
    736 {
    737   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) a[16];
    738   pstore<__UNPACK_TYPE__(Packet)>(a, from);
    739   to[0*stride] = a[0];
    740   to[1*stride] = a[1];
    741   to[2*stride] = a[2];
    742   to[3*stride] = a[3];
    743   to[4*stride] = a[4];
    744   to[5*stride] = a[5];
    745   to[6*stride] = a[6];
    746   to[7*stride] = a[7];
    747   to[8*stride] = a[8];
    748   to[9*stride] = a[9];
    749   to[10*stride] = a[10];
    750   to[11*stride] = a[11];
    751   to[12*stride] = a[12];
    752   to[13*stride] = a[13];
    753   to[14*stride] = a[14];
    754   to[15*stride] = a[15];
    755 }
    756 
    757 template<> EIGEN_DEVICE_FUNC inline void pscatter<signed char, Packet16c>(signed char* to, const Packet16c& from, Index stride)
    758 {
    759   pscatter_size16<Packet16c>(to, from, stride);
    760 }
    761 
    762 template<> EIGEN_DEVICE_FUNC inline void pscatter<unsigned char, Packet16uc>(unsigned char* to, const Packet16uc& from, Index stride)
    763 {
    764   pscatter_size16<Packet16uc>(to, from, stride);
    765 }
    766 
    767 template<> EIGEN_STRONG_INLINE Packet4f   plset<Packet4f>(const float&     a) { return pset1<Packet4f>(a) + p4f_COUNTDOWN;  }
    768 template<> EIGEN_STRONG_INLINE Packet4i   plset<Packet4i>(const int&       a) { return pset1<Packet4i>(a) + p4i_COUNTDOWN;  }
    769 template<> EIGEN_STRONG_INLINE Packet8s   plset<Packet8s>(const short int& a) { return pset1<Packet8s>(a) + p8s_COUNTDOWN; }
    770 template<> EIGEN_STRONG_INLINE Packet8us  plset<Packet8us>(const unsigned short int& a) { return pset1<Packet8us>(a) + p8us_COUNTDOWN; }
    771 template<> EIGEN_STRONG_INLINE Packet16c  plset<Packet16c>(const signed char& a)   { return pset1<Packet16c>(a) + p16c_COUNTDOWN; }
    772 template<> EIGEN_STRONG_INLINE Packet16uc plset<Packet16uc>(const unsigned char& a)   { return pset1<Packet16uc>(a) + p16uc_COUNTDOWN; }
    773 
    774 template<> EIGEN_STRONG_INLINE Packet4f   padd<Packet4f>  (const Packet4f&   a, const Packet4f&   b) { return a + b; }
    775 template<> EIGEN_STRONG_INLINE Packet4i   padd<Packet4i>  (const Packet4i&   a, const Packet4i&   b) { return a + b; }
    776 template<> EIGEN_STRONG_INLINE Packet4ui   padd<Packet4ui>  (const Packet4ui&   a, const Packet4ui&   b) { return a + b; }
    777 template<> EIGEN_STRONG_INLINE Packet8s   padd<Packet8s>  (const Packet8s&   a, const Packet8s&   b) { return a + b; }
    778 template<> EIGEN_STRONG_INLINE Packet8us  padd<Packet8us> (const Packet8us&  a, const Packet8us&  b) { return a + b; }
    779 template<> EIGEN_STRONG_INLINE Packet16c  padd<Packet16c> (const Packet16c&  a, const Packet16c&  b) { return a + b; }
    780 template<> EIGEN_STRONG_INLINE Packet16uc padd<Packet16uc>(const Packet16uc& a, const Packet16uc& b) { return a + b; }
    781 
    782 template<> EIGEN_STRONG_INLINE Packet4f   psub<Packet4f>  (const Packet4f&   a, const Packet4f&   b) { return a - b; }
    783 template<> EIGEN_STRONG_INLINE Packet4i   psub<Packet4i>  (const Packet4i&   a, const Packet4i&   b) { return a - b; }
    784 template<> EIGEN_STRONG_INLINE Packet8s   psub<Packet8s>  (const Packet8s&   a, const Packet8s&   b) { return a - b; }
    785 template<> EIGEN_STRONG_INLINE Packet8us  psub<Packet8us> (const Packet8us&  a, const Packet8us&  b) { return a - b; }
    786 template<> EIGEN_STRONG_INLINE Packet16c  psub<Packet16c> (const Packet16c&  a, const Packet16c&  b) { return a - b; }
    787 template<> EIGEN_STRONG_INLINE Packet16uc psub<Packet16uc>(const Packet16uc& a, const Packet16uc& b) { return a - b; }
    788 
    789 template<> EIGEN_STRONG_INLINE Packet4f pnegate(const Packet4f& a) { return p4f_ZERO - a; }
    790 template<> EIGEN_STRONG_INLINE Packet4i pnegate(const Packet4i& a) { return p4i_ZERO - a; }
    791 
    792 template<> EIGEN_STRONG_INLINE Packet4f pconj(const Packet4f& a) { return a; }
    793 template<> EIGEN_STRONG_INLINE Packet4i pconj(const Packet4i& a) { return a; }
    794 
    795 template<> EIGEN_STRONG_INLINE Packet4f   pmul<Packet4f>  (const Packet4f&   a, const Packet4f&   b) { return vec_madd(a,b, p4f_MZERO); }
    796 template<> EIGEN_STRONG_INLINE Packet4i   pmul<Packet4i>  (const Packet4i&   a, const Packet4i&   b) { return a * b; }
    797 template<> EIGEN_STRONG_INLINE Packet8s   pmul<Packet8s>  (const Packet8s&   a, const Packet8s&   b) { return vec_mul(a,b); }
    798 template<> EIGEN_STRONG_INLINE Packet8us  pmul<Packet8us> (const Packet8us&  a, const Packet8us&  b) { return vec_mul(a,b); }
    799 template<> EIGEN_STRONG_INLINE Packet16c  pmul<Packet16c> (const Packet16c&  a, const Packet16c&  b) { return vec_mul(a,b); }
    800 template<> EIGEN_STRONG_INLINE Packet16uc pmul<Packet16uc>(const Packet16uc& a, const Packet16uc& b) { return vec_mul(a,b); }
    801 
    802 
    803 template<> EIGEN_STRONG_INLINE Packet4f pdiv<Packet4f>(const Packet4f& a, const Packet4f& b)
    804 {
    805 #ifndef __VSX__  // VSX actually provides a div instruction
    806   Packet4f t, y_0, y_1;
    807 
    808   // Altivec does not offer a divide instruction, we have to do a reciprocal approximation
    809   y_0 = vec_re(b);
    810 
    811   // Do one Newton-Raphson iteration to get the needed accuracy
    812   t   = vec_nmsub(y_0, b, p4f_ONE);
    813   y_1 = vec_madd(y_0, t, y_0);
    814 
    815   return vec_madd(a, y_1, p4f_MZERO);
    816 #else
    817   return vec_div(a, b);
    818 #endif
    819 }
    820 
    821 template<> EIGEN_STRONG_INLINE Packet4i pdiv<Packet4i>(const Packet4i& /*a*/, const Packet4i& /*b*/)
    822 { eigen_assert(false && "packet integer division are not supported by AltiVec");
    823   return pset1<Packet4i>(0);
    824 }
    825 
    826 // for some weird raisons, it has to be overloaded for packet of integers
    827 template<> EIGEN_STRONG_INLINE Packet4f pmadd(const Packet4f& a, const Packet4f& b, const Packet4f& c) { return vec_madd(a,b,c); }
    828 template<> EIGEN_STRONG_INLINE Packet4i pmadd(const Packet4i& a, const Packet4i& b, const Packet4i& c) { return a*b + c; }
    829 template<> EIGEN_STRONG_INLINE Packet8s pmadd(const Packet8s& a, const Packet8s& b, const Packet8s& c) { return vec_madd(a,b,c); }
    830 template<> EIGEN_STRONG_INLINE Packet8us pmadd(const Packet8us& a, const Packet8us& b, const Packet8us& c) { return vec_madd(a,b,c); }
    831 
    832 template<> EIGEN_STRONG_INLINE Packet4f pmin<Packet4f>(const Packet4f& a, const Packet4f& b)
    833 {
    834   #ifdef __VSX__
    835   // NOTE: about 10% slower than vec_min, but consistent with std::min and SSE regarding NaN
    836   Packet4f ret;
    837   __asm__ ("xvcmpgesp %x0,%x1,%x2\n\txxsel %x0,%x1,%x2,%x0" : "=&wa" (ret) : "wa" (a), "wa" (b));
    838   return ret;
    839   #else
    840   return vec_min(a, b);
    841   #endif
    842 }
    843 template<> EIGEN_STRONG_INLINE Packet4i pmin<Packet4i>(const Packet4i& a, const Packet4i& b) { return vec_min(a, b); }
    844 template<> EIGEN_STRONG_INLINE Packet8s pmin<Packet8s>(const Packet8s& a, const Packet8s& b) { return vec_min(a, b); }
    845 template<> EIGEN_STRONG_INLINE Packet8us pmin<Packet8us>(const Packet8us& a, const Packet8us& b) { return vec_min(a, b); }
    846 template<> EIGEN_STRONG_INLINE Packet16c pmin<Packet16c>(const Packet16c& a, const Packet16c& b) { return vec_min(a, b); }
    847 template<> EIGEN_STRONG_INLINE Packet16uc pmin<Packet16uc>(const Packet16uc& a, const Packet16uc& b) { return vec_min(a, b); }
    848 
    849 
    850 template<> EIGEN_STRONG_INLINE Packet4f pmax<Packet4f>(const Packet4f& a, const Packet4f& b)
    851 {
    852   #ifdef __VSX__
    853   // NOTE: about 10% slower than vec_max, but consistent with std::max and SSE regarding NaN
    854   Packet4f ret;
    855   __asm__ ("xvcmpgtsp %x0,%x2,%x1\n\txxsel %x0,%x1,%x2,%x0" : "=&wa" (ret) : "wa" (a), "wa" (b));
    856   return ret;
    857   #else
    858   return vec_max(a, b);
    859   #endif
    860 }
    861 template<> EIGEN_STRONG_INLINE Packet4i pmax<Packet4i>(const Packet4i& a, const Packet4i& b) { return vec_max(a, b); }
    862 template<> EIGEN_STRONG_INLINE Packet8s pmax<Packet8s>(const Packet8s& a, const Packet8s& b) { return vec_max(a, b); }
    863 template<> EIGEN_STRONG_INLINE Packet8us pmax<Packet8us>(const Packet8us& a, const Packet8us& b) { return vec_max(a, b); }
    864 template<> EIGEN_STRONG_INLINE Packet16c pmax<Packet16c>(const Packet16c& a, const Packet16c& b) { return vec_max(a, b); }
    865 template<> EIGEN_STRONG_INLINE Packet16uc pmax<Packet16uc>(const Packet16uc& a, const Packet16uc& b) { return vec_max(a, b); }
    866 
    867 template<> EIGEN_STRONG_INLINE Packet4f pcmp_le(const Packet4f& a, const Packet4f& b) { return reinterpret_cast<Packet4f>(vec_cmple(a,b)); }
    868 template<> EIGEN_STRONG_INLINE Packet4f pcmp_lt(const Packet4f& a, const Packet4f& b) { return reinterpret_cast<Packet4f>(vec_cmplt(a,b)); }
    869 template<> EIGEN_STRONG_INLINE Packet4f pcmp_eq(const Packet4f& a, const Packet4f& b) { return reinterpret_cast<Packet4f>(vec_cmpeq(a,b)); }
    870 template<> EIGEN_STRONG_INLINE Packet4f pcmp_lt_or_nan(const Packet4f& a, const Packet4f& b) {
    871   Packet4f c = reinterpret_cast<Packet4f>(vec_cmpge(a,b));
    872   return vec_nor(c,c);
    873 }
    874 
    875 template<> EIGEN_STRONG_INLINE Packet4i pcmp_le(const Packet4i& a, const Packet4i& b) { return reinterpret_cast<Packet4i>(vec_cmple(a,b)); }
    876 template<> EIGEN_STRONG_INLINE Packet4i pcmp_lt(const Packet4i& a, const Packet4i& b) { return reinterpret_cast<Packet4i>(vec_cmplt(a,b)); }
    877 template<> EIGEN_STRONG_INLINE Packet4i pcmp_eq(const Packet4i& a, const Packet4i& b) { return reinterpret_cast<Packet4i>(vec_cmpeq(a,b)); }
    878 template<> EIGEN_STRONG_INLINE Packet8s pcmp_le(const Packet8s& a, const Packet8s& b) { return reinterpret_cast<Packet8s>(vec_cmple(a,b)); }
    879 template<> EIGEN_STRONG_INLINE Packet8s pcmp_lt(const Packet8s& a, const Packet8s& b) { return reinterpret_cast<Packet8s>(vec_cmplt(a,b)); }
    880 template<> EIGEN_STRONG_INLINE Packet8s pcmp_eq(const Packet8s& a, const Packet8s& b) { return reinterpret_cast<Packet8s>(vec_cmpeq(a,b)); }
    881 template<> EIGEN_STRONG_INLINE Packet8us pcmp_le(const Packet8us& a, const Packet8us& b) { return reinterpret_cast<Packet8us>(vec_cmple(a,b)); }
    882 template<> EIGEN_STRONG_INLINE Packet8us pcmp_lt(const Packet8us& a, const Packet8us& b) { return reinterpret_cast<Packet8us>(vec_cmplt(a,b)); }
    883 template<> EIGEN_STRONG_INLINE Packet8us pcmp_eq(const Packet8us& a, const Packet8us& b) { return reinterpret_cast<Packet8us>(vec_cmpeq(a,b)); }
    884 template<> EIGEN_STRONG_INLINE Packet16c pcmp_le(const Packet16c& a, const Packet16c& b) { return reinterpret_cast<Packet16c>(vec_cmple(a,b)); }
    885 template<> EIGEN_STRONG_INLINE Packet16c pcmp_lt(const Packet16c& a, const Packet16c& b) { return reinterpret_cast<Packet16c>(vec_cmplt(a,b)); }
    886 template<> EIGEN_STRONG_INLINE Packet16c pcmp_eq(const Packet16c& a, const Packet16c& b) { return reinterpret_cast<Packet16c>(vec_cmpeq(a,b)); }
    887 template<> EIGEN_STRONG_INLINE Packet16uc pcmp_le(const Packet16uc& a, const Packet16uc& b) { return reinterpret_cast<Packet16uc>(vec_cmple(a,b)); }
    888 template<> EIGEN_STRONG_INLINE Packet16uc pcmp_lt(const Packet16uc& a, const Packet16uc& b) { return reinterpret_cast<Packet16uc>(vec_cmplt(a,b)); }
    889 template<> EIGEN_STRONG_INLINE Packet16uc pcmp_eq(const Packet16uc& a, const Packet16uc& b) { return reinterpret_cast<Packet16uc>(vec_cmpeq(a,b)); }
    890 
    891 template<> EIGEN_STRONG_INLINE Packet4f pand<Packet4f>(const Packet4f& a, const Packet4f& b) { return vec_and(a, b); }
    892 template<> EIGEN_STRONG_INLINE Packet4i pand<Packet4i>(const Packet4i& a, const Packet4i& b) { return vec_and(a, b); }
    893 template<> EIGEN_STRONG_INLINE Packet4ui pand<Packet4ui>(const Packet4ui& a, const Packet4ui& b) { return vec_and(a, b); }
    894 template<> EIGEN_STRONG_INLINE Packet8us pand<Packet8us>(const Packet8us& a, const Packet8us& b) { return vec_and(a, b); }
    895 template<> EIGEN_STRONG_INLINE Packet8bf pand<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
    896   return pand<Packet8us>(a, b);
    897 }
