// This file is part of Eigen, a lightweight C++ template library // for linear algebra. // // Copyright (C) 2016 Benoit Steiner // // This Source Code Form is subject to the terms of the Mozilla // Public License v. 2.0. If a copy of the MPL was not distributed // with this file, You can obtain one at http://mozilla.org/MPL/2.0/. #ifndef EIGEN_PACKET_MATH_HALF_CUDA_H #define EIGEN_PACKET_MATH_HALF_CUDA_H namespace Eigen { namespace internal { // Most of the following operations require arch >= 3.0 #if defined(EIGEN_HAS_CUDA_FP16) && defined(EIGEN_CUDACC) && defined(EIGEN_CUDA_ARCH) && EIGEN_CUDA_ARCH >= 300 template<> struct is_arithmetic { enum { value = true }; }; template<> struct packet_traits : default_packet_traits { typedef half2 type; typedef half2 half; enum { Vectorizable = 1, AlignedOnScalar = 1, size=2, HasHalfPacket = 0, HasAdd = 1, HasMul = 1, HasDiv = 1, HasSqrt = 1, HasRsqrt = 1, HasExp = 1, HasExpm1 = 1, HasLog = 1, HasLog1p = 1 }; }; template<> struct unpacket_traits { typedef Eigen::half type; enum {size=2, alignment=Aligned16}; typedef half2 half; }; template<> __device__ EIGEN_STRONG_INLINE half2 pset1(const Eigen::half& from) { return __half2half2(from); } template<> __device__ EIGEN_STRONG_INLINE half2 pload(const Eigen::half* from) { return *reinterpret_cast(from); } template<> __device__ EIGEN_STRONG_INLINE half2 ploadu(const Eigen::half* from) { return __halves2half2(from[0], from[1]); } template<> __device__ EIGEN_STRONG_INLINE half2 ploaddup(const Eigen::half* from) { return __halves2half2(from[0], from[0]); } template<> __device__ EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const half2& from) { *reinterpret_cast(to) = from; } template<> __device__ EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const half2& from) { to[0] = __low2half(from); to[1] = __high2half(from); } template<> __device__ EIGEN_ALWAYS_INLINE half2 ploadt_ro(const Eigen::half* from) { #if EIGEN_CUDA_ARCH >= 350 return __ldg((const half2*)from); #else return __halves2half2(*(from+0), *(from+1)); #endif } template<> __device__ EIGEN_ALWAYS_INLINE half2 ploadt_ro(const Eigen::half* from) { #if EIGEN_CUDA_ARCH >= 350 return __halves2half2(__ldg(from+0), __ldg(from+1)); #else return __halves2half2(*(from+0), *(from+1)); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 pgather(const Eigen::half* from, Index stride) { return __halves2half2(from[0*stride], from[1*stride]); } template<> __device__ EIGEN_STRONG_INLINE void pscatter(Eigen::half* to, const half2& from, Index stride) { to[stride*0] = __low2half(from); to[stride*1] = __high2half(from); } template<> __device__ EIGEN_STRONG_INLINE Eigen::half pfirst(const half2& a) { return __low2half(a); } template<> __device__ EIGEN_STRONG_INLINE half2 pabs(const half2& a) { half2 result; unsigned temp = *(reinterpret_cast(&(a))); *(reinterpret_cast(&(result))) = temp & 0x7FFF7FFF; return result; } __device__ EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { __half a1 = __low2half(kernel.packet[0]); __half a2 = __high2half(kernel.packet[0]); __half b1 = __low2half(kernel.packet[1]); __half b2 = __high2half(kernel.packet[1]); kernel.packet[0] = __halves2half2(a1, b1); kernel.packet[1] = __halves2half2(a2, b2); } template<> __device__ EIGEN_STRONG_INLINE half2 plset(const Eigen::half& a) { #if EIGEN_CUDA_ARCH >= 530 return __halves2half2(a, __hadd(a, __float2half(1.0f))); #else float f = __half2float(a) + 1.0f; return __halves2half2(a, __float2half(f)); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 padd(const half2& a, const