    898 
    899 
    900 template<> EIGEN_STRONG_INLINE Packet4f por<Packet4f>(const Packet4f& a, const Packet4f& b) { return vec_or(a, b); }
    901 template<> EIGEN_STRONG_INLINE Packet4i por<Packet4i>(const Packet4i& a, const Packet4i& b) { return vec_or(a, b); }
    902 template<> EIGEN_STRONG_INLINE Packet8s por<Packet8s>(const Packet8s& a, const Packet8s& b) { return vec_or(a, b); }
    903 template<> EIGEN_STRONG_INLINE Packet8us por<Packet8us>(const Packet8us& a, const Packet8us& b) { return vec_or(a, b); }
    904 template<> EIGEN_STRONG_INLINE Packet8bf por<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
    905   return por<Packet8us>(a, b);
    906 }
    907 
    908 template<> EIGEN_STRONG_INLINE Packet4f pxor<Packet4f>(const Packet4f& a, const Packet4f& b) { return vec_xor(a, b); }
    909 template<> EIGEN_STRONG_INLINE Packet4i pxor<Packet4i>(const Packet4i& a, const Packet4i& b) { return vec_xor(a, b); }
    910 template<> EIGEN_STRONG_INLINE Packet8bf pxor<Packet8bf>(const Packet8bf& a, const Packet8bf& b) { 
    911   return pxor<Packet8us>(a, b);
    912 }
    913 
    914 template<> EIGEN_STRONG_INLINE Packet4f pandnot<Packet4f>(const Packet4f& a, const Packet4f& b) { return vec_andc(a, b); }
    915 template<> EIGEN_STRONG_INLINE Packet4i pandnot<Packet4i>(const Packet4i& a, const Packet4i& b) { return vec_andc(a, b); }
    916 
    917 template<> EIGEN_STRONG_INLINE Packet4f pselect(const Packet4f& mask, const Packet4f& a, const Packet4f& b) {
    918   return vec_sel(b, a, reinterpret_cast<Packet4ui>(mask));
    919 }
    920 
    921 template<> EIGEN_STRONG_INLINE Packet4f pround<Packet4f>(const Packet4f& a)
    922 {
    923     Packet4f t = vec_add(reinterpret_cast<Packet4f>(vec_or(vec_and(reinterpret_cast<Packet4ui>(a), p4ui_SIGN), p4ui_PREV0DOT5)), a);
    924     Packet4f res;
    925 
    926 #ifdef __VSX__
    927     __asm__("xvrspiz %x0, %x1\n\t"
    928         : "=&wa" (res)
    929         : "wa" (t));
    930 #else
    931     __asm__("vrfiz %0, %1\n\t"
    932         : "=v" (res)
    933         : "v" (t));
    934 #endif
    935 
    936     return res;
    937 }
    938 template<> EIGEN_STRONG_INLINE Packet4f pceil<Packet4f>(const  Packet4f& a) { return vec_ceil(a); }
    939 template<> EIGEN_STRONG_INLINE Packet4f pfloor<Packet4f>(const Packet4f& a) { return vec_floor(a); }
    940 template<> EIGEN_STRONG_INLINE Packet4f print<Packet4f>(const Packet4f& a)
    941 {
    942     Packet4f res;
    943 
    944     __asm__("xvrspic %x0, %x1\n\t"
    945         : "=&wa" (res)
    946         : "wa" (a));
    947 
    948     return res;
    949 }
    950 
    951 template<typename Packet> EIGEN_STRONG_INLINE Packet ploadu_common(const __UNPACK_TYPE__(Packet)* from)
    952 {
    953   EIGEN_DEBUG_ALIGNED_LOAD
    954 #ifdef _BIG_ENDIAN
    955   Packet16uc MSQ, LSQ;
    956   Packet16uc mask;
    957   MSQ = vec_ld(0, (unsigned char *)from);          // most significant quadword
    958   LSQ = vec_ld(15, (unsigned char *)from);         // least significant quadword
    959   mask = vec_lvsl(0, from);                        // create the permute mask
    960   //TODO: Add static_cast here
    961   return (Packet) vec_perm(MSQ, LSQ, mask);           // align the data
    962 #else
    963   EIGEN_DEBUG_UNALIGNED_LOAD
    964   return vec_xl(0, const_cast<__UNPACK_TYPE__(Packet)*>(from));
    965 #endif
    966 }
    967 
    968 template<> EIGEN_STRONG_INLINE Packet4f ploadu<Packet4f>(const float* from)
    969 {
    970   return ploadu_common<Packet4f>(from);
    971 }
    972 template<> EIGEN_STRONG_INLINE Packet4i ploadu<Packet4i>(const int* from)
    973 {
    974   return ploadu_common<Packet4i>(from);
    975 }
    976 template<> EIGEN_STRONG_INLINE Packet8s ploadu<Packet8s>(const short int* from)
    977 {
    978   return ploadu_common<Packet8s>(from);
    979 }
    980 template<> EIGEN_STRONG_INLINE Packet8us ploadu<Packet8us>(const unsigned short int* from)
    981 {
    982   return ploadu_common<Packet8us>(from);
    983 }
    984 template<> EIGEN_STRONG_INLINE Packet8bf ploadu<Packet8bf>(const bfloat16* from)
    985 {
    986   return ploadu_common<Packet8us>(reinterpret_cast<const unsigned short int*>(from));
    987 }
    988 template<> EIGEN_STRONG_INLINE Packet16c ploadu<Packet16c>(const signed char* from)
    989 {
    990   return ploadu_common<Packet16c>(from);
    991 }
    992 template<> EIGEN_STRONG_INLINE Packet16uc ploadu<Packet16uc>(const unsigned char* from)
    993 {
    994   return ploadu_common<Packet16uc>(from);
    995 }
    996 
    997 template<typename Packet> EIGEN_STRONG_INLINE Packet ploaddup_common(const __UNPACK_TYPE__(Packet)*   from)
    998 {
    999   Packet p;
   1000   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet>(from);
   1001   else                                  p = ploadu<Packet>(from);
   1002   return vec_perm(p, p, p16uc_DUPLICATE32_HI);
   1003 }
   1004 template<> EIGEN_STRONG_INLINE Packet4f ploaddup<Packet4f>(const float*   from)
   1005 {
   1006   return ploaddup_common<Packet4f>(from);
   1007 }
   1008 template<> EIGEN_STRONG_INLINE Packet4i ploaddup<Packet4i>(const int*     from)
   1009 {
   1010   return ploaddup_common<Packet4i>(from);
   1011 }
   1012 
   1013 template<> EIGEN_STRONG_INLINE Packet8s ploaddup<Packet8s>(const short int*     from)
   1014 {
   1015   Packet8s p;
   1016   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet8s>(from);
   1017   else                                  p = ploadu<Packet8s>(from);
   1018   return vec_perm(p, p, p16uc_DUPLICATE16_HI);
   1019 }
   1020 
   1021 template<> EIGEN_STRONG_INLINE Packet8us ploaddup<Packet8us>(const unsigned short int*     from)
   1022 {
   1023   Packet8us p;
   1024   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet8us>(from);
   1025   else                                  p = ploadu<Packet8us>(from);
   1026   return vec_perm(p, p, p16uc_DUPLICATE16_HI);
   1027 }
   1028 
   1029 template<> EIGEN_STRONG_INLINE Packet8s ploadquad<Packet8s>(const short int*     from)
   1030 {
   1031   Packet8s p;
   1032   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet8s>(from);
   1033   else                                  p = ploadu<Packet8s>(from);
   1034   return vec_perm(p, p, p16uc_QUADRUPLICATE16_HI);
   1035 }
   1036 
   1037 template<> EIGEN_STRONG_INLINE Packet8us ploadquad<Packet8us>(const unsigned short int*     from)
   1038 {
   1039   Packet8us p;
   1040   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet8us>(from);
   1041   else                                  p = ploadu<Packet8us>(from);
   1042   return vec_perm(p, p, p16uc_QUADRUPLICATE16_HI);
   1043 }
   1044 
   1045 template<> EIGEN_STRONG_INLINE Packet8bf ploadquad<Packet8bf>(const bfloat16*     from)
   1046 {
   1047   return ploadquad<Packet8us>(reinterpret_cast<const unsigned short int*>(from));
   1048 }
   1049 
   1050 template<> EIGEN_STRONG_INLINE Packet16c ploaddup<Packet16c>(const signed char*     from)
   1051 {
   1052   Packet16c p;
   1053   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet16c>(from);
   1054   else                                  p = ploadu<Packet16c>(from);
   1055   return vec_perm(p, p, p16uc_DUPLICATE8_HI);
   1056 }
   1057 
   1058 template<> EIGEN_STRONG_INLINE Packet16uc ploaddup<Packet16uc>(const unsigned char*     from)
   1059 {
   1060   Packet16uc p;
   1061   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet16uc>(from);
   1062   else                                  p = ploadu<Packet16uc>(from);
   1063   return vec_perm(p, p, p16uc_DUPLICATE8_HI);
   1064 }
   1065 
   1066 template<typename Packet> EIGEN_STRONG_INLINE void pstoreu_common(__UNPACK_TYPE__(Packet)*  to, const Packet& from)
   1067 {
   1068   EIGEN_DEBUG_UNALIGNED_STORE
   1069 #ifdef _BIG_ENDIAN
   1070   // Taken from http://developer.apple.com/hardwaredrivers/ve/alignment.html
   1071   // Warning: not thread safe!
   1072   Packet16uc MSQ, LSQ, edges;
   1073   Packet16uc edgeAlign, align;
   1074 
   1075   MSQ = vec_ld(0, (unsigned char *)to);                     // most significant quadword
   1076   LSQ = vec_ld(15, (unsigned char *)to);                    // least significant quadword
   1077   edgeAlign = vec_lvsl(0, to);                              // permute map to extract edges
   1078   edges=vec_perm(LSQ,MSQ,edgeAlign);                        // extract the edges
   1079   align = vec_lvsr( 0, to );                                // permute map to misalign data
   1080   MSQ = vec_perm(edges,(Packet16uc)from,align);             // misalign the data (MSQ)
   1081   LSQ = vec_perm((Packet16uc)from,edges,align);             // misalign the data (LSQ)
   1082   vec_st( LSQ, 15, (unsigned char *)to );                   // Store the LSQ part first
   1083   vec_st( MSQ, 0, (unsigned char *)to );                   // Store the MSQ part second
   1084 #else
   1085   vec_xst(from, 0, to);
   1086 #endif
   1087 }
   1088 template<> EIGEN_STRONG_INLINE void pstoreu<float>(float*  to, const Packet4f& from)
   1089 {
   1090   pstoreu_common<Packet4f>(to, from);
   1091 }
   1092 template<> EIGEN_STRONG_INLINE void pstoreu<int>(int*      to, const Packet4i& from)
   1093 {
   1094   pstoreu_common<Packet4i>(to, from);
   1095 }
   1096 template<> EIGEN_STRONG_INLINE void pstoreu<short int>(short int*      to, const Packet8s& from)
   1097 {
   1098   pstoreu_common<Packet8s>(to, from);
   1099 }
   1100 template<> EIGEN_STRONG_INLINE void pstoreu<unsigned short int>(unsigned short int*      to, const Packet8us& from)
   1101 {
   1102   pstoreu_common<Packet8us>(to, from);
   1103 }
   1104 template<> EIGEN_STRONG_INLINE void pstoreu<bfloat16>(bfloat16*      to, const Packet8bf& from)
   1105 {
   1106   pstoreu_common<Packet8us>(reinterpret_cast<unsigned short int*>(to), from);
   1107 }
   1108 template<> EIGEN_STRONG_INLINE void pstoreu<signed char>(signed char*      to, const Packet16c& from)
   1109 {
   1110   pstoreu_common<Packet16c>(to, from);
   1111 }
   1112 template<> EIGEN_STRONG_INLINE void pstoreu<unsigned char>(unsigned char*      to, const Packet16uc& from)
   1113 {
   1114   pstoreu_common<Packet16uc>(to, from);
   1115 }
   1116 
   1117 template<> EIGEN_STRONG_INLINE void prefetch<float>(const float* addr)    { EIGEN_PPC_PREFETCH(addr); }
   1118 template<> EIGEN_STRONG_INLINE void prefetch<int>(const int*     addr)    { EIGEN_PPC_PREFETCH(addr); }
   1119 
   1120 template<> EIGEN_STRONG_INLINE float  pfirst<Packet4f>(const Packet4f& a) { EIGEN_ALIGN16 float x; vec_ste(a, 0, &x); return x; }
   1121 template<> EIGEN_STRONG_INLINE int    pfirst<Packet4i>(const Packet4i& a) { EIGEN_ALIGN16 int   x; vec_ste(a, 0, &x); return x; }
   1122 
   1123 template<typename Packet> EIGEN_STRONG_INLINE __UNPACK_TYPE__(Packet) pfirst_common(const Packet& a) {
   1124   EIGEN_ALIGN16 __UNPACK_TYPE__(Packet) x;
   1125   vec_ste(a, 0, &x);
   1126   return x;
   1127 }
   1128 
   1129 template<> EIGEN_STRONG_INLINE short int pfirst<Packet8s>(const Packet8s& a) {
   1130   return pfirst_common<Packet8s>(a);
   1131 }
   1132 
   1133 template<> EIGEN_STRONG_INLINE unsigned short int pfirst<Packet8us>(const Packet8us& a) {
   1134   return pfirst_common<Packet8us>(a);
   1135 }
   1136 
   1137 template<> EIGEN_STRONG_INLINE signed char pfirst<Packet16c>(const Packet16c& a)
   1138 {
   1139   return pfirst_common<Packet16c>(a);
   1140 }
   1141 
   1142 template<> EIGEN_STRONG_INLINE unsigned char pfirst<Packet16uc>(const Packet16uc& a)
   1143 {
   1144   return pfirst_common<Packet16uc>(a);
   1145 }
   1146 
   1147 template<> EIGEN_STRONG_INLINE Packet4f preverse(const Packet4f& a)
   1148 {
   1149   return reinterpret_cast<Packet4f>(vec_perm(reinterpret_cast<Packet16uc>(a), reinterpret_cast<Packet16uc>(a), p16uc_REVERSE32));
   1150 }
   1151 template<> EIGEN_STRONG_INLINE Packet4i preverse(const Packet4i& a)
   1152 {
   1153   return reinterpret_cast<Packet4i>(vec_perm(reinterpret_cast<Packet16uc>(a), reinterpret_cast<Packet16uc>(a), p16uc_REVERSE32));
   1154 }
   1155 template<> EIGEN_STRONG_INLINE Packet8s preverse(const Packet8s& a)
   1156 {
   1157   return reinterpret_cast<Packet8s>(vec_perm(reinterpret_cast<Packet16uc>(a), reinterpret_cast<Packet16uc>(a), p16uc_REVERSE16));
   1158 }
   1159 template<> EIGEN_STRONG_INLINE Packet8us preverse(const Packet8us& a)
   1160 {
   1161   return reinterpret_cast<Packet8us>(vec_perm(reinterpret_cast<Packet16uc>(a), reinterpret_cast<Packet16uc>(a), p16uc_REVERSE16));
   1162 }
   1163 template<> EIGEN_STRONG_INLINE Packet16c preverse(const Packet16c& a)
   1164 {
   1165   return vec_perm(a, a, p16uc_REVERSE8);
   1166 }
   1167 template<> EIGEN_STRONG_INLINE Packet16uc preverse(const Packet16uc& a)
   1168 {
   1169   return vec_perm(a, a, p16uc_REVERSE8);
   1170 }
   1171 template<> EIGEN_STRONG_INLINE Packet8bf preverse(const Packet8bf& a)
   1172 {
   1173   return preverse<Packet8us>(a);
   1174 }
   1175 
   1176 template<> EIGEN_STRONG_INLINE Packet4f pabs(const Packet4f& a) { return vec_abs(a); }
   1177 template<> EIGEN_STRONG_INLINE Packet4i pabs(const Packet4i& a) { return vec_abs(a); }
   1178 template<> EIGEN_STRONG_INLINE Packet8s pabs(const Packet8s& a) { return vec_abs(a); }
   1179 template<> EIGEN_STRONG_INLINE Packet8us pabs(const Packet8us& a) { return a; }
   1180 template<> EIGEN_STRONG_INLINE Packet16c pabs(const Packet16c& a) { return vec_abs(a); }
   1181 template<> EIGEN_STRONG_INLINE Packet16uc pabs(const Packet16uc& a) { return a; }
   1182 template<> EIGEN_STRONG_INLINE Packet8bf  pabs(const Packet8bf& a) {
   1183   _EIGEN_DECLARE_CONST_FAST_Packet8us(abs_mask,0x7FFF);
   1184   return pand<Packet8us>(p8us_abs_mask, a);
   1185 }
   1186 
   1187 template<int N> EIGEN_STRONG_INLINE Packet4i parithmetic_shift_right(const Packet4i& a)
   1188 { return vec_sra(a,reinterpret_cast<Packet4ui>(pset1<Packet4i>(N))); }
   1189 template<int N> EIGEN_STRONG_INLINE Packet4i plogical_shift_right(const Packet4i& a)
   1190 { return vec_sr(a,reinterpret_cast<Packet4ui>(pset1<Packet4i>(N))); }
   1191 template<int N> EIGEN_STRONG_INLINE Packet4i plogical_shift_left(const Packet4i& a)
   1192 { return vec_sl(a,reinterpret_cast<Packet4ui>(pset1<Packet4i>(N))); }
   1193 template<int N> EIGEN_STRONG_INLINE Packet4f plogical_shift_left(const Packet4f& a)
   1194 {
   1195   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(mask, N);
   1196   Packet4ui r = vec_sl(reinterpret_cast<Packet4ui>(a), p4ui_mask);
   1197   return reinterpret_cast<Packet4f>(r);
   1198 }
   1199 
   1200 template<int N> EIGEN_STRONG_INLINE Packet4f plogical_shift_right(const Packet4f& a)
   1201 {
   1202   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(mask, N);
   1203   Packet4ui r = vec_sr(reinterpret_cast<Packet4ui>(a), p4ui_mask);
   1204   return reinterpret_cast<Packet4f>(r);
   1205 }
   1206 
   1207 template<int N> EIGEN_STRONG_INLINE Packet4ui plogical_shift_right(const Packet4ui& a)
   1208 {
   1209   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(mask, N);
   1210   return vec_sr(a, p4ui_mask);
   1211 }
   1212 
   1213 template<int N> EIGEN_STRONG_INLINE Packet4ui plogical_shift_left(const Packet4ui& a)
   1214 {
   1215   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(mask, N);
   1216   return vec_sl(a, p4ui_mask);
   1217 }
   1218 
   1219 template<int N> EIGEN_STRONG_INLINE Packet8us plogical_shift_left(const Packet8us& a)
   1220 {
   1221   const _EIGEN_DECLARE_CONST_FAST_Packet8us(mask, N);
   1222   return vec_sl(a, p8us_mask);
   1223 }
   1224 template<int N> EIGEN_STRONG_INLINE Packet8us plogical_shift_right(const Packet8us& a)
   1225 {
   1226   const _EIGEN_DECLARE_CONST_FAST_Packet8us(mask, N);
   1227   return vec_sr(a, p8us_mask);
   1228 }
   1229 
   1230 EIGEN_STRONG_INLINE Packet4f Bf16ToF32Even(const Packet8bf& bf){
   1231   return plogical_shift_left<16>(reinterpret_cast<Packet4f>(bf.m_val));
   1232 }
   1233 
   1234 EIGEN_STRONG_INLINE Packet4f Bf16ToF32Odd(const Packet8bf& bf){
   1235   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(high_mask, 0xFFFF0000);
   1236   return pand<Packet4f>(
   1237     reinterpret_cast<Packet4f>(bf.m_val),
   1238     reinterpret_cast<Packet4f>(p4ui_high_mask)
   1239   );
   1240 }
   1241 
   1242 // Simple interleaving of bool masks, prevents true values from being
   1243 // converted to NaNs.
   1244 EIGEN_STRONG_INLINE Packet8bf F32ToBf16Bool(Packet4f even, Packet4f odd) {
   1245   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(high_mask, 0xFFFF0000);
   1246   Packet4f bf_odd, bf_even;
   1247   bf_odd = pand(reinterpret_cast<Packet4f>(p4ui_high_mask), odd);
   1248   bf_even = plogical_shift_right<16>(even);
   1249   return reinterpret_cast<Packet8us>(por<Packet4f>(bf_even, bf_odd));
   1250 }
   1251 
   1252 EIGEN_STRONG_INLINE Packet8bf F32ToBf16(Packet4f p4f){
   1253   Packet4ui input = reinterpret_cast<Packet4ui>(p4f);
   1254   Packet4ui lsb = plogical_shift_right<16>(input);
   1255   lsb = pand<Packet4ui>(lsb, reinterpret_cast<Packet4ui>(p4i_ONE));
   1256 
   1257   _EIGEN_DECLARE_CONST_FAST_Packet4ui(BIAS,0x7FFFu);
   1258   Packet4ui rounding_bias = padd<Packet4ui>(lsb, p4ui_BIAS);
   1259   input = padd<Packet4ui>(input, rounding_bias);
   1260 
   1261   //Test NaN and Subnormal - Begin
   1262   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(exp_mask, 0x7F800000);
   1263   Packet4ui exp = pand<Packet4ui>(p4ui_exp_mask, reinterpret_cast<Packet4ui>(p4f));
   1264 
   1265   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(mantissa_mask, 0x7FFFFF);
   1266   Packet4ui mantissa = pand<Packet4ui>(p4ui_mantissa_mask, reinterpret_cast<Packet4ui>(p4f));
   1267 
   1268   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(max_exp, 0x7F800000);
   1269   Packet4bi is_max_exp = vec_cmpeq(exp, p4ui_max_exp);
   1270   Packet4bi is_zero_exp = vec_cmpeq(exp, reinterpret_cast<Packet4ui>(p4i_ZERO));
   1271 
   1272   Packet4bi is_mant_zero = vec_cmpeq(mantissa, reinterpret_cast<Packet4ui>(p4i_ZERO));
   1273   Packet4ui nan_selector = pandnot<Packet4ui>(
   1274       reinterpret_cast<Packet4ui>(is_max_exp),
   1275       reinterpret_cast<Packet4ui>(is_mant_zero)
   1276   );
   1277 
   1278   Packet4ui subnormal_selector = pandnot<Packet4ui>(
   1279       reinterpret_cast<Packet4ui>(is_zero_exp),
   1280       reinterpret_cast<Packet4ui>(is_mant_zero)
   1281   );
   1282 
   1283   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(nan, 0x7FC00000);
   1284   input = vec_sel(input, p4ui_nan, nan_selector);
   1285   input = vec_sel(input, reinterpret_cast<Packet4ui>(p4f), subnormal_selector);
   1286   //Test NaN and Subnormal - End
   1287 
   1288   input = plogical_shift_right<16>(input);
   1289   return reinterpret_cast<Packet8us>(input);
   1290 }
   1291 
   1292 EIGEN_STRONG_INLINE Packet8bf F32ToBf16(Packet4f even, Packet4f odd){
   1293   Packet4f bf_odd, bf_even;
   1294   bf_odd = reinterpret_cast<Packet4f>(F32ToBf16(odd).m_val);
   1295   bf_odd = plogical_shift_left<16>(bf_odd);
   1296   bf_even = reinterpret_cast<Packet4f>(F32ToBf16(even).m_val);
   1297   return reinterpret_cast<Packet8us>(por<Packet4f>(bf_even, bf_odd));
   1298 }
   1299 #define BF16_TO_F32_UNARY_OP_WRAPPER(OP, A) \
   1300   Packet4f a_even = Bf16ToF32Even(A);\
   1301   Packet4f a_odd = Bf16ToF32Odd(A);\
   1302   Packet4f op_even = OP(a_even);\
   1303   Packet4f op_odd = OP(a_odd);\
   1304   return F32ToBf16(op_even, op_odd);\
   1305 
   1306 #define BF16_TO_F32_BINARY_OP_WRAPPER(OP, A, B) \
   1307   Packet4f a_even = Bf16ToF32Even(A);\
   1308   Packet4f a_odd = Bf16ToF32Odd(A);\
   1309   Packet4f b_even = Bf16ToF32Even(B);\
   1310   Packet4f b_odd = Bf16ToF32Odd(B);\
   1311   Packet4f op_even = OP(a_even, b_even);\
   1312   Packet4f op_odd = OP(a_odd, b_odd);\
   1313   return F32ToBf16(op_even, op_odd);\
   1314 
   1315 #define BF16_TO_F32_BINARY_OP_WRAPPER_BOOL(OP, A, B) \
   1316   Packet4f a_even = Bf16ToF32Even(A);\
   1317   Packet4f a_odd = Bf16ToF32Odd(A);\
   1318   Packet4f b_even = Bf16ToF32Even(B);\
   1319   Packet4f b_odd = Bf16ToF32Odd(B);\
   1320   Packet4f op_even = OP(a_even, b_even);\
   1321   Packet4f op_odd = OP(a_odd, b_odd);\
   1322   return F32ToBf16Bool(op_even, op_odd);\
   1323 
   1324 template<> EIGEN_STRONG_INLINE Packet8bf padd<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
   1325   BF16_TO_F32_BINARY_OP_WRAPPER(padd<Packet4f>, a, b);
   1326 }
   1327 
   1328 template<> EIGEN_STRONG_INLINE Packet8bf pmul<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
   1329   BF16_TO_F32_BINARY_OP_WRAPPER(pmul<Packet4f>, a, b);
   1330 }
   1331 
   1332 template<> EIGEN_STRONG_INLINE Packet8bf pdiv<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
   1333   BF16_TO_F32_BINARY_OP_WRAPPER(pdiv<Packet4f>, a, b);
   1334 }
   1335 
   1336 template<> EIGEN_STRONG_INLINE Packet8bf pnegate<Packet8bf>(const Packet8bf& a) {
   1337   BF16_TO_F32_UNARY_OP_WRAPPER(pnegate<Packet4f>, a);
   1338 }
   1339 
   1340 template<> EIGEN_STRONG_INLINE Packet8bf psub<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
   1341   BF16_TO_F32_BINARY_OP_WRAPPER(psub<Packet4f>, a, b);
   1342 }
   1343 
   1344 template<> EIGEN_STRONG_INLINE Packet8bf psqrt<Packet8bf> (const Packet8bf& a){
   1345   BF16_TO_F32_UNARY_OP_WRAPPER(vec_sqrt, a);
   1346 }
   1347 template<> EIGEN_STRONG_INLINE Packet8bf prsqrt<Packet8bf> (const Packet8bf& a){
   1348   BF16_TO_F32_UNARY_OP_WRAPPER(prsqrt<Packet4f>, a);
   1349 }
   1350 template<> EIGEN_STRONG_INLINE Packet8bf pexp<Packet8bf> (const Packet8bf& a){
   1351   BF16_TO_F32_UNARY_OP_WRAPPER(pexp_float, a);
   1352 }
   1353 
   1354 template<> EIGEN_STRONG_INLINE Packet4f pldexp<Packet4f>(const Packet4f& a, const Packet4f& exponent) {
   1355   return pldexp_generic(a,exponent);
   1356 }
   1357 template<> EIGEN_STRONG_INLINE Packet8bf pldexp<Packet8bf> (const Packet8bf& a, const Packet8bf& exponent){
   1358   BF16_TO_F32_BINARY_OP_WRAPPER(pldexp<Packet4f>, a, exponent);
   1359 }
   1360 
   1361 template<> EIGEN_STRONG_INLINE Packet4f pfrexp<Packet4f>(const Packet4f& a, Packet4f& exponent) {
   1362   return pfrexp_generic(a,exponent);
   1363 }
   1364 template<> EIGEN_STRONG_INLINE Packet8bf pfrexp<Packet8bf> (const Packet8bf& a, Packet8bf& e){
   1365   Packet4f a_even = Bf16ToF32Even(a);
   1366   Packet4f a_odd = Bf16ToF32Odd(a);
   1367   Packet4f e_even;
   1368   Packet4f e_odd;
   1369   Packet4f op_even = pfrexp<Packet4f>(a_even, e_even);
   1370   Packet4f op_odd = pfrexp<Packet4f>(a_odd, e_odd);
   1371   e = F32ToBf16(e_even, e_odd);
   1372   return F32ToBf16(op_even, op_odd);
   1373 }
   1374 
   1375 template<> EIGEN_STRONG_INLINE Packet8bf psin<Packet8bf> (const Packet8bf& a){
   1376   BF16_TO_F32_UNARY_OP_WRAPPER(psin_float, a);
   1377 }
   1378 template<> EIGEN_STRONG_INLINE Packet8bf pcos<Packet8bf> (const Packet8bf& a){
   1379   BF16_TO_F32_UNARY_OP_WRAPPER(pcos_float, a);
   1380 }
   1381 template<> EIGEN_STRONG_INLINE Packet8bf plog<Packet8bf> (const Packet8bf& a){
   1382   BF16_TO_F32_UNARY_OP_WRAPPER(plog_float, a);
   1383 }
   1384 template<> EIGEN_STRONG_INLINE Packet8bf pfloor<Packet8bf> (const Packet8bf& a){
   1385   BF16_TO_F32_UNARY_OP_WRAPPER(pfloor<Packet4f>, a);
   1386 }
   1387 template<> EIGEN_STRONG_INLINE Packet8bf pceil<Packet8bf> (const Packet8bf& a){
   1388   BF16_TO_F32_UNARY_OP_WRAPPER(pceil<Packet4f>, a);
   1389 }
   1390 template<> EIGEN_STRONG_INLINE Packet8bf pround<Packet8bf> (const Packet8bf& a){
   1391   BF16_TO_F32_UNARY_OP_WRAPPER(pround<Packet4f>, a);
   1392 }
   1393 template<> EIGEN_STRONG_INLINE Packet8bf print<Packet8bf> (const Packet8bf& a){
   1394   BF16_TO_F32_UNARY_OP_WRAPPER(print<Packet4f>, a);
   1395 }
   1396 template<> EIGEN_STRONG_INLINE Packet8bf pmadd(const Packet8bf& a, const Packet8bf& b, const Packet8bf& c) {
   1397   Packet4f a_even = Bf16ToF32Even(a);
   1398   Packet4f a_odd = Bf16ToF32Odd(a);
   1399   Packet4f b_even = Bf16ToF32Even(b);
   1400   Packet4f b_odd = Bf16ToF32Odd(b);
   1401   Packet4f c_even = Bf16ToF32Even(c);
   1402   Packet4f c_odd = Bf16ToF32Odd(c);
   1403   Packet4f pmadd_even = pmadd<Packet4f>(a_even, b_even, c_even);
   1404   Packet4f pmadd_odd = pmadd<Packet4f>(a_odd, b_odd, c_odd);
   1405   return F32ToBf16(pmadd_even, pmadd_odd);
   1406 }
   1407 