half2& b) { #if EIGEN_CUDA_ARCH >= 530 return __hadd2(a, b); #else float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); float r1 = a1 + b1; float r2 = a2 + b2; return __floats2half2_rn(r1, r2); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 psub(const half2& a, const half2& b) { #if EIGEN_CUDA_ARCH >= 530 return __hsub2(a, b); #else float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); float r1 = a1 - b1; float r2 = a2 - b2; return __floats2half2_rn(r1, r2); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 pnegate(const half2& a) { #if EIGEN_CUDA_ARCH >= 530 return __hneg2(a); #else float a1 = __low2float(a); float a2 = __high2float(a); return __floats2half2_rn(-a1, -a2); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 pconj(const half2& a) { return a; } template<> __device__ EIGEN_STRONG_INLINE half2 pmul(const half2& a, const half2& b) { #if EIGEN_CUDA_ARCH >= 530 return __hmul2(a, b); #else float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); float r1 = a1 * b1; float r2 = a2 * b2; return __floats2half2_rn(r1, r2); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 pmadd(const half2& a, const half2& b, const half2& c) { #if EIGEN_CUDA_ARCH >= 530 return __hfma2(a, b, c); #else float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); float c1 = __low2float(c); float c2 = __high2float(c); float r1 = a1 * b1 + c1; float r2 = a2 * b2 + c2; return __floats2half2_rn(r1, r2); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 pdiv(const half2& a, const half2& b) { float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); float r1 = a1 / b1; float r2 = a2 / b2; return __floats2half2_rn(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE half2 pmin(const half2& a, const half2& b) { float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); __half r1 = a1 < b1 ? __low2half(a) : __low2half(b); __half r2 = a2 < b2 ? __high2half(a) : __high2half(b); return __halves2half2(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE half2 pmax(const half2& a, const half2& b) { float a1 = __low2float(a); float a2 = __high2float(a); float b1 = __low2float(b); float b2 = __high2float(b); __half r1 = a1 > b1 ? __low2half(a) : __low2half(b); __half r2 = a2 > b2 ? __high2half(a) : __high2half(b); return __halves2half2(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE Eigen::half predux(const half2& a) { #if EIGEN_CUDA_ARCH >= 530 return __hadd(__low2half(a), __high2half(a)); #else float a1 = __low2float(a); float a2 = __high2float(a); return Eigen::half(__float2half(a1 + a2)); #endif } template<> __device__ EIGEN_STRONG_INLINE Eigen::half predux_max(const half2& a) { #if EIGEN_CUDA_ARCH >= 530 __half first = __low2half(a); __half second = __high2half(a); return __hgt(first, second) ? first : second; #else float a1 = __low2float(a); float a2 = __high2float(a); return a1 > a2 ? __low2half(a) : __high2half(a); #endif } template<> __device__ EIGEN_STRONG_INLINE Eigen::half predux_min(const half2& a) { #if EIGEN_CUDA_ARCH >= 530 __half first = __low2half(a); __half second = __high2half(a); return __hlt(first, second) ? first : second; #else float a1 = __low2float(a); float a2 = __high2float(a); return a1 < a2 ? __low2half(a) : __high2half(a); #endif } template<> __device__ EIGEN_STRONG_INLINE Eigen::half predux_mul(const half2& a) { #if EIGEN_CUDA_ARCH >= 530 return __hmul(__low2half(a), __high2half(a)); #else float a1 = __low2float(a); float a2 = __high2float(a); return Eigen::half(__float2half(a1 * a2)); #endif } template<> __device__ EIGEN_STRONG_INLINE half2 plog1p(const half2& a) { float a1 = __low2float(a); float a2 = __high2float(a); float r1 = log1pf(a1); float r2 = log1pf(a2); return __floats2half2_rn(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE half2 pexpm1(const half2& a) { float a1 = __low2float(a); float a2 = __high2float(a); float r1 = expm1f(a1); float r2 = expm1f(a2); return __floats2half2_rn(r1, r2); } #if EIGEN_CUDACC_VER >= 80000 && defined EIGEN_CUDA_ARCH && EIGEN_CUDA_ARCH >= 530 template<> __device__ EIGEN_STRONG_INLINE half2 plog(const half2& a) { return h2log(a); } template<> __device__ EIGEN_STRONG_INLINE half2 pexp(const half2& a) { return h2exp(a); } template<> __device__ EIGEN_STRONG_INLINE half2 psqrt(const half2& a) { return h2sqrt(a); } template<> __device__ EIGEN_STRONG_INLINE half2 prsqrt(const half2& a) { return h2rsqrt(a); } #else template<> __device__ EIGEN_STRONG_INLINE half2 plog(const half2& a) { float a1 = __low2float(a); float a2 = __high2float(a); float r1 = logf(a1); float r2 = logf(a2); return __floats2half2_rn(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE half2 pexp(const half2& a) { float a1 = __low2float(a); float a2 = __high2float(a); float r1 = expf(a1); float r2 = expf(a2); return __floats2half2_rn(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE half2 psqrt(const half2& a) { float a1 = __low2float(a); float a2 = __high2float(a); float r1 = sqrtf(a1); float r2 = sqrtf(a2); return __floats2half2_rn(r1, r2); } template<> __device__ EIGEN_STRONG_INLINE half2 prsqrt(const half2& a) { float a1 = __low2float(a); float a2 = __high2float(a); float r1 = rsqrtf(a1); float r2 = rsqrtf(a2); return __floats2half2_rn(r1, r2); } #endif #elif defined EIGEN_VECTORIZE_AVX512 typedef struct { __m256i x; } Packet16h; template<> struct is_arithmetic { enum { value = true }; }; template <> struct packet_traits : default_packet_traits { typedef Packet16h type; // There is no half-size packet for Packet16h. typedef Packet16h half; enum { Vectorizable = 1, AlignedOnScalar = 1, size = 16, HasHalfPacket = 0, HasAdd = 0, HasSub = 0, HasMul = 0, HasNegate = 0, HasAbs = 0, HasAbs2 = 0, HasMin = 0, HasMax = 0, HasConj = 0, HasSetLinear = 0, HasDiv = 0, HasSqrt = 0, HasRsqrt = 0, HasExp = 0, HasLog = 0, HasBlend = 0 }; }; template<> struct unpacket_traits { typedef Eigen::half type; enum {size=16, alignment=Aligned32}; typedef Packet16h half; }; template<> EIGEN_STRONG_INLINE Packet16h pset1(const Eigen::half& from) { Packet16h result; result.x = _mm256_set1_epi16(from.x); return result; } template<> EIGEN_STRONG_INLINE Eigen::half pfirst(const Packet16h& from) { return half_impl::raw_uint16_to_half(static_cast(_mm256_extract_epi16(from.x, 0))); } template<> EIGEN_STRONG_INLINE Packet16h pload(const Eigen::half* from) { Packet16h result; result.x = _mm256_load_si256(reinterpret_cast(from)); return result; } template<> EIGEN_STRONG_INLINE Packet16h ploadu(const Eigen::half* from) { Packet16h result; result.x = _mm256_loadu_si256(reinterpret_cast(from)); return result; } template<> EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const Packet16h& from) { _mm256_store_si256((__m256i*)to, from.x); } template<> EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const Packet16h& from) { _mm256_storeu_si256((__m256i*)to, from.x); } template<> EIGEN_STRONG_INLINE Packet16h ploadquad(const Eigen::half* from) { Packet16h result; unsigned short a = from[0].x; unsigned short b = from[1].x; unsigned short c = from[2].x; unsigned short d = from[3].x; result.x = _mm256_set_epi16(d, d, d, d, c, c, c, c, b, b, b, b, a, a, a, a); return result; } EIGEN_STRONG_INLINE Packet16f half2float(const Packet16h& a) { #ifdef EIGEN_HAS_FP16_C return _mm512_cvtph_ps(a.x); #else EIGEN_ALIGN64 half aux[16]; pstore(aux, a); float f0(aux[0]); float f1(aux[1]); float f2(aux[2]); float f3(aux[3]); float f4(aux[4]); float f5(aux[5]); float f6(aux[6]); float f7(aux[7]); float f8(aux[8]); float f9(aux[9]); float fa(aux[10]); float fb(aux[11]); float fc(aux[12]); float fd(aux[13]); float fe(aux[14]); float ff(aux[15]); return _mm512_set_ps( ff, fe, fd, fc, fb, fa, f9, f8, f7, f6, f5, f4, f3, f2, f1, f0); #endif } EIGEN_STRONG_INLINE Packet16h float2half(const Packet16f& a) { #ifdef EIGEN_HAS_FP16_C Packet16h result; result.x = _mm512_cvtps_ph(a, _MM_FROUND_TO_NEAREST_INT|_MM_FROUND_NO_EXC); return result; #else EIGEN_ALIGN64 float aux[16]; pstore(aux, a); half h0(aux[0]); half h1(aux[1]); half h2(aux[2]); half h3(aux[3]); half h4(aux[4]); half h5(aux[5]); half h6(aux[6]); half h7(aux[7]); half h8(aux[8]); half h9(aux[9]); half ha(aux[10]); half hb(aux[11]); half hc(aux[12]); half hd(aux[13]); half he(aux[14]); half hf(aux[15]); Packet16h result; result.x = _mm256_set_epi16( hf.x, he.x, hd.x, hc.x, hb.x, ha.x, h9.x, h8.x, h7.x, h6.x, h5.x, h4.x, h3.x, h2.x, h1.x, h0.x); return result; #endif } template<> EIGEN_STRONG_INLINE Packet16h padd(const Packet16h& a, const Packet16h& b) { Packet16f af = half2float(a); Packet16f bf = half2float(b); Packet16f rf = padd(af, bf); return float2half(rf); } template<> EIGEN_STRONG_INLINE Packet16h pmul(const Packet16h& a, const Packet16h& b) { Packet16f af = half2float(a); Packet16f bf = half2float(b); Packet16f rf = pmul(af, bf); return float2half(rf); } template<> EIGEN_STRONG_INLINE half predux(const Packet16h& from) { Packet16f from_float = half2float(from); return half(predux(from_float)); } template<> EIGEN_STRONG_INLINE Packet16h pgather(const Eigen::half* from, Index stride) { Packet16h result; result.x = _mm256_set_epi16( from[15*stride].x, from[14*stride].x, from[13*stride].x, from[12*stride].x, from[11*stride].x, from[10*stride].x, from[9*stride].x, from[8*stride].x, from[7*stride].x, from[6*stride].x, from[5*stride].x, from[4*stride].x, from[3*stride].x, from[2*stride].x, from[1*stride].x, from[0*stride].x); return result; } template<> EIGEN_STRONG_INLINE void pscatter(half* to, const Packet16h& from, Index stride) { EIGEN_ALIGN64 half aux[16]; pstore(aux, from); to[stride*0].x = aux[0].x; to[stride*1].x = aux[1].x; to[stride*2].x = aux[2].x; to[stride*3].x = aux[3].x; to[stride*4].x = aux[4].x; to[stride*5].x = aux[5].x; to[stride*6].x = aux[6].x; to[stride*7].x = aux[7].x; to[stride*8].x = aux[8].x; to[stride*9].x = aux[9].x; to[stride*10].x = aux[10].x; to[stride*11].x = aux[11].x; to[stride*12].x = aux[12].x; to[stride*13].x = aux[13].x; to[stride*14].x = aux[14].x; to[stride*15].x = aux[15].x; } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { __m256i a = kernel.packet[0].x; __m256i b = kernel.packet[1].x; __m256i c = kernel.packet[2].x; __m256i d = kernel.packet[3].x; __m256i e = kernel.packet[4].x; __m256i f = kernel.packet[5].x; __m256i g = kernel.packet[6].x; __m256i h = kernel.packet[7].x; __m256i i = kernel.packet[8].x; __m256i j = kernel.packet[9].x; __m256i k = kernel.packet[10].x; __m256i l = kernel.packet[11].x; __m256i m = kernel.packet[12].x; __m256i n = kernel.packet[13].x; __m256i o = kernel.packet[14].x; __m256i p = kernel.packet[15].x; __m256i ab_07 = _mm256_unpacklo_epi16(a, b); __m256i cd_07 = _mm256_unpacklo_epi16(c, d); __m256i