   1408 template<> EIGEN_STRONG_INLINE Packet8bf pmin<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
   1409   BF16_TO_F32_BINARY_OP_WRAPPER(pmin<Packet4f>, a, b);
   1410 }
   1411 
   1412 template<> EIGEN_STRONG_INLINE Packet8bf pmax<Packet8bf>(const Packet8bf& a, const Packet8bf& b) {
   1413   BF16_TO_F32_BINARY_OP_WRAPPER(pmax<Packet4f>, a, b);
   1414 }
   1415 
   1416 template<> EIGEN_STRONG_INLINE Packet8bf pcmp_lt(const Packet8bf& a, const Packet8bf& b) {
   1417   BF16_TO_F32_BINARY_OP_WRAPPER_BOOL(pcmp_lt<Packet4f>, a, b);
   1418 }
   1419 template<> EIGEN_STRONG_INLINE Packet8bf pcmp_lt_or_nan(const Packet8bf& a, const Packet8bf& b) {
   1420   BF16_TO_F32_BINARY_OP_WRAPPER_BOOL(pcmp_lt_or_nan<Packet4f>, a, b);
   1421 }
   1422 template<> EIGEN_STRONG_INLINE Packet8bf pcmp_le(const Packet8bf& a, const Packet8bf& b) {
   1423   BF16_TO_F32_BINARY_OP_WRAPPER_BOOL(pcmp_le<Packet4f>, a, b);
   1424 }
   1425 template<> EIGEN_STRONG_INLINE Packet8bf pcmp_eq(const Packet8bf& a, const Packet8bf& b) {
   1426   BF16_TO_F32_BINARY_OP_WRAPPER_BOOL(pcmp_eq<Packet4f>, a, b);
   1427 }
   1428 
   1429 template<> EIGEN_STRONG_INLINE bfloat16 pfirst(const Packet8bf& a) {
   1430   return Eigen::bfloat16_impl::raw_uint16_to_bfloat16((pfirst<Packet8us>(a)));
   1431 }
   1432 
   1433 template<> EIGEN_STRONG_INLINE Packet8bf ploaddup<Packet8bf>(const  bfloat16*     from)
   1434 {
   1435   return ploaddup<Packet8us>(reinterpret_cast<const unsigned short int*>(from));
   1436 }
   1437 
   1438 template<> EIGEN_STRONG_INLINE Packet8bf plset<Packet8bf>(const bfloat16& a) {
   1439   bfloat16 countdown[8] = { bfloat16(0), bfloat16(1), bfloat16(2), bfloat16(3),
   1440                             bfloat16(4), bfloat16(5), bfloat16(6), bfloat16(7) };
   1441   return padd<Packet8bf>(pset1<Packet8bf>(a), pload<Packet8bf>(countdown));
   1442 }
   1443 
   1444 template<> EIGEN_STRONG_INLINE float predux<Packet4f>(const Packet4f& a)
   1445 {
   1446   Packet4f b, sum;
   1447   b   = vec_sld(a, a, 8);
   1448   sum = a + b;
   1449   b   = vec_sld(sum, sum, 4);
   1450   sum += b;
   1451   return pfirst(sum);
   1452 }
   1453 
   1454 template<> EIGEN_STRONG_INLINE int predux<Packet4i>(const Packet4i& a)
   1455 {
   1456   Packet4i sum;
   1457   sum = vec_sums(a, p4i_ZERO);
   1458 #ifdef _BIG_ENDIAN
   1459   sum = vec_sld(sum, p4i_ZERO, 12);
   1460 #else
   1461   sum = vec_sld(p4i_ZERO, sum, 4);
   1462 #endif
   1463   return pfirst(sum);
   1464 }
   1465 
   1466 template<> EIGEN_STRONG_INLINE bfloat16 predux<Packet8bf>(const Packet8bf& a)
   1467 {
   1468   float redux_even = predux<Packet4f>(Bf16ToF32Even(a));
   1469   float redux_odd  = predux<Packet4f>(Bf16ToF32Odd(a));
   1470   float f32_result = redux_even + redux_odd;
   1471   return bfloat16(f32_result);
   1472 }
   1473 template<typename Packet> EIGEN_STRONG_INLINE __UNPACK_TYPE__(Packet) predux_size8(const Packet& a)
   1474 {
   1475   union{
   1476     Packet v;
   1477     __UNPACK_TYPE__(Packet) n[8];
   1478   } vt;
   1479   vt.v = a;
   1480 
   1481   EIGEN_ALIGN16 int first_loader[4] = { vt.n[0], vt.n[1], vt.n[2], vt.n[3] };
   1482   EIGEN_ALIGN16 int second_loader[4] = { vt.n[4], vt.n[5], vt.n[6], vt.n[7] };
   1483   Packet4i first_half  = pload<Packet4i>(first_loader);
   1484   Packet4i second_half = pload<Packet4i>(second_loader);
   1485 
   1486   return static_cast<__UNPACK_TYPE__(Packet)>(predux(first_half) + predux(second_half));
   1487 }
   1488 
   1489 template<> EIGEN_STRONG_INLINE short int predux<Packet8s>(const Packet8s& a)
   1490 {
   1491   return predux_size8<Packet8s>(a);
   1492 }
   1493 
   1494 template<> EIGEN_STRONG_INLINE unsigned short int predux<Packet8us>(const Packet8us& a)
   1495 {
   1496   return predux_size8<Packet8us>(a);
   1497 }
   1498 
   1499 template<typename Packet> EIGEN_STRONG_INLINE __UNPACK_TYPE__(Packet) predux_size16(const Packet& a)
   1500 {
   1501   union{
   1502     Packet v;
   1503     __UNPACK_TYPE__(Packet) n[16];
   1504   } vt;
   1505   vt.v = a;
   1506 
   1507   EIGEN_ALIGN16 int first_loader[4] = { vt.n[0], vt.n[1], vt.n[2], vt.n[3] };
   1508   EIGEN_ALIGN16 int second_loader[4] = { vt.n[4], vt.n[5], vt.n[6], vt.n[7] };
   1509   EIGEN_ALIGN16 int third_loader[4] = { vt.n[8], vt.n[9], vt.n[10], vt.n[11] };
   1510   EIGEN_ALIGN16 int fourth_loader[4] = { vt.n[12], vt.n[13], vt.n[14], vt.n[15] };
   1511 
   1512   Packet4i first_quarter = pload<Packet4i>(first_loader);
   1513   Packet4i second_quarter = pload<Packet4i>(second_loader);
   1514   Packet4i third_quarter = pload<Packet4i>(third_loader);
   1515   Packet4i fourth_quarter = pload<Packet4i>(fourth_loader);
   1516 
   1517   return static_cast<__UNPACK_TYPE__(Packet)>(predux(first_quarter) + predux(second_quarter)
   1518 		                  + predux(third_quarter) + predux(fourth_quarter));
   1519 }
   1520 
   1521 template<> EIGEN_STRONG_INLINE signed char predux<Packet16c>(const Packet16c& a)
   1522 {
   1523   return predux_size16<Packet16c>(a);
   1524 }
   1525 
   1526 template<> EIGEN_STRONG_INLINE unsigned char predux<Packet16uc>(const Packet16uc& a)
   1527 {
   1528   return predux_size16<Packet16uc>(a);
   1529 }
   1530 
   1531 // Other reduction functions:
   1532 // mul
   1533 template<> EIGEN_STRONG_INLINE float predux_mul<Packet4f>(const Packet4f& a)
   1534 {
   1535   Packet4f prod;
   1536   prod = pmul(a, vec_sld(a, a, 8));
   1537   return pfirst(pmul(prod, vec_sld(prod, prod, 4)));
   1538 }
   1539 
   1540 template<> EIGEN_STRONG_INLINE int predux_mul<Packet4i>(const Packet4i& a)
   1541 {
   1542   EIGEN_ALIGN16 int aux[4];
   1543   pstore(aux, a);
   1544   return aux[0] * aux[1] * aux[2] * aux[3];
   1545 }
   1546 
   1547 template<> EIGEN_STRONG_INLINE short int predux_mul<Packet8s>(const Packet8s& a)
   1548 {
   1549   Packet8s pair, quad, octo;
   1550 
   1551   pair = vec_mul(a, vec_sld(a, a, 8));
   1552   quad = vec_mul(pair, vec_sld(pair, pair, 4));
   1553   octo = vec_mul(quad, vec_sld(quad, quad, 2));
   1554 
   1555   return pfirst(octo);
   1556 }
   1557 
   1558 template<> EIGEN_STRONG_INLINE unsigned short int predux_mul<Packet8us>(const Packet8us& a)
   1559 {
   1560   Packet8us pair, quad, octo;
   1561 
   1562   pair = vec_mul(a, vec_sld(a, a, 8));
   1563   quad = vec_mul(pair, vec_sld(pair, pair, 4));
   1564   octo = vec_mul(quad, vec_sld(quad, quad, 2));
   1565 
   1566   return pfirst(octo);
   1567 }
   1568 
   1569 template<> EIGEN_STRONG_INLINE bfloat16 predux_mul<Packet8bf>(const Packet8bf& a)
   1570 {
   1571   float redux_even = predux_mul<Packet4f>(Bf16ToF32Even(a));
   1572   float redux_odd  = predux_mul<Packet4f>(Bf16ToF32Odd(a));
   1573   float f32_result = redux_even * redux_odd;
   1574   return bfloat16(f32_result);
   1575 }
   1576 
   1577 
   1578 template<> EIGEN_STRONG_INLINE signed char predux_mul<Packet16c>(const Packet16c& a)
   1579 {
   1580   Packet16c pair, quad, octo, result;
   1581 
   1582   pair = vec_mul(a, vec_sld(a, a, 8));
   1583   quad = vec_mul(pair, vec_sld(pair, pair, 4));
   1584   octo = vec_mul(quad, vec_sld(quad, quad, 2));
   1585   result = vec_mul(octo, vec_sld(octo, octo, 1));
   1586 
   1587   return pfirst(result);
   1588 }
   1589 
   1590 template<> EIGEN_STRONG_INLINE unsigned char predux_mul<Packet16uc>(const Packet16uc& a)
   1591 {
   1592   Packet16uc pair, quad, octo, result;
   1593 
   1594   pair = vec_mul(a, vec_sld(a, a, 8));
   1595   quad = vec_mul(pair, vec_sld(pair, pair, 4));
   1596   octo = vec_mul(quad, vec_sld(quad, quad, 2));
   1597   result = vec_mul(octo, vec_sld(octo, octo, 1));
   1598 
   1599   return pfirst(result);
   1600 }
   1601 
   1602 // min
   1603 template<typename Packet> EIGEN_STRONG_INLINE
   1604 __UNPACK_TYPE__(Packet) predux_min4(const Packet& a)
   1605 {
   1606   Packet b, res;
   1607   b = vec_min(a, vec_sld(a, a, 8));
   1608   res = vec_min(b, vec_sld(b, b, 4));
   1609   return pfirst(res);
   1610 }
   1611 
   1612 
   1613 template<> EIGEN_STRONG_INLINE float predux_min<Packet4f>(const Packet4f& a)
   1614 {
   1615   return predux_min4<Packet4f>(a);
   1616 }
   1617 
   1618 template<> EIGEN_STRONG_INLINE int predux_min<Packet4i>(const Packet4i& a)
   1619 {
   1620   return predux_min4<Packet4i>(a);
   1621 }
   1622 
   1623 template<> EIGEN_STRONG_INLINE bfloat16 predux_min<Packet8bf>(const Packet8bf& a)
   1624 {
   1625   float redux_even = predux_min<Packet4f>(Bf16ToF32Even(a));
   1626   float redux_odd  = predux_min<Packet4f>(Bf16ToF32Odd(a));
   1627   float f32_result = (std::min)(redux_even, redux_odd);
   1628   return bfloat16(f32_result);
   1629 }
   1630 
   1631 template<> EIGEN_STRONG_INLINE short int predux_min<Packet8s>(const Packet8s& a)
   1632 {
   1633   Packet8s pair, quad, octo;
   1634   
   1635   //pair = { Min(a0,a4), Min(a1,a5), Min(a2,a6), Min(a3,a7) }
   1636   pair = vec_min(a, vec_sld(a, a, 8)); 
   1637 
   1638   //quad = { Min(a0, a4, a2, a6), Min(a1, a5, a3, a7) }
   1639   quad = vec_min(pair, vec_sld(pair, pair, 4));
   1640 
   1641   //octo = { Min(a0, a4, a2, a6, a1, a5, a3, a7) }
   1642   octo = vec_min(quad, vec_sld(quad, quad, 2));
   1643   return pfirst(octo);
   1644 }
   1645 
   1646 template<> EIGEN_STRONG_INLINE unsigned short int predux_min<Packet8us>(const Packet8us& a)
   1647 {
   1648   Packet8us pair, quad, octo;
   1649   
   1650   //pair = { Min(a0,a4), Min(a1,a5), Min(a2,a6), Min(a3,a7) }
   1651   pair = vec_min(a, vec_sld(a, a, 8)); 
   1652 
   1653   //quad = { Min(a0, a4, a2, a6), Min(a1, a5, a3, a7) }
   1654   quad = vec_min(pair, vec_sld(pair, pair, 4));
   1655 
   1656   //octo = { Min(a0, a4, a2, a6, a1, a5, a3, a7) }
   1657   octo = vec_min(quad, vec_sld(quad, quad, 2));
   1658   return pfirst(octo);
   1659 }
   1660 
   1661 template<> EIGEN_STRONG_INLINE signed char predux_min<Packet16c>(const Packet16c& a)
   1662 {
   1663   Packet16c pair, quad, octo, result;
   1664 
   1665   pair = vec_min(a, vec_sld(a, a, 8));
   1666   quad = vec_min(pair, vec_sld(pair, pair, 4));
   1667   octo = vec_min(quad, vec_sld(quad, quad, 2));
   1668   result = vec_min(octo, vec_sld(octo, octo, 1));
   1669 
   1670   return pfirst(result);
   1671 }
   1672 
   1673 template<> EIGEN_STRONG_INLINE unsigned char predux_min<Packet16uc>(const Packet16uc& a)
   1674 {
   1675   Packet16uc pair, quad, octo, result;
   1676 
   1677   pair = vec_min(a, vec_sld(a, a, 8));
   1678   quad = vec_min(pair, vec_sld(pair, pair, 4));
   1679   octo = vec_min(quad, vec_sld(quad, quad, 2));
   1680   result = vec_min(octo, vec_sld(octo, octo, 1));
   1681 
   1682   return pfirst(result);
   1683 }
   1684 // max
   1685 template<typename Packet> EIGEN_STRONG_INLINE __UNPACK_TYPE__(Packet) predux_max4(const Packet& a)
   1686 {
   1687   Packet b, res;
   1688   b = vec_max(a, vec_sld(a, a, 8));
   1689   res = vec_max(b, vec_sld(b, b, 4));
   1690   return pfirst(res);
   1691 }
   1692 
   1693 template<> EIGEN_STRONG_INLINE float predux_max<Packet4f>(const Packet4f& a)
   1694 {
   1695   return predux_max4<Packet4f>(a);
   1696 }
   1697 
   1698 template<> EIGEN_STRONG_INLINE int predux_max<Packet4i>(const Packet4i& a)
   1699 {
   1700   return predux_max4<Packet4i>(a);
   1701 }
   1702 
   1703 template<> EIGEN_STRONG_INLINE bfloat16 predux_max<Packet8bf>(const Packet8bf& a)
   1704 {
   1705   float redux_even = predux_max<Packet4f>(Bf16ToF32Even(a));
   1706   float redux_odd  = predux_max<Packet4f>(Bf16ToF32Odd(a));
   1707   float f32_result = (std::max)(redux_even, redux_odd);
   1708   return bfloat16(f32_result);
   1709 }
   1710 
   1711 template<> EIGEN_STRONG_INLINE short int predux_max<Packet8s>(const Packet8s& a)
   1712 {
   1713   Packet8s pair, quad, octo;
   1714   
   1715   //pair = { Max(a0,a4), Max(a1,a5), Max(a2,a6), Max(a3,a7) }
   1716   pair = vec_max(a, vec_sld(a, a, 8)); 
   1717 
   1718   //quad = { Max(a0, a4, a2, a6), Max(a1, a5, a3, a7) }
   1719   quad = vec_max(pair, vec_sld(pair, pair, 4));
   1720 
   1721   //octo = { Max(a0, a4, a2, a6, a1, a5, a3, a7) }
   1722   octo = vec_max(quad, vec_sld(quad, quad, 2));
   1723   return pfirst(octo);
   1724 }
   1725 