ef_07 = _mm256_unpacklo_epi16(e, f); __m256i gh_07 = _mm256_unpacklo_epi16(g, h); __m256i ij_07 = _mm256_unpacklo_epi16(i, j); __m256i kl_07 = _mm256_unpacklo_epi16(k, l); __m256i mn_07 = _mm256_unpacklo_epi16(m, n); __m256i op_07 = _mm256_unpacklo_epi16(o, p); __m256i ab_8f = _mm256_unpackhi_epi16(a, b); __m256i cd_8f = _mm256_unpackhi_epi16(c, d); __m256i ef_8f = _mm256_unpackhi_epi16(e, f); __m256i gh_8f = _mm256_unpackhi_epi16(g, h); __m256i ij_8f = _mm256_unpackhi_epi16(i, j); __m256i kl_8f = _mm256_unpackhi_epi16(k, l); __m256i mn_8f = _mm256_unpackhi_epi16(m, n); __m256i op_8f = _mm256_unpackhi_epi16(o, p); __m256i abcd_03 = _mm256_unpacklo_epi32(ab_07, cd_07); __m256i abcd_47 = _mm256_unpackhi_epi32(ab_07, cd_07); __m256i efgh_03 = _mm256_unpacklo_epi32(ef_07, gh_07); __m256i efgh_47 = _mm256_unpackhi_epi32(ef_07, gh_07); __m256i ijkl_03 = _mm256_unpacklo_epi32(ij_07, kl_07); __m256i ijkl_47 = _mm256_unpackhi_epi32(ij_07, kl_07); __m256i mnop_03 = _mm256_unpacklo_epi32(mn_07, op_07); __m256i mnop_47 = _mm256_unpackhi_epi32(mn_07, op_07); __m256i abcd_8b = _mm256_unpacklo_epi32(ab_8f, cd_8f); __m256i abcd_cf = _mm256_unpackhi_epi32(ab_8f, cd_8f); __m256i efgh_8b = _mm256_unpacklo_epi32(ef_8f, gh_8f); __m256i efgh_cf = _mm256_unpackhi_epi32(ef_8f, gh_8f); __m256i ijkl_8b = _mm256_unpacklo_epi32(ij_8f, kl_8f); __m256i ijkl_cf = _mm256_unpackhi_epi32(ij_8f, kl_8f); __m256i mnop_8b = _mm256_unpacklo_epi32(mn_8f, op_8f); __m256i mnop_cf = _mm256_unpackhi_epi32(mn_8f, op_8f); __m256i abcdefgh_01 = _mm256_unpacklo_epi64(abcd_03, efgh_03); __m256i abcdefgh_23 = _mm256_unpackhi_epi64(abcd_03, efgh_03); __m256i ijklmnop_01 = _mm256_unpacklo_epi64(ijkl_03, mnop_03); __m256i ijklmnop_23 = _mm256_unpackhi_epi64(ijkl_03, mnop_03); __m256i abcdefgh_45 = _mm256_unpacklo_epi64(abcd_47, efgh_47); __m256i abcdefgh_67 = _mm256_unpackhi_epi64(abcd_47, efgh_47); __m256i ijklmnop_45 = _mm256_unpacklo_epi64(ijkl_47, mnop_47); __m256i ijklmnop_67 = _mm256_unpackhi_epi64(ijkl_47, mnop_47); __m256i abcdefgh_89 = _mm256_unpacklo_epi64(abcd_8b, efgh_8b); __m256i abcdefgh_ab = _mm256_unpackhi_epi64(abcd_8b, efgh_8b); __m256i ijklmnop_89 = _mm256_unpacklo_epi64(ijkl_8b, mnop_8b); __m256i ijklmnop_ab = _mm256_unpackhi_epi64(ijkl_8b, mnop_8b); __m256i abcdefgh_cd = _mm256_unpacklo_epi64(abcd_cf, efgh_cf); __m256i abcdefgh_ef = _mm256_unpackhi_epi64(abcd_cf, efgh_cf); __m256i ijklmnop_cd = _mm256_unpacklo_epi64(ijkl_cf, mnop_cf); __m256i ijklmnop_ef = _mm256_unpackhi_epi64(ijkl_cf, mnop_cf); // NOTE: no unpacklo/hi instr in this case, so using permute instr. __m256i a_p_0 = _mm256_permute2x128_si256(abcdefgh_01, ijklmnop_01, 0x20); __m256i a_p_1 = _mm256_permute2x128_si256(abcdefgh_01, ijklmnop_01, 0x31); __m256i a_p_2 = _mm256_permute2x128_si256(abcdefgh_23, ijklmnop_23, 0x20); __m256i a_p_3 = _mm256_permute2x128_si256(abcdefgh_23, ijklmnop_23, 0x31); __m256i a_p_4 = _mm256_permute2x128_si256(abcdefgh_45, ijklmnop_45, 0x20); __m256i a_p_5 = _mm256_permute2x128_si256(abcdefgh_45, ijklmnop_45, 0x31); __m256i a_p_6 = _mm256_permute2x128_si256(abcdefgh_67, ijklmnop_67, 0x20); __m256i a_p_7 = _mm256_permute2x128_si256(abcdefgh_67, ijklmnop_67, 0x31); __m256i a_p_8 = _mm256_permute2x128_si256(abcdefgh_89, ijklmnop_89, 0x20); __m256i a_p_9 = _mm256_permute2x128_si256(abcdefgh_89, ijklmnop_89, 0x31); __m256i a_p_a = _mm256_permute2x128_si256(abcdefgh_ab, ijklmnop_ab, 0x20); __m256i a_p_b = _mm256_permute2x128_si256(abcdefgh_ab, ijklmnop_ab, 0x31); __m256i a_p_c = _mm256_permute2x128_si256(abcdefgh_cd, ijklmnop_cd, 