   1726 template<> EIGEN_STRONG_INLINE unsigned short int predux_max<Packet8us>(const Packet8us& a)
   1727 {
   1728   Packet8us pair, quad, octo;
   1729   
   1730   //pair = { Max(a0,a4), Max(a1,a5), Max(a2,a6), Max(a3,a7) }
   1731   pair = vec_max(a, vec_sld(a, a, 8)); 
   1732 
   1733   //quad = { Max(a0, a4, a2, a6), Max(a1, a5, a3, a7) }
   1734   quad = vec_max(pair, vec_sld(pair, pair, 4));
   1735 
   1736   //octo = { Max(a0, a4, a2, a6, a1, a5, a3, a7) }
   1737   octo = vec_max(quad, vec_sld(quad, quad, 2));
   1738   return pfirst(octo);
   1739 }
   1740 
   1741 template<> EIGEN_STRONG_INLINE signed char predux_max<Packet16c>(const Packet16c& a)
   1742 {
   1743   Packet16c pair, quad, octo, result;
   1744 
   1745   pair = vec_max(a, vec_sld(a, a, 8));
   1746   quad = vec_max(pair, vec_sld(pair, pair, 4));
   1747   octo = vec_max(quad, vec_sld(quad, quad, 2));
   1748   result = vec_max(octo, vec_sld(octo, octo, 1));
   1749 
   1750   return pfirst(result);
   1751 }
   1752 
   1753 template<> EIGEN_STRONG_INLINE unsigned char predux_max<Packet16uc>(const Packet16uc& a)
   1754 {
   1755   Packet16uc pair, quad, octo, result;
   1756 
   1757   pair = vec_max(a, vec_sld(a, a, 8));
   1758   quad = vec_max(pair, vec_sld(pair, pair, 4));
   1759   octo = vec_max(quad, vec_sld(quad, quad, 2));
   1760   result = vec_max(octo, vec_sld(octo, octo, 1));
   1761 
   1762   return pfirst(result);
   1763 }
   1764 
   1765 template<> EIGEN_STRONG_INLINE bool predux_any(const Packet4f& x)
   1766 {
   1767   return vec_any_ne(x, pzero(x));
   1768 }
   1769 
   1770 template <typename T> EIGEN_DEVICE_FUNC inline void
   1771 ptranpose_common(PacketBlock<T,4>& kernel){
   1772   T t0, t1, t2, t3;
   1773   t0 = vec_mergeh(kernel.packet[0], kernel.packet[2]);
   1774   t1 = vec_mergel(kernel.packet[0], kernel.packet[2]);
   1775   t2 = vec_mergeh(kernel.packet[1], kernel.packet[3]);
   1776   t3 = vec_mergel(kernel.packet[1], kernel.packet[3]);
   1777   kernel.packet[0] = vec_mergeh(t0, t2);
   1778   kernel.packet[1] = vec_mergel(t0, t2);
   1779   kernel.packet[2] = vec_mergeh(t1, t3);
   1780   kernel.packet[3] = vec_mergel(t1, t3);
   1781 }
   1782 
   1783 EIGEN_DEVICE_FUNC inline void
   1784 ptranspose(PacketBlock<Packet4f,4>& kernel) {
   1785   ptranpose_common<Packet4f>(kernel);
   1786 }
   1787 
   1788 EIGEN_DEVICE_FUNC inline void
   1789 ptranspose(PacketBlock<Packet4i,4>& kernel) {
   1790   ptranpose_common<Packet4i>(kernel);
   1791 }
   1792 
   1793 EIGEN_DEVICE_FUNC inline void
   1794 ptranspose(PacketBlock<Packet8s,4>& kernel) {
   1795   Packet8s t0, t1, t2, t3;
   1796   t0 = vec_mergeh(kernel.packet[0], kernel.packet[2]);
   1797   t1 = vec_mergel(kernel.packet[0], kernel.packet[2]);
   1798   t2 = vec_mergeh(kernel.packet[1], kernel.packet[3]);
   1799   t3 = vec_mergel(kernel.packet[1], kernel.packet[3]);
   1800   kernel.packet[0] = vec_mergeh(t0, t2);
   1801   kernel.packet[1] = vec_mergel(t0, t2);
   1802   kernel.packet[2] = vec_mergeh(t1, t3);
   1803   kernel.packet[3] = vec_mergel(t1, t3);
   1804 }
   1805 
   1806 EIGEN_DEVICE_FUNC inline void
   1807 ptranspose(PacketBlock<Packet8us,4>& kernel) {
   1808   Packet8us t0, t1, t2, t3;
   1809   t0 = vec_mergeh(kernel.packet[0], kernel.packet[2]);
   1810   t1 = vec_mergel(kernel.packet[0], kernel.packet[2]);
   1811   t2 = vec_mergeh(kernel.packet[1], kernel.packet[3]);
   1812   t3 = vec_mergel(kernel.packet[1], kernel.packet[3]);
   1813   kernel.packet[0] = vec_mergeh(t0, t2);
   1814   kernel.packet[1] = vec_mergel(t0, t2);
   1815   kernel.packet[2] = vec_mergeh(t1, t3);
   1816   kernel.packet[3] = vec_mergel(t1, t3);
   1817 }
   1818 
   1819 
   1820 EIGEN_DEVICE_FUNC inline void
   1821 ptranspose(PacketBlock<Packet8bf,4>& kernel) {
   1822   Packet8us t0, t1, t2, t3;
   1823 
   1824   t0 = vec_mergeh(kernel.packet[0].m_val, kernel.packet[2].m_val);
   1825   t1 = vec_mergel(kernel.packet[0].m_val, kernel.packet[2].m_val);
   1826   t2 = vec_mergeh(kernel.packet[1].m_val, kernel.packet[3].m_val);
   1827   t3 = vec_mergel(kernel.packet[1].m_val, kernel.packet[3].m_val);
   1828   kernel.packet[0] = vec_mergeh(t0, t2);
   1829   kernel.packet[1] = vec_mergel(t0, t2);
   1830   kernel.packet[2] = vec_mergeh(t1, t3);
   1831   kernel.packet[3] = vec_mergel(t1, t3);
   1832 }
   1833 
   1834 EIGEN_DEVICE_FUNC inline void
   1835 ptranspose(PacketBlock<Packet16c,4>& kernel) {
   1836   Packet16c t0, t1, t2, t3;
   1837   t0 = vec_mergeh(kernel.packet[0], kernel.packet[2]);
   1838   t1 = vec_mergel(kernel.packet[0], kernel.packet[2]);
   1839   t2 = vec_mergeh(kernel.packet[1], kernel.packet[3]);
   1840   t3 = vec_mergel(kernel.packet[1], kernel.packet[3]);
   1841   kernel.packet[0] = vec_mergeh(t0, t2);
   1842   kernel.packet[1] = vec_mergel(t0, t2);
   1843   kernel.packet[2] = vec_mergeh(t1, t3);
   1844   kernel.packet[3] = vec_mergel(t1, t3);
   1845 }
   1846 
   1847 
   1848 EIGEN_DEVICE_FUNC inline void
   1849 ptranspose(PacketBlock<Packet16uc,4>& kernel) {
   1850   Packet16uc t0, t1, t2, t3;
   1851   t0 = vec_mergeh(kernel.packet[0], kernel.packet[2]);
   1852   t1 = vec_mergel(kernel.packet[0], kernel.packet[2]);
   1853   t2 = vec_mergeh(kernel.packet[1], kernel.packet[3]);
   1854   t3 = vec_mergel(kernel.packet[1], kernel.packet[3]);
   1855   kernel.packet[0] = vec_mergeh(t0, t2);
   1856   kernel.packet[1] = vec_mergel(t0, t2);
   1857   kernel.packet[2] = vec_mergeh(t1, t3);
   1858   kernel.packet[3] = vec_mergel(t1, t3);
   1859 }
   1860 
   1861 EIGEN_DEVICE_FUNC inline void
   1862 ptranspose(PacketBlock<Packet8s,8>& kernel) {
   1863   Packet8s v[8], sum[8];
   1864 
   1865   v[0] = vec_mergeh(kernel.packet[0], kernel.packet[4]);
   1866   v[1] = vec_mergel(kernel.packet[0], kernel.packet[4]);
   1867   v[2] = vec_mergeh(kernel.packet[1], kernel.packet[5]);
   1868   v[3] = vec_mergel(kernel.packet[1], kernel.packet[5]);
   1869   v[4] = vec_mergeh(kernel.packet[2], kernel.packet[6]);
   1870   v[5] = vec_mergel(kernel.packet[2], kernel.packet[6]);
   1871   v[6] = vec_mergeh(kernel.packet[3], kernel.packet[7]);
   1872   v[7] = vec_mergel(kernel.packet[3], kernel.packet[7]);
   1873   sum[0] = vec_mergeh(v[0], v[4]);
   1874   sum[1] = vec_mergel(v[0], v[4]);
   1875   sum[2] = vec_mergeh(v[1], v[5]);
   1876   sum[3] = vec_mergel(v[1], v[5]);
   1877   sum[4] = vec_mergeh(v[2], v[6]);
   1878   sum[5] = vec_mergel(v[2], v[6]);
   1879   sum[6] = vec_mergeh(v[3], v[7]);
   1880   sum[7] = vec_mergel(v[3], v[7]);
   1881 
   1882   kernel.packet[0] = vec_mergeh(sum[0], sum[4]);
   1883   kernel.packet[1] = vec_mergel(sum[0], sum[4]);
   1884   kernel.packet[2] = vec_mergeh(sum[1], sum[5]);
   1885   kernel.packet[3] = vec_mergel(sum[1], sum[5]);
   1886   kernel.packet[4] = vec_mergeh(sum[2], sum[6]);
   1887   kernel.packet[5] = vec_mergel(sum[2], sum[6]);
   1888   kernel.packet[6] = vec_mergeh(sum[3], sum[7]);
   1889   kernel.packet[7] = vec_mergel(sum[3], sum[7]);
   1890 }
   1891 
   1892 EIGEN_DEVICE_FUNC inline void
   1893 ptranspose(PacketBlock<Packet8us,8>& kernel) {
   1894   Packet8us v[8], sum[8];
   1895 
   1896   v[0] = vec_mergeh(kernel.packet[0], kernel.packet[4]);
   1897   v[1] = vec_mergel(kernel.packet[0], kernel.packet[4]);
   1898   v[2] = vec_mergeh(kernel.packet[1], kernel.packet[5]);
   1899   v[3] = vec_mergel(kernel.packet[1], kernel.packet[5]);
   1900   v[4] = vec_mergeh(kernel.packet[2], kernel.packet[6]);
   1901   v[5] = vec_mergel(kernel.packet[2], kernel.packet[6]);
   1902   v[6] = vec_mergeh(kernel.packet[3], kernel.packet[7]);
   1903   v[7] = vec_mergel(kernel.packet[3], kernel.packet[7]);
   1904   sum[0] = vec_mergeh(v[0], v[4]);
   1905   sum[1] = vec_mergel(v[0], v[4]);
   1906   sum[2] = vec_mergeh(v[1], v[5]);
   1907   sum[3] = vec_mergel(v[1], v[5]);
   1908   sum[4] = vec_mergeh(v[2], v[6]);
   1909   sum[5] = vec_mergel(v[2], v[6]);
   1910   sum[6] = vec_mergeh(v[3], v[7]);
   1911   sum[7] = vec_mergel(v[3], v[7]);
   1912 
   1913   kernel.packet[0] = vec_mergeh(sum[0], sum[4]);
   1914   kernel.packet[1] = vec_mergel(sum[0], sum[4]);
   1915   kernel.packet[2] = vec_mergeh(sum[1], sum[5]);
   1916   kernel.packet[3] = vec_mergel(sum[1], sum[5]);
   1917   kernel.packet[4] = vec_mergeh(sum[2], sum[6]);
   1918   kernel.packet[5] = vec_mergel(sum[2], sum[6]);
   1919   kernel.packet[6] = vec_mergeh(sum[3], sum[7]);
   1920   kernel.packet[7] = vec_mergel(sum[3], sum[7]);
   1921 }
   1922 
   1923 EIGEN_DEVICE_FUNC inline void
   1924 ptranspose(PacketBlock<Packet8bf,8>& kernel) {
   1925   Packet8bf v[8], sum[8];
   1926 
   1927   v[0] = vec_mergeh(kernel.packet[0].m_val, kernel.packet[4].m_val);
   1928   v[1] = vec_mergel(kernel.packet[0].m_val, kernel.packet[4].m_val);
   1929   v[2] = vec_mergeh(kernel.packet[1].m_val, kernel.packet[5].m_val);
   1930   v[3] = vec_mergel(kernel.packet[1].m_val, kernel.packet[5].m_val);
   1931   v[4] = vec_mergeh(kernel.packet[2].m_val, kernel.packet[6].m_val);
   1932   v[5] = vec_mergel(kernel.packet[2].m_val, kernel.packet[6].m_val);
   1933   v[6] = vec_mergeh(kernel.packet[3].m_val, kernel.packet[7].m_val);
   1934   v[7] = vec_mergel(kernel.packet[3].m_val, kernel.packet[7].m_val);
   1935   sum[0] = vec_mergeh(v[0].m_val, v[4].m_val);
   1936   sum[1] = vec_mergel(v[0].m_val, v[4].m_val);
   1937   sum[2] = vec_mergeh(v[1].m_val, v[5].m_val);
   1938   sum[3] = vec_mergel(v[1].m_val, v[5].m_val);
   1939   sum[4] = vec_mergeh(v[2].m_val, v[6].m_val);
   1940   sum[5] = vec_mergel(v[2].m_val, v[6].m_val);
   1941   sum[6] = vec_mergeh(v[3].m_val, v[7].m_val);
   1942   sum[7] = vec_mergel(v[3].m_val, v[7].m_val);
   1943 
   1944   kernel.packet[0] = vec_mergeh(sum[0].m_val, sum[4].m_val);
   1945   kernel.packet[1] = vec_mergel(sum[0].m_val, sum[4].m_val);
   1946   kernel.packet[2] = vec_mergeh(sum[1].m_val, sum[5].m_val);
   1947   kernel.packet[3] = vec_mergel(sum[1].m_val, sum[5].m_val);
   1948   kernel.packet[4] = vec_mergeh(sum[2].m_val, sum[6].m_val);
   1949   kernel.packet[5] = vec_mergel(sum[2].m_val, sum[6].m_val);
   1950   kernel.packet[6] = vec_mergeh(sum[3].m_val, sum[7].m_val);
   1951   kernel.packet[7] = vec_mergel(sum[3].m_val, sum[7].m_val);
   1952 }
   1953 
   1954 EIGEN_DEVICE_FUNC inline void
   1955 ptranspose(PacketBlock<Packet16c,16>& kernel) {
   1956   Packet16c step1[16], step2[16], step3[16];
   1957 
   1958   step1[0] = vec_mergeh(kernel.packet[0], kernel.packet[8]);
   1959   step1[1] = vec_mergel(kernel.packet[0], kernel.packet[8]);
   1960   step1[2] = vec_mergeh(kernel.packet[1], kernel.packet[9]);
   1961   step1[3] = vec_mergel(kernel.packet[1], kernel.packet[9]);
   1962   step1[4] = vec_mergeh(kernel.packet[2], kernel.packet[10]);
   1963   step1[5] = vec_mergel(kernel.packet[2], kernel.packet[10]);
   1964   step1[6] = vec_mergeh(kernel.packet[3], kernel.packet[11]);
   1965   step1[7] = vec_mergel(kernel.packet[3], kernel.packet[11]);
   1966   step1[8] = vec_mergeh(kernel.packet[4], kernel.packet[12]);
   1967   step1[9] = vec_mergel(kernel.packet[4], kernel.packet[12]);
   1968   step1[10] = vec_mergeh(kernel.packet[5], kernel.packet[13]);
   1969   step1[11] = vec_mergel(kernel.packet[5], kernel.packet[13]);
   1970   step1[12] = vec_mergeh(kernel.packet[6], kernel.packet[14]);
   1971   step1[13] = vec_mergel(kernel.packet[6], kernel.packet[14]);
   1972   step1[14] = vec_mergeh(kernel.packet[7], kernel.packet[15]);
   1973   step1[15] = vec_mergel(kernel.packet[7], kernel.packet[15]);
   1974 
   1975   step2[0]  = vec_mergeh(step1[0], step1[8]);
   1976   step2[1]  = vec_mergel(step1[0], step1[8]);
   1977   step2[2]  = vec_mergeh(step1[1], step1[9]);
   1978   step2[3]  = vec_mergel(step1[1], step1[9]);
   1979   step2[4]  = vec_mergeh(step1[2], step1[10]);
   1980   step2[5]  = vec_mergel(step1[2], step1[10]);
   1981   step2[6]  = vec_mergeh(step1[3], step1[11]);
   1982   step2[7]  = vec_mergel(step1[3], step1[11]);
   1983   step2[8]  = vec_mergeh(step1[4], step1[12]);
   1984   step2[9]  = vec_mergel(step1[4], step1[12]);
   1985   step2[10] = vec_mergeh(step1[5], step1[13]);
   1986   step2[11] = vec_mergel(step1[5], step1[13]);
   1987   step2[12] = vec_mergeh(step1[6], step1[14]);
   1988   step2[13] = vec_mergel(step1[6], step1[14]);
   1989   step2[14] = vec_mergeh(step1[7], step1[15]);
   1990   step2[15] = vec_mergel(step1[7], step1[15]);
   1991 
   1992   step3[0]  = vec_mergeh(step2[0], step2[8]);
   1993   step3[1]  = vec_mergel(step2[0], step2[8]);
   1994   step3[2]  = vec_mergeh(step2[1], step2[9]);
   1995   step3[3]  = vec_mergel(step2[1], step2[9]);
   1996   step3[4]  = vec_mergeh(step2[2], step2[10]);
   1997   step3[5]  = vec_mergel(step2[2], step2[10]);
   1998   step3[6]  = vec_mergeh(step2[3], step2[11]);
   1999   step3[7]  = vec_mergel(step2[3], step2[11]);
   2000   step3[8]  = vec_mergeh(step2[4], step2[12]);
   2001   step3[9]  = vec_mergel(step2[4], step2[12]);
   2002   step3[10] = vec_mergeh(step2[5], step2[13]);
   2003   step3[11] = vec_mergel(step2[5], step2[13]);
   2004   step3[12] = vec_mergeh(step2[6], step2[14]);
   2005   step3[13] = vec_mergel(step2[6], step2[14]);
   2006   step3[14] = vec_mergeh(step2[7], step2[15]);
   2007   step3[15] = vec_mergel(step2[7], step2[15]);
   2008 
   2009   kernel.packet[0]  = vec_mergeh(step3[0], step3[8]);
   2010   kernel.packet[1]  = vec_mergel(step3[0], step3[8]);
   2011   kernel.packet[2]  = vec_mergeh(step3[1], step3[9]);
   2012   kernel.packet[3]  = vec_mergel(step3[1], step3[9]);
   2013   kernel.packet[4]  = vec_mergeh(step3[2], step3[10]);
   2014   kernel.packet[5]  = vec_mergel(step3[2], step3[10]);
   2015   kernel.packet[6]  = vec_mergeh(step3[3], step3[11]);
   2016   kernel.packet[7]  = vec_mergel(step3[3], step3[11]);
   2017   kernel.packet[8]  = vec_mergeh(step3[4], step3[12]);
   2018   kernel.packet[9]  = vec_mergel(step3[4], step3[12]);
   2019   kernel.packet[10] = vec_mergeh(step3[5], step3[13]);
   2020   kernel.packet[11] = vec_mergel(step3[5], step3[13]);
   2021   kernel.packet[12] = vec_mergeh(step3[6], step3[14]);
   2022   kernel.packet[13] = vec_mergel(step3[6], step3[14]);
   2023   kernel.packet[14] = vec_mergeh(step3[7], step3[15]);
   2024   kernel.packet[15] = vec_mergel(step3[7], step3[15]);
   2025 }
   2026 
   2027 EIGEN_DEVICE_FUNC inline void
   2028 ptranspose(PacketBlock<Packet16uc,16>& kernel) {
   2029   Packet16uc step1[16], step2[16], step3[16];
   2030 
   2031   step1[0] = vec_mergeh(kernel.packet[0], kernel.packet[8]);
   2032   step1[1] = vec_mergel(kernel.packet[0], kernel.packet[8]);
   2033   step1[2] = vec_mergeh(kernel.packet[1], kernel.packet[9]);
   2034   step1[3] = vec_mergel(kernel.packet[1], kernel.packet[9]);
   2035   step1[4] = vec_mergeh(kernel.packet[2], kernel.packet[10]);
   2036   step1[5] = vec_mergel(kernel.packet[2], kernel.packet[10]);
   2037   step1[6] = vec_mergeh(kernel.packet[3], kernel.packet[11]);
   2038   step1[7] = vec_mergel(kernel.packet[3], kernel.packet[11]);
   2039   step1[8] = vec_mergeh(kernel.packet[4], kernel.packet[12]);
   2040   step1[9] = vec_mergel(kernel.packet[4], kernel.packet[12]);
   2041   step1[10] = vec_mergeh(kernel.packet[5], kernel.packet[13]);
   2042   step1[11] = vec_mergel(kernel.packet[5], kernel.packet[13]);
   2043   step1[12] = vec_mergeh(kernel.packet[6], kernel.packet[14]);
   2044   step1[13] = vec_mergel(kernel.packet[6], kernel.packet[14]);
   2045   step1[14] = vec_mergeh(kernel.packet[7], kernel.packet[15]);
   2046   step1[15] = vec_mergel(kernel.packet[7], kernel.packet[15]);
   2047 
   2048   step2[0]  = vec_mergeh(step1[0], step1[8]);
   2049   step2[1]  = vec_mergel(step1[0], step1[8]);
   2050   step2[2]  = vec_mergeh(step1[1], step1[9]);
   2051   step2[3]  = vec_mergel(step1[1], step1[9]);
   2052   step2[4]  = vec_mergeh(step1[2], step1[10]);
   2053   step2[5]  = vec_mergel(step1[2], step1[10]);
   2054   step2[6]  = vec_mergeh(step1[3], step1[11]);
   2055   step2[7]  = vec_mergel(step1[3], step1[11]);
   2056   step2[8]  = vec_mergeh(step1[4], step1[12]);
   2057   step2[9]  = vec_mergel(step1[4], step1[12]);
   2058   step2[10] = vec_mergeh(step1[5], step1[13]);
   2059   step2[11] = vec_mergel(step1[5], step1[13]);
   2060   step2[12] = vec_mergeh(step1[6], step1[14]);
   2061   step2[13] = vec_mergel(step1[6], step1[14]);
   2062   step2[14] = vec_mergeh(step1[7], step1[15]);
   2063   step2[15] = vec_mergel(step1[7], step1[15]);
   2064 
   2065   step3[0]  = vec_mergeh(step2[0], step2[8]);
   2066   step3[1]  = vec_mergel(step2[0], step2[8]);
   2067   step3[2]  = vec_mergeh(step2[1], step2[9]);
   2068   step3[3]  = vec_mergel(step2[1], step2[9]);
   2069   step3[4]  = vec_mergeh(step2[2], step2[10]);
   2070   step3[5]  = vec_mergel(step2[2], step2[10]);
   2071   step3[6]  = vec_mergeh(step2[3], step2[11]);
   2072   step3[7]  = vec_mergel(step2[3], step2[11]);
   2073   step3[8]  = vec_mergeh(step2[4], step2[12]);
   2074   step3[9]  = vec_mergel(step2[4], step2[12]);
   2075   step3[10] = vec_mergeh(step2[5], step2[13]);
   2076   step3[11] = vec_mergel(step2[5], step2[13]);
   2077   step3[12] = vec_mergeh(step2[6], step2[14]);
   2078   step3[13] = vec_mergel(step2[6], step2[14]);
   2079   step3[14] = vec_mergeh(step2[7], step2[15]);
   2080   step3[15] = vec_mergel(step2[7], step2[15]);
   2081 
   2082   kernel.packet[0]  = vec_mergeh(step3[0], step3[8]);
   2083   kernel.packet[1]  = vec_mergel(step3[0], step3[8]);
   2084   kernel.packet[2]  = vec_mergeh(step3[1], step3[9]);
   2085   kernel.packet[3]  = vec_mergel(step3[1], step3[9]);
   2086   kernel.packet[4]  = vec_mergeh(step3[2], step3[10]);
   2087   kernel.packet[5]  = vec_mergel(step3[2], step3[10]);
   2088   kernel.packet[6]  = vec_mergeh(step3[3], step3[11]);
   2089   kernel.packet[7]  = vec_mergel(step3[3], step3[11]);
   2090   kernel.packet[8]  = vec_mergeh(step3[4], step3[12]);
   2091   kernel.packet[9]  = vec_mergel(step3[4], step3[12]);
   2092   kernel.packet[10] = vec_mergeh(step3[5], step3[13]);
   2093   kernel.packet[11] = vec_mergel(step3[5], step3[13]);
   2094   kernel.packet[12] = vec_mergeh(step3[6], step3[14]);
   2095   kernel.packet[13] = vec_mergel(step3[6], step3[14]);
   2096   kernel.packet[14] = vec_mergeh(step3[7], step3[15]);
   2097   kernel.packet[15] = vec_mergel(step3[7], step3[15]);
   2098 }
   2099 
   2100 template<typename Packet> EIGEN_STRONG_INLINE
   2101 Packet pblend4(const Selector<4>& ifPacket, const Packet& thenPacket, const Packet& elsePacket) {
   2102   Packet4ui select = { ifPacket.select[0], ifPacket.select[1], ifPacket.select[2], ifPacket.select[3] };
   2103   Packet4ui mask = reinterpret_cast<Packet4ui>(vec_cmpeq(reinterpret_cast<Packet4ui>(select), reinterpret_cast<Packet4ui>(p4i_ONE)));
   2104   return vec_sel(elsePacket, thenPacket, mask);
   2105 }
   2106 
   2107 template<> EIGEN_STRONG_INLINE Packet4i pblend(const Selector<4>& ifPacket, const Packet4i& thenPacket, const Packet4i& elsePacket) {
   2108   return pblend4<Packet4i>(ifPacket, thenPacket, elsePacket);
   2109 }
   2110 
   2111 template<> EIGEN_STRONG_INLINE Packet4f pblend(const Selector<4>& ifPacket, const Packet4f& thenPacket, const Packet4f& elsePacket) {
   2112   return pblend4<Packet4f>(ifPacket, thenPacket, elsePacket);
   2113 }
   2114 
   2115 template<> EIGEN_STRONG_INLINE Packet8s pblend(const Selector<8>& ifPacket, const Packet8s& thenPacket, const Packet8s& elsePacket) {
   2116   Packet8us select = { ifPacket.select[0], ifPacket.select[1], ifPacket.select[2], ifPacket.select[3],
   2117                        ifPacket.select[4], ifPacket.select[5], ifPacket.select[6], ifPacket.select[7] };
   2118   Packet8us mask = reinterpret_cast<Packet8us>(vec_cmpeq(select, p8us_ONE));
   2119   Packet8s result = vec_sel(elsePacket, thenPacket, mask);
   2120   return result;
   2121 }
   2122 
   2123 template<> EIGEN_STRONG_INLINE Packet8us pblend(const Selector<8>& ifPacket, const Packet8us& thenPacket, const Packet8us& elsePacket) {
   2124   Packet8us select = { ifPacket.select[0], ifPacket.select[1], ifPacket.select[2], ifPacket.select[3],
   2125                        ifPacket.select[4], ifPacket.select[5], ifPacket.select[6], ifPacket.select[7] };
   2126   Packet8us mask = reinterpret_cast<Packet8us>(vec_cmpeq(reinterpret_cast<Packet8us>(select), p8us_ONE));
   2127   return vec_sel(elsePacket, thenPacket, mask);
   2128 }
   2129 
   2130 template<> EIGEN_STRONG_INLINE Packet8bf pblend(const Selector<8>& ifPacket, const Packet8bf& thenPacket, const Packet8bf& elsePacket) {
   2131   return pblend<Packet8us>(ifPacket, thenPacket, elsePacket);
   2132 }
   2133 
   2134 template<> EIGEN_STRONG_INLINE Packet16c pblend(const Selector<16>& ifPacket, const Packet16c& thenPacket, const Packet16c& elsePacket) {
   2135   Packet16uc select = { ifPacket.select[0], ifPacket.select[1], ifPacket.select[2], ifPacket.select[3],
   2136                        ifPacket.select[4], ifPacket.select[5], ifPacket.select[6], ifPacket.select[7],
   2137                        ifPacket.select[8], ifPacket.select[9], ifPacket.select[10], ifPacket.select[11],
   2138                        ifPacket.select[12], ifPacket.select[13], ifPacket.select[14], ifPacket.select[15] };
   2139 
   2140   Packet16uc mask = reinterpret_cast<Packet16uc>(vec_cmpeq(reinterpret_cast<Packet16uc>(select), p16uc_ONE));
   2141   return vec_sel(elsePacket, thenPacket, mask);
   2142 }
   2143 
   2144 template<> EIGEN_STRONG_INLINE Packet16uc pblend(const Selector<16>& ifPacket, const Packet16uc& thenPacket, const Packet16uc& elsePacket) {
   2145   Packet16uc select = { ifPacket.select[0], ifPacket.select[1], ifPacket.select[2], ifPacket.select[3],
   2146                        ifPacket.select[4], ifPacket.select[5], ifPacket.select[6], ifPacket.select[7],
   2147                        ifPacket.select[8], ifPacket.select[9], ifPacket.select[10], ifPacket.select[11],
   2148                        ifPacket.select[12], ifPacket.select[13], ifPacket.select[14], ifPacket.select[15] };
   2149 
   2150   Packet16uc mask = reinterpret_cast<Packet16uc>(vec_cmpeq(reinterpret_cast<Packet16uc>(select), p16uc_ONE));
   2151   return vec_sel(elsePacket, thenPacket, mask);
   2152 }
   2153 
   2154 template <>
   2155 struct type_casting_traits<float, int> {
   2156   enum {
   2157     VectorizedCast = 1,
   2158     SrcCoeffRatio = 1,
   2159     TgtCoeffRatio = 1
   2160   };
   2161 };
   2162 
   2163 template <>
   2164 struct type_casting_traits<int, float> {
   2165   enum {
   2166     VectorizedCast = 1,
   2167     SrcCoeffRatio = 1,
   2168     TgtCoeffRatio = 1
   2169   };
   2170 };
   2171 
   2172 template <>
   2173 struct type_casting_traits<bfloat16, unsigned short int> {
   2174   enum {
   2175     VectorizedCast = 1,
   2176     SrcCoeffRatio = 1,
   2177     TgtCoeffRatio = 1
   2178   };
   2179 };
   2180 
   2181 template <>
   2182 struct type_casting_traits<unsigned short int, bfloat16> {
   2183   enum {
   2184     VectorizedCast = 1,
   2185     SrcCoeffRatio = 1,
   2186     TgtCoeffRatio = 1
   2187   };
   2188 };
   2189 
   2190 template<> EIGEN_STRONG_INLINE Packet4i pcast<Packet4f, Packet4i>(const Packet4f& a) {
   2191   return vec_cts(a,0);
   2192 }
   2193 
   2194 template<> EIGEN_STRONG_INLINE Packet4ui pcast<Packet4f, Packet4ui>(const Packet4f& a) {
   2195   return vec_ctu(a,0);
   2196 }
   2197 
   2198 template<> EIGEN_STRONG_INLINE Packet4f pcast<Packet4i, Packet4f>(const Packet4i& a) {
   2199   return vec_ctf(a,0);
   2200 }
   2201 
   2202 template<> EIGEN_STRONG_INLINE Packet4f pcast<Packet4ui, Packet4f>(const Packet4ui& a) {
   2203   return vec_ctf(a,0);
   2204 }
   2205 
   2206 template<> EIGEN_STRONG_INLINE Packet8us pcast<Packet8bf, Packet8us>(const Packet8bf& a) {
   2207   Packet4f float_even = Bf16ToF32Even(a);
   2208   Packet4f float_odd = Bf16ToF32Odd(a);
   2209   Packet4ui int_even = pcast<Packet4f, Packet4ui>(float_even);
   2210   Packet4ui int_odd = pcast<Packet4f, Packet4ui>(float_odd);
   2211   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(low_mask, 0x0000FFFF);
   2212   Packet4ui low_even = pand<Packet4ui>(int_even, p4ui_low_mask);
   2213   Packet4ui low_odd = pand<Packet4ui>(int_odd, p4ui_low_mask);
   2214 
   2215   //Check values that are bigger than USHRT_MAX (0xFFFF)
   2216   Packet4bi overflow_selector;