0x20); __m256i a_p_d = _mm256_permute2x128_si256(abcdefgh_cd, ijklmnop_cd, 0x31); __m256i a_p_e = _mm256_permute2x128_si256(abcdefgh_ef, ijklmnop_ef, 0x20); __m256i a_p_f = _mm256_permute2x128_si256(abcdefgh_ef, ijklmnop_ef, 0x31); kernel.packet[0].x = a_p_0; kernel.packet[1].x = a_p_1; kernel.packet[2].x = a_p_2; kernel.packet[3].x = a_p_3; kernel.packet[4].x = a_p_4; kernel.packet[5].x = a_p_5; kernel.packet[6].x = a_p_6; kernel.packet[7].x = a_p_7; kernel.packet[8].x = a_p_8; kernel.packet[9].x = a_p_9; kernel.packet[10].x = a_p_a; kernel.packet[11].x = a_p_b; kernel.packet[12].x = a_p_c; kernel.packet[13].x = a_p_d; kernel.packet[14].x = a_p_e; kernel.packet[15].x = a_p_f; } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { EIGEN_ALIGN64 half in[8][16]; pstore(in[0], kernel.packet[0]); pstore(in[1], kernel.packet[1]); pstore(in[2], kernel.packet[2]); pstore(in[3], kernel.packet[3]); pstore(in[4], kernel.packet[4]); pstore(in[5], kernel.packet[5]); pstore(in[6], kernel.packet[6]); pstore(in[7], kernel.packet[7]); EIGEN_ALIGN64 half out[8][16]; for (int i = 0; i < 8; ++i) { for (int j = 0; j < 8; ++j) { out[i][j] = in[j][2*i]; } for (int j = 0; j < 8; ++j) { out[i][j+8] = in[j][2*i+1]; } } kernel.packet[0] = pload(out[0]); kernel.packet[1] = pload(out[1]); kernel.packet[2] = pload(out[2]); kernel.packet[3] = pload(out[3]); kernel.packet[4] = pload(out[4]); kernel.packet[5] = pload(out[5]); kernel.packet[6] = pload(out[6]); kernel.packet[7] = pload(out[7]); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { EIGEN_ALIGN64 half in[4][16]; pstore(in[0], kernel.packet[0]); pstore(in[1], kernel.packet[1]); pstore(in[2], kernel.packet[2]); pstore(in[3], kernel.packet[3]); EIGEN_ALIGN64 half out[4][16]; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { out[i][j] = in[j][4*i]; } for (int j = 0; j < 4; ++j) { out[i][j+4] = in[j][4*i+1]; } for (int j = 0; j < 4; ++j) { out[i][j+8] = in[j][4*i+2]; } for (int j = 0; j < 4; ++j) { out[i][j+12] = in[j][4*i+3]; } } kernel.packet[0] = pload(out[0]); kernel.packet[1] = pload(out[1]); kernel.packet[2] = pload(out[2]); kernel.packet[3] = pload(out[3]); } #elif defined EIGEN_VECTORIZE_AVX typedef struct { __m128i x; } Packet8h; template<> struct is_arithmetic { enum { value = true }; }; template <> struct packet_traits : default_packet_traits { typedef Packet8h type; // There is no half-size packet for Packet8h. typedef Packet8h half; enum { Vectorizable = 1, AlignedOnScalar = 1, size = 8, HasHalfPacket = 0, HasAdd = 0, HasSub = 0, HasMul = 0, HasNegate = 0, HasAbs = 0, HasAbs2 = 0, HasMin = 0, HasMax = 0, HasConj = 0, HasSetLinear = 0, HasDiv = 0, HasSqrt = 0, HasRsqrt = 0, HasExp = 0, HasLog = 0, HasBlend = 0 }; }; template<> struct unpacket_traits { typedef Eigen::half type; enum {size=8, alignment=Aligned16}; typedef Packet8h half; }; template<> EIGEN_STRONG_INLINE Packet8h pset1(const Eigen::half& from) { Packet8h result; result.x = _mm_set1_epi16(from.x); return result; } template<> EIGEN_STRONG_INLINE Eigen::half pfirst(const Packet8h& from) { return half_impl::raw_uint16_to_half(static_cast(_mm_extract_epi16(from.x, 0))); } template<> EIGEN_STRONG_INLINE Packet8h pload(const Eigen::half* from) { Packet8h result; result.x = _mm_load_si128(reinterpret_cast(from)); return result; } template<> EIGEN_STRONG_INLINE Packet8h ploadu(const Eigen::half* from) { Packet8h result; result.x = _mm_loadu_si128(reinterpret_cast(from)); return result; } template<> EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const