   2217   if(vec_any_gt(int_even, p4ui_low_mask)){
   2218     overflow_selector = vec_cmpgt(int_even, p4ui_low_mask);
   2219     low_even = vec_sel(low_even, p4ui_low_mask, overflow_selector);
   2220   }
   2221   if(vec_any_gt(int_odd, p4ui_low_mask)){
   2222     overflow_selector = vec_cmpgt(int_odd, p4ui_low_mask);
   2223     low_odd = vec_sel(low_even, p4ui_low_mask, overflow_selector);
   2224   }
   2225 
   2226   low_odd = plogical_shift_left<16>(low_odd);
   2227 
   2228   Packet4ui int_final = por<Packet4ui>(low_even, low_odd);
   2229   return reinterpret_cast<Packet8us>(int_final);
   2230 }
   2231 
   2232 template<> EIGEN_STRONG_INLINE Packet8bf pcast<Packet8us, Packet8bf>(const Packet8us& a) {
   2233   //short -> int -> float -> bfloat16
   2234   const _EIGEN_DECLARE_CONST_FAST_Packet4ui(low_mask, 0x0000FFFF);
   2235   Packet4ui int_cast = reinterpret_cast<Packet4ui>(a);
   2236   Packet4ui int_even = pand<Packet4ui>(int_cast, p4ui_low_mask);
   2237   Packet4ui int_odd = plogical_shift_right<16>(int_cast);
   2238   Packet4f float_even = pcast<Packet4ui, Packet4f>(int_even);
   2239   Packet4f float_odd = pcast<Packet4ui, Packet4f>(int_odd);
   2240   return F32ToBf16(float_even, float_odd);
   2241 }
   2242 
   2243 
   2244 template<> EIGEN_STRONG_INLINE Packet4i preinterpret<Packet4i,Packet4f>(const Packet4f& a) {
   2245   return reinterpret_cast<Packet4i>(a);
   2246 }
   2247 
   2248 template<> EIGEN_STRONG_INLINE Packet4f preinterpret<Packet4f,Packet4i>(const Packet4i& a) {
   2249   return reinterpret_cast<Packet4f>(a);
   2250 }
   2251 
   2252 
   2253 
   2254 //---------- double ----------
   2255 #ifdef __VSX__
   2256 typedef __vector double              Packet2d;
   2257 typedef __vector unsigned long long  Packet2ul;
   2258 typedef __vector long long           Packet2l;
   2259 #if EIGEN_COMP_CLANG
   2260 typedef Packet2ul                    Packet2bl;
   2261 #else
   2262 typedef __vector __bool long         Packet2bl;
   2263 #endif
   2264 
   2265 static Packet2l  p2l_ONE  = { 1, 1 };
   2266 static Packet2l  p2l_ZERO = reinterpret_cast<Packet2l>(p4i_ZERO);
   2267 static Packet2ul p2ul_SIGN = { 0x8000000000000000ull, 0x8000000000000000ull };
   2268 static Packet2ul p2ul_PREV0DOT5 = { 0x3FDFFFFFFFFFFFFFull, 0x3FDFFFFFFFFFFFFFull };
   2269 static Packet2d  p2d_ONE  = { 1.0, 1.0 };
   2270 static Packet2d  p2d_ZERO = reinterpret_cast<Packet2d>(p4f_ZERO);
   2271 static Packet2d  p2d_MZERO = { numext::bit_cast<double>(0x8000000000000000ull),
   2272                                numext::bit_cast<double>(0x8000000000000000ull) };
   2273 
   2274 #ifdef _BIG_ENDIAN
   2275 static Packet2d p2d_COUNTDOWN = reinterpret_cast<Packet2d>(vec_sld(reinterpret_cast<Packet4f>(p2d_ZERO), reinterpret_cast<Packet4f>(p2d_ONE), 8));
   2276 #else
   2277 static Packet2d p2d_COUNTDOWN = reinterpret_cast<Packet2d>(vec_sld(reinterpret_cast<Packet4f>(p2d_ONE), reinterpret_cast<Packet4f>(p2d_ZERO), 8));
   2278 #endif
   2279 
   2280 template<int index> Packet2d vec_splat_dbl(Packet2d& a)
   2281 {
   2282   return vec_splat(a, index);
   2283 }
   2284 
   2285 template<> struct packet_traits<double> : default_packet_traits
   2286 {
   2287   typedef Packet2d type;
   2288   typedef Packet2d half;
   2289   enum {
   2290     Vectorizable = 1,
   2291     AlignedOnScalar = 1,
   2292     size=2,
   2293     HasHalfPacket = 1,
   2294 
   2295     HasAdd  = 1,
   2296     HasSub  = 1,
   2297     HasMul  = 1,
   2298     HasDiv  = 1,
   2299     HasMin  = 1,
   2300     HasMax  = 1,
   2301     HasAbs  = 1,
   2302     HasSin  = 0,
   2303     HasCos  = 0,
   2304     HasLog  = 0,
   2305     HasExp  = 1,
   2306     HasSqrt = 1,
   2307     HasRsqrt = 1,
   2308     HasRound = 1,
   2309     HasFloor = 1,
   2310     HasCeil = 1,
   2311     HasRint = 1,
   2312     HasNegate = 1,
   2313     HasBlend = 1
   2314   };
   2315 };
   2316 
   2317 template<> struct unpacket_traits<Packet2d> { typedef double type; enum {size=2, alignment=Aligned16, vectorizable=true, masked_load_available=false, masked_store_available=false}; typedef Packet2d half; };
   2318 
   2319 inline std::ostream & operator <<(std::ostream & s, const Packet2l & v)
   2320 {
   2321   union {
   2322     Packet2l   v;
   2323     int64_t n[2];
   2324   } vt;
   2325   vt.v = v;
   2326   s << vt.n[0] << ", " << vt.n[1];
   2327   return s;
   2328 }
   2329 
   2330 inline std::ostream & operator <<(std::ostream & s, const Packet2d & v)
   2331 {
   2332   union {
   2333     Packet2d   v;
   2334     double n[2];
   2335   } vt;
   2336   vt.v = v;
   2337   s << vt.n[0] << ", " << vt.n[1];
   2338   return s;
   2339 }
   2340 
   2341 // Need to define them first or we get specialization after instantiation errors
   2342 template<> EIGEN_STRONG_INLINE Packet2d pload<Packet2d>(const double* from)
   2343 {
   2344   EIGEN_DEBUG_ALIGNED_LOAD
   2345   return vec_xl(0, const_cast<double *>(from)); // cast needed by Clang
   2346 }
   2347 
   2348 template<> EIGEN_STRONG_INLINE void pstore<double>(double*   to, const Packet2d& from)
   2349 {
   2350   EIGEN_DEBUG_ALIGNED_STORE
   2351   vec_xst(from, 0, to);
   2352 }
   2353 
   2354 template<> EIGEN_STRONG_INLINE Packet2d pset1<Packet2d>(const double&  from) {
   2355   Packet2d v = {from, from};
   2356   return v;
   2357 }
   2358 
   2359 template<> EIGEN_STRONG_INLINE Packet2d pset1frombits<Packet2d>(unsigned long from) {
   2360   Packet2l v = {static_cast<long long>(from), static_cast<long long>(from)};
   2361   return reinterpret_cast<Packet2d>(v);
   2362 }
   2363 
   2364 template<> EIGEN_STRONG_INLINE void
   2365 pbroadcast4<Packet2d>(const double *a,
   2366                       Packet2d& a0, Packet2d& a1, Packet2d& a2, Packet2d& a3)
   2367 {
   2368   //This way is faster than vec_splat (at least for doubles in Power 9)
   2369   a0 = pset1<Packet2d>(a[0]);
   2370   a1 = pset1<Packet2d>(a[1]);
   2371   a2 = pset1<Packet2d>(a[2]);
   2372   a3 = pset1<Packet2d>(a[3]);
   2373 }
   2374 
   2375 template<> EIGEN_DEVICE_FUNC inline Packet2d pgather<double, Packet2d>(const double* from, Index stride)
   2376 {
   2377   EIGEN_ALIGN16 double af[2];
   2378   af[0] = from[0*stride];
   2379   af[1] = from[1*stride];
   2380  return pload<Packet2d>(af);
   2381 }
   2382 template<> EIGEN_DEVICE_FUNC inline void pscatter<double, Packet2d>(double* to, const Packet2d& from, Index stride)
   2383 {
   2384   EIGEN_ALIGN16 double af[2];
   2385   pstore<double>(af, from);
   2386   to[0*stride] = af[0];
   2387   to[1*stride] = af[1];
   2388 }
   2389 
   2390 template<> EIGEN_STRONG_INLINE Packet2d plset<Packet2d>(const double& a) { return pset1<Packet2d>(a) + p2d_COUNTDOWN; }
   2391 
   2392 template<> EIGEN_STRONG_INLINE Packet2d padd<Packet2d>(const Packet2d& a, const Packet2d& b) { return a + b; }
   2393 
   2394 template<> EIGEN_STRONG_INLINE Packet2d psub<Packet2d>(const Packet2d& a, const Packet2d& b) { return a - b; }
   2395 
   2396 template<> EIGEN_STRONG_INLINE Packet2d pnegate(const Packet2d& a) { return p2d_ZERO - a; }
   2397 
   2398 template<> EIGEN_STRONG_INLINE Packet2d pconj(const Packet2d& a) { return a; }
   2399 
   2400 template<> EIGEN_STRONG_INLINE Packet2d pmul<Packet2d>(const Packet2d& a, const Packet2d& b) { return vec_madd(a,b,p2d_MZERO); }
   2401 template<> EIGEN_STRONG_INLINE Packet2d pdiv<Packet2d>(const Packet2d& a, const Packet2d& b) { return vec_div(a,b); }
   2402 
   2403 // for some weird raisons, it has to be overloaded for packet of integers
   2404 template<> EIGEN_STRONG_INLINE Packet2d pmadd(const Packet2d& a, const Packet2d& b, const Packet2d& c) { return vec_madd(a, b, c); }
   2405 
   2406 template<> EIGEN_STRONG_INLINE Packet2d pmin<Packet2d>(const Packet2d& a, const Packet2d& b)
   2407 {
   2408   // NOTE: about 10% slower than vec_min, but consistent with std::min and SSE regarding NaN
   2409   Packet2d ret;
   2410   __asm__ ("xvcmpgedp %x0,%x1,%x2\n\txxsel %x0,%x1,%x2,%x0" : "=&wa" (ret) : "wa" (a), "wa" (b));
   2411   return ret;
   2412  }
   2413 
   2414 template<> EIGEN_STRONG_INLINE Packet2d pmax<Packet2d>(const Packet2d& a, const Packet2d& b)
   2415 {
   2416   // NOTE: about 10% slower than vec_max, but consistent with std::max and SSE regarding NaN
   2417   Packet2d ret;
   2418   __asm__ ("xvcmpgtdp %x0,%x2,%x1\n\txxsel %x0,%x1,%x2,%x0" : "=&wa" (ret) : "wa" (a), "wa" (b));
   2419   return ret;
   2420 }
   2421 
   2422 template<> EIGEN_STRONG_INLINE Packet2d pcmp_le(const Packet2d& a, const Packet2d& b) { return reinterpret_cast<Packet2d>(vec_cmple(a,b)); }
   2423 template<> EIGEN_STRONG_INLINE Packet2d pcmp_lt(const Packet2d& a, const Packet2d& b) { return reinterpret_cast<Packet2d>(vec_cmplt(a,b)); }
   2424 template<> EIGEN_STRONG_INLINE Packet2d pcmp_eq(const Packet2d& a, const Packet2d& b) { return reinterpret_cast<Packet2d>(vec_cmpeq(a,b)); }
   2425 template<> EIGEN_STRONG_INLINE Packet2d pcmp_lt_or_nan(const Packet2d& a, const Packet2d& b) {
   2426   Packet2d c = reinterpret_cast<Packet2d>(vec_cmpge(a,b));
   2427   return vec_nor(c,c);
   2428 }
   2429 
   2430 template<> EIGEN_STRONG_INLINE Packet2d pand<Packet2d>(const Packet2d& a, const Packet2d& b) { return vec_and(a, b); }
   2431 
   2432 template<> EIGEN_STRONG_INLINE Packet2d por<Packet2d>(const Packet2d& a, const Packet2d& b) { return vec_or(a, b); }
   2433 
   2434 template<> EIGEN_STRONG_INLINE Packet2d pxor<Packet2d>(const Packet2d& a, const Packet2d& b) { return vec_xor(a, b); }
   2435 
   2436 template<> EIGEN_STRONG_INLINE Packet2d pandnot<Packet2d>(const Packet2d& a, const Packet2d& b) { return vec_and(a, vec_nor(b, b)); }
   2437 
   2438 template<> EIGEN_STRONG_INLINE Packet2d pround<Packet2d>(const Packet2d& a)
   2439 {
   2440     Packet2d t = vec_add(reinterpret_cast<Packet2d>(vec_or(vec_and(reinterpret_cast<Packet2ul>(a), p2ul_SIGN), p2ul_PREV0DOT5)), a);
   2441     Packet2d res;
   2442 
   2443     __asm__("xvrdpiz %x0, %x1\n\t"
   2444         : "=&wa" (res)
   2445         : "wa" (t));
   2446 
   2447     return res;
   2448 }
   2449 template<> EIGEN_STRONG_INLINE Packet2d pceil<Packet2d>(const  Packet2d& a) { return vec_ceil(a); }
   2450 template<> EIGEN_STRONG_INLINE Packet2d pfloor<Packet2d>(const Packet2d& a) { return vec_floor(a); }
   2451 template<> EIGEN_STRONG_INLINE Packet2d print<Packet2d>(const Packet2d& a)
   2452 {
   2453     Packet2d res;
   2454 
   2455     __asm__("xvrdpic %x0, %x1\n\t"
   2456         : "=&wa" (res)
   2457         : "wa" (a));
   2458 
   2459     return res;
   2460 }
   2461 
   2462 template<> EIGEN_STRONG_INLINE Packet2d ploadu<Packet2d>(const double* from)
   2463 {
   2464   EIGEN_DEBUG_UNALIGNED_LOAD
   2465   return vec_xl(0, const_cast<double*>(from));
   2466 }
   2467 
   2468 template<> EIGEN_STRONG_INLINE Packet2d ploaddup<Packet2d>(const double*   from)
   2469 {
   2470   Packet2d p;
   2471   if((std::ptrdiff_t(from) % 16) == 0)  p = pload<Packet2d>(from);
   2472   else                                  p = ploadu<Packet2d>(from);
   2473   return vec_splat_dbl<0>(p);
   2474 }
   2475 
   2476 template<> EIGEN_STRONG_INLINE void pstoreu<double>(double*  to, const Packet2d& from)
   2477 {
   2478   EIGEN_DEBUG_UNALIGNED_STORE
   2479   vec_xst(from, 0, to);
   2480 }
   2481 
   2482 template<> EIGEN_STRONG_INLINE void prefetch<double>(const double* addr) { EIGEN_PPC_PREFETCH(addr); }
   2483 
   2484 template<> EIGEN_STRONG_INLINE double  pfirst<Packet2d>(const Packet2d& a) { EIGEN_ALIGN16 double x[2]; pstore<double>(x, a); return x[0]; }
   2485 
   2486 template<> EIGEN_STRONG_INLINE Packet2d preverse(const Packet2d& a)
   2487 {
   2488   return reinterpret_cast<Packet2d>(vec_perm(reinterpret_cast<Packet16uc>(a), reinterpret_cast<Packet16uc>(a), p16uc_REVERSE64));
   2489 }
   2490 template<> EIGEN_STRONG_INLINE Packet2d pabs(const Packet2d& a) { return vec_abs(a); }
   2491 
   2492 // VSX support varies between different compilers and even different
   2493 // versions of the same compiler.  For gcc version >= 4.9.3, we can use
   2494 // vec_cts to efficiently convert Packet2d to Packet2l.  Otherwise, use
   2495 // a slow version that works with older compilers. 