Packet8h& from) { _mm_store_si128(reinterpret_cast<__m128i*>(to), from.x); } template<> EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const Packet8h& from) { _mm_storeu_si128(reinterpret_cast<__m128i*>(to), from.x); } template<> EIGEN_STRONG_INLINE Packet8h ploadquad(const Eigen::half* from) { Packet8h result; unsigned short a = from[0].x; unsigned short b = from[1].x; result.x = _mm_set_epi16(b, b, b, b, a, a, a, a); return result; } EIGEN_STRONG_INLINE Packet8f half2float(const Packet8h& a) { #ifdef EIGEN_HAS_FP16_C return _mm256_cvtph_ps(a.x); #else EIGEN_ALIGN32 Eigen::half aux[8]; pstore(aux, a); float f0(aux[0]); float f1(aux[1]); float f2(aux[2]); float f3(aux[3]); float f4(aux[4]); float f5(aux[5]); float f6(aux[6]); float f7(aux[7]); return _mm256_set_ps(f7, f6, f5, f4, f3, f2, f1, f0); #endif } EIGEN_STRONG_INLINE Packet8h float2half(const Packet8f& a) { #ifdef EIGEN_HAS_FP16_C Packet8h result; result.x = _mm256_cvtps_ph(a, _MM_FROUND_TO_NEAREST_INT|_MM_FROUND_NO_EXC); return result; #else EIGEN_ALIGN32 float aux[8]; pstore(aux, a); Eigen::half h0(aux[0]); Eigen::half h1(aux[1]); Eigen::half h2(aux[2]); Eigen::half h3(aux[3]); Eigen::half h4(aux[4]); Eigen::half h5(aux[5]); Eigen::half h6(aux[6]); Eigen::half h7(aux[7]); Packet8h result; result.x = _mm_set_epi16(h7.x, h6.x, h5.x, h4.x, h3.x, h2.x, h1.x, h0.x); return result; #endif } template<> EIGEN_STRONG_INLINE Packet8h pconj(const Packet8h& a) { return a; } template<> EIGEN_STRONG_INLINE Packet8h padd(const Packet8h& a, const Packet8h& b) { Packet8f af = half2float(a); Packet8f bf = half2float(b); Packet8f rf = padd(af, bf); return float2half(rf); } template<> EIGEN_STRONG_INLINE Packet8h pmul(const Packet8h& a, const Packet8h& b) { Packet8f af = half2float(a); Packet8f bf = half2float(b); Packet8f rf = pmul(af, bf); return float2half(rf); } template<> EIGEN_STRONG_INLINE Packet8h pgather(const Eigen::half* from, Index stride) { Packet8h result; result.x = _mm_set_epi16(from[7*stride].x, from[6*stride].x, from[5*stride].x, from[4*stride].x, from[3*stride].x, from[2*stride].x, from[1*stride].x, from[0*stride].x); return result; } template<> EIGEN_STRONG_INLINE void pscatter(Eigen::half* to, const Packet8h& from, Index stride) { EIGEN_ALIGN32 Eigen::half aux[8]; pstore(aux, from); to[stride*0].x = aux[0].x; to[stride*1].x = aux[1].x; to[stride*2].x = aux[2].x; to[stride*3].x = aux[3].x; to[stride*4].x = aux[4].x; to[stride*5].x = aux[5].x; to[stride*6].x = aux[6].x; to[stride*7].x = aux[7].x; } template<> EIGEN_STRONG_INLINE Eigen::half predux(const Packet8h& a) { Packet8f af = half2float(a); float reduced = predux(af); return Eigen::half(reduced); } template<> EIGEN_STRONG_INLINE Eigen::half predux_max(const Packet8h& a) { Packet8f af = half2float(a); float reduced = predux_max(af); return Eigen::half(reduced); } template<> EIGEN_STRONG_INLINE Eigen::half predux_min(const Packet8h& a) { Packet8f af = half2float(a); float reduced = predux_min(af); return Eigen::half(reduced); } template<> EIGEN_STRONG_INLINE Eigen::half predux_mul(const Packet8h& a) { Packet8f af = half2float(a); float reduced = predux_mul(af); return Eigen::half(reduced); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { __m128i a = kernel.packet[0].x; __m128i b = kernel.packet[1].x; __m128i c = kernel.packet[2].x; __m128i d = kernel.packet[3].x; __m128i e = kernel.packet[4].x; __m128i f = kernel.packet[5].x; __m128i g = kernel.packet[6].x; __m128i h = kernel.packet[7].x; __m128i a03b03 = _mm_unpacklo_epi16(a, b); __m128i c03d03 = _mm_unpacklo_epi16(c, d); __m128i