   2496 // Update: apparently vec_cts/vec_ctf intrinsics for 64-bit doubles
   2497 // are buggy, https://gcc.gnu.org/bugzilla/show_bug.cgi?id=70963
   2498 template<>
   2499 inline Packet2l pcast<Packet2d, Packet2l>(const Packet2d& x) {
   2500 #if EIGEN_GNUC_AT_LEAST(5, 4) || \
   2501     (EIGEN_GNUC_AT(6, 1) && __GNUC_PATCHLEVEL__ >= 1)
   2502   return vec_cts(x, 0);    // TODO: check clang version.
   2503 #else
   2504   double tmp[2];
   2505   memcpy(tmp, &x, sizeof(tmp));
   2506   Packet2l l = { static_cast<long long>(tmp[0]),
   2507                  static_cast<long long>(tmp[1]) };
   2508   return l;
   2509 #endif
   2510 }
   2511 
   2512 template<>
   2513 inline Packet2d pcast<Packet2l, Packet2d>(const Packet2l& x) {
   2514   unsigned long long tmp[2];
   2515   memcpy(tmp, &x, sizeof(tmp));
   2516   Packet2d d = { static_cast<double>(tmp[0]),
   2517                  static_cast<double>(tmp[1]) };
   2518   return d;
   2519 }
   2520 
   2521 
   2522 // Packet2l shifts.
   2523 // For POWER8 we simply use vec_sr/l. 
   2524 //
   2525 // Things are more complicated for POWER7. There is actually a
   2526 // vec_xxsxdi intrinsic but it is not supported by some gcc versions.
   2527 // So we need to shift by N % 32 and rearrage bytes.
   2528 #ifdef __POWER8_VECTOR__
   2529 
   2530 template<int N>
   2531 EIGEN_STRONG_INLINE Packet2l plogical_shift_left(const Packet2l& a) {
   2532   const Packet2ul shift = { N, N };
   2533   return vec_sl(a, shift); 
   2534 }
   2535 
   2536 template<int N>
   2537 EIGEN_STRONG_INLINE Packet2l plogical_shift_right(const Packet2l& a) {
   2538   const Packet2ul shift = { N, N };
   2539   return vec_sr(a, shift); 
   2540 }
   2541 
   2542 #else
   2543 
   2544 // Shifts [A, B, C, D] to [B, 0, D, 0].
   2545 // Used to implement left shifts for Packet2l.
   2546 EIGEN_ALWAYS_INLINE Packet4i shift_even_left(const Packet4i& a) {
   2547   static const Packet16uc perm = {
   2548       0x14, 0x15, 0x16, 0x17, 0x00, 0x01, 0x02, 0x03, 
   2549       0x1c, 0x1d, 0x1e, 0x1f, 0x08, 0x09, 0x0a, 0x0b };
   2550   #ifdef  _BIG_ENDIAN
   2551     return vec_perm(p4i_ZERO, a, perm);
   2552   #else
   2553     return vec_perm(a, p4i_ZERO, perm);
   2554   #endif
   2555 }
   2556 
   2557 // Shifts [A, B, C, D] to [0, A, 0, C].
   2558 // Used to implement right shifts for Packet2l.
   2559 EIGEN_ALWAYS_INLINE Packet4i shift_odd_right(const Packet4i& a) {
   2560   static const Packet16uc perm = {
   2561       0x04, 0x05, 0x06, 0x07, 0x10, 0x11, 0x12, 0x13, 
   2562       0x0c, 0x0d, 0x0e, 0x0f, 0x18, 0x19, 0x1a, 0x1b };
   2563   #ifdef  _BIG_ENDIAN
   2564     return vec_perm(p4i_ZERO, a, perm);
   2565   #else
   2566     return vec_perm(a, p4i_ZERO, perm);
   2567   #endif
   2568 }
   2569 
   2570 template<int N, typename EnableIf = void>
   2571 struct plogical_shift_left_impl;
   2572 
   2573 template<int N>
   2574 struct plogical_shift_left_impl<N, typename enable_if<(N < 32) && (N >= 0)>::type> {
   2575   static EIGEN_STRONG_INLINE Packet2l run(const Packet2l& a) {
   2576     static const unsigned n = static_cast<unsigned>(N);
   2577     const Packet4ui shift = {n, n, n, n};
   2578     const Packet4i ai = reinterpret_cast<Packet4i>(a);
   2579     static const unsigned m = static_cast<unsigned>(32 - N);
   2580     const Packet4ui shift_right = {m, m, m, m};
   2581     const Packet4i out_hi = vec_sl(ai, shift);
   2582     const Packet4i out_lo = shift_even_left(vec_sr(ai, shift_right));
   2583     return reinterpret_cast<Packet2l>(por<Packet4i>(out_hi, out_lo));
   2584   }
   2585 };
   2586 
   2587 template<int N>
   2588 struct plogical_shift_left_impl<N, typename enable_if<(N >= 32)>::type> {
   2589   static EIGEN_STRONG_INLINE Packet2l run(const Packet2l& a) {
   2590     static const unsigned m = static_cast<unsigned>(N - 32);
   2591     const Packet4ui shift = {m, m, m, m};
   2592     const Packet4i ai = reinterpret_cast<Packet4i>(a);
   2593     return reinterpret_cast<Packet2l>(shift_even_left(vec_sl(ai, shift)));
   2594   }
   2595 };
   2596 
   2597 template<int N>
   2598 EIGEN_STRONG_INLINE Packet2l plogical_shift_left(const Packet2l& a) {
   2599   return plogical_shift_left_impl<N>::run(a); 
   2600 }
   2601 
   2602 template<int N, typename EnableIf = void>
   2603 struct plogical_shift_right_impl;
   2604 
   2605 template<int N>
   2606 struct plogical_shift_right_impl<N, typename enable_if<(N < 32) && (N >= 0)>::type> {
   2607   static EIGEN_STRONG_INLINE Packet2l run(const Packet2l& a) {
   2608     static const unsigned n = static_cast<unsigned>(N);
   2609     const Packet4ui shift = {n, n, n, n};
   2610     const Packet4i ai = reinterpret_cast<Packet4i>(a);
   2611     static const unsigned m = static_cast<unsigned>(32 - N);
   2612     const Packet4ui shift_left = {m, m, m, m};
   2613     const Packet4i out_lo = vec_sr(ai, shift);
   2614     const Packet4i out_hi = shift_odd_right(vec_sl(ai, shift_left));
   2615     return reinterpret_cast<Packet2l>(por<Packet4i>(out_hi, out_lo));
   2616   }
   2617 };
   2618 
   2619 template<int N>
   2620 struct plogical_shift_right_impl<N, typename enable_if<(N >= 32)>::type> {
   2621   static EIGEN_STRONG_INLINE Packet2l run(const Packet2l& a) {
   2622     static const unsigned m = static_cast<unsigned>(N - 32);
   2623     const Packet4ui shift = {m, m, m, m};
   2624     const Packet4i ai = reinterpret_cast<Packet4i>(a);
   2625     return reinterpret_cast<Packet2l>(shift_odd_right(vec_sr(ai, shift)));
   2626   }
   2627 };
   2628 
   2629 template<int N>
   2630 EIGEN_STRONG_INLINE Packet2l plogical_shift_right(const Packet2l& a) {
   2631   return plogical_shift_right_impl<N>::run(a); 
   2632 }
   2633 #endif
   2634 
   2635 template<> EIGEN_STRONG_INLINE Packet2d pldexp<Packet2d>(const Packet2d& a, const Packet2d& exponent) {
   2636   // Clamp exponent to [-2099, 2099]
   2637   const Packet2d max_exponent = pset1<Packet2d>(2099.0);
   2638   const Packet2l e = pcast<Packet2d, Packet2l>(pmin(pmax(exponent, pnegate(max_exponent)), max_exponent));
   2639 
   2640   // Split 2^e into four factors and multiply:
   2641   const Packet2l  bias = { 1023, 1023 };
   2642   Packet2l b = plogical_shift_right<2>(e);  // floor(e/4)
   2643   Packet2d c = reinterpret_cast<Packet2d>(plogical_shift_left<52>(b + bias));
   2644   Packet2d out = pmul(pmul(pmul(a, c), c), c); // a * 2^(3b)
   2645   b = psub(psub(psub(e, b), b), b);  // e - 3b
   2646   c = reinterpret_cast<Packet2d>(plogical_shift_left<52>(b + bias)); // 2^(e - 3b)
   2647   out = pmul(out, c); // a * 2^e
   2648   return out;
   2649 }
   2650 
   2651 
   2652 // Extract exponent without existence of Packet2l.
   2653 template<>
   2654 EIGEN_STRONG_INLINE  
   2655 Packet2d pfrexp_generic_get_biased_exponent(const Packet2d& a) {
   2656   return pcast<Packet2l, Packet2d>(plogical_shift_right<52>(reinterpret_cast<Packet2l>(pabs(a))));
   2657 }
   2658 
   2659 template<> EIGEN_STRONG_INLINE Packet2d pfrexp<Packet2d> (const Packet2d& a, Packet2d& exponent) {
   2660   return pfrexp_generic(a, exponent);
   2661 }
   2662 
   2663 template<> EIGEN_STRONG_INLINE double predux<Packet2d>(const Packet2d& a)
   2664 {
   2665   Packet2d b, sum;
   2666   b   = reinterpret_cast<Packet2d>(vec_sld(reinterpret_cast<Packet4f>(a), reinterpret_cast<Packet4f>(a), 8));
   2667   sum = a + b;
   2668   return pfirst<Packet2d>(sum);
   2669 }
   2670 
   2671 // Other reduction functions:
   2672 // mul
   2673 template<> EIGEN_STRONG_INLINE double predux_mul<Packet2d>(const Packet2d& a)
   2674 {
   2675   return pfirst(pmul(a, reinterpret_cast<Packet2d>(vec_sld(reinterpret_cast<Packet4ui>(a), reinterpret_cast<Packet4ui>(a), 8))));
   2676 }
   2677 
   2678 // min
   2679 template<> EIGEN_STRONG_INLINE double predux_min<Packet2d>(const Packet2d& a)
   2680 {
   2681   return pfirst(pmin(a, reinterpret_cast<Packet2d>(vec_sld(reinterpret_cast<Packet4ui>(a), reinterpret_cast<Packet4ui>(a), 8))));
   2682 }
   2683 
   2684 // max
   2685 template<> EIGEN_STRONG_INLINE double predux_max<Packet2d>(const Packet2d& a)
   2686 {
   2687   return pfirst(pmax(a, reinterpret_cast<Packet2d>(vec_sld(reinterpret_cast<Packet4ui>(a), reinterpret_cast<Packet4ui>(a), 8))));
   2688 }
   2689 
   2690 EIGEN_DEVICE_FUNC inline void
   2691 ptranspose(PacketBlock<Packet2d,2>& kernel) {
   2692   Packet2d t0, t1;
   2693   t0 = vec_perm(kernel.packet[0], kernel.packet[1], p16uc_TRANSPOSE64_HI);
   2694   t1 = vec_perm(kernel.packet[0], kernel.packet[1], p16uc_TRANSPOSE64_LO);
   2695   kernel.packet[0] = t0;
   2696   kernel.packet[1] = t1;
   2697 }
   2698 
   2699 template<> EIGEN_STRONG_INLINE Packet2d pblend(const Selector<2>& ifPacket, const Packet2d& thenPacket, const Packet2d& elsePacket) {
   2700   Packet2l select = { ifPacket.select[0], ifPacket.select[1] };
   2701   Packet2bl mask = reinterpret_cast<Packet2bl>( vec_cmpeq(reinterpret_cast<Packet2d>(select), reinterpret_cast<Packet2d>(p2l_ONE)) );
   2702   return vec_sel(elsePacket, thenPacket, mask);
   2703 }
   2704 
   2705 
   2706 #endif // __VSX__
   2707 } // end namespace internal
   2708 
   2709 } // end namespace Eigen
   2710 
   2711 #endif // EIGEN_PACKET_MATH_ALTIVEC_H