e03f03 = _mm_unpacklo_epi16(e, f); __m128i g03h03 = _mm_unpacklo_epi16(g, h); __m128i a47b47 = _mm_unpackhi_epi16(a, b); __m128i c47d47 = _mm_unpackhi_epi16(c, d); __m128i e47f47 = _mm_unpackhi_epi16(e, f); __m128i g47h47 = _mm_unpackhi_epi16(g, h); __m128i a01b01c01d01 = _mm_unpacklo_epi32(a03b03, c03d03); __m128i a23b23c23d23 = _mm_unpackhi_epi32(a03b03, c03d03); __m128i e01f01g01h01 = _mm_unpacklo_epi32(e03f03, g03h03); __m128i e23f23g23h23 = _mm_unpackhi_epi32(e03f03, g03h03); __m128i a45b45c45d45 = _mm_unpacklo_epi32(a47b47, c47d47); __m128i a67b67c67d67 = _mm_unpackhi_epi32(a47b47, c47d47); __m128i e45f45g45h45 = _mm_unpacklo_epi32(e47f47, g47h47); __m128i e67f67g67h67 = _mm_unpackhi_epi32(e47f47, g47h47); __m128i a0b0c0d0e0f0g0h0 = _mm_unpacklo_epi64(a01b01c01d01, e01f01g01h01); __m128i a1b1c1d1e1f1g1h1 = _mm_unpackhi_epi64(a01b01c01d01, e01f01g01h01); __m128i a2b2c2d2e2f2g2h2 = _mm_unpacklo_epi64(a23b23c23d23, e23f23g23h23); __m128i a3b3c3d3e3f3g3h3 = _mm_unpackhi_epi64(a23b23c23d23, e23f23g23h23); __m128i a4b4c4d4e4f4g4h4 = _mm_unpacklo_epi64(a45b45c45d45, e45f45g45h45); __m128i a5b5c5d5e5f5g5h5 = _mm_unpackhi_epi64(a45b45c45d45, e45f45g45h45); __m128i a6b6c6d6e6f6g6h6 = _mm_unpacklo_epi64(a67b67c67d67, e67f67g67h67); __m128i a7b7c7d7e7f7g7h7 = _mm_unpackhi_epi64(a67b67c67d67, e67f67g67h67); kernel.packet[0].x = a0b0c0d0e0f0g0h0; kernel.packet[1].x = a1b1c1d1e1f1g1h1; kernel.packet[2].x = a2b2c2d2e2f2g2h2; kernel.packet[3].x = a3b3c3d3e3f3g3h3; kernel.packet[4].x = a4b4c4d4e4f4g4h4; kernel.packet[5].x = a5b5c5d5e5f5g5h5; kernel.packet[6].x = a6b6c6d6e6f6g6h6; kernel.packet[7].x = a7b7c7d7e7f7g7h7; } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { EIGEN_ALIGN32 Eigen::half in[4][8]; pstore(in[0], kernel.packet[0]); pstore(in[1], kernel.packet[1]); pstore(in[2], kernel.packet[2]); pstore(in[3], kernel.packet[3]); EIGEN_ALIGN32 Eigen::half out[4][8]; for (int i = 0; i < 4; ++i) { for (int j = 0; j < 4; ++j) { out[i][j] = in[j][2*i]; } for (int j = 0; j < 4; ++j) { out[i][j+4] = in[j][2*i+1]; } } kernel.packet[0] = pload(out[0]); kernel.packet[1] = pload(out[1]); kernel.packet[2] = pload(out[2]); kernel.packet[3] = pload(out[3]); } // Disable the following code since it's broken on too many platforms / compilers. //#elif defined(EIGEN_VECTORIZE_SSE) && (!EIGEN_ARCH_x86_64) && (!EIGEN_COMP_MSVC) #elif 0 typedef struct { __m64 x; } Packet4h; template<> struct is_arithmetic { enum { value = true }; }; template <> struct packet_traits : default_packet_traits { typedef Packet4h type; // There is no half-size packet for Packet4h. typedef Packet4h half; enum { Vectorizable = 1, AlignedOnScalar = 1, size = 4, HasHalfPacket = 0, HasAdd = 0, HasSub = 0, HasMul = 0, HasNegate = 0, HasAbs = 0, HasAbs2 = 0, HasMin = 0, HasMax = 0, HasConj = 0, HasSetLinear = 0, HasDiv = 0, HasSqrt = 0, HasRsqrt = 0, HasExp = 0, HasLog = 0, HasBlend = 0 }; }; template<> struct unpacket_traits { typedef Eigen::half type; enum {size=4, alignment=Aligned16}; typedef Packet4h half; }; template<> EIGEN_STRONG_INLINE Packet4h pset1(const Eigen::half& from) { Packet4h result; result.x = _mm_set1_pi16(from.x); return result; } template<> EIGEN_STRONG_INLINE Eigen::half pfirst(const Packet4h& from) { return half_impl::raw_uint16_to_half(static_cast(_mm_cvtsi64_si32(from.x))); } template<> EIGEN_STRONG_INLINE Packet4h pconj(const Packet4h& a) { return a; } template<> EIGEN_STRONG_INLINE Packet4h padd(const Packet4h& a, const Packet4h& b) { __int64_t a64 = _mm_cvtm64_si64(a.x); __int64_t b64 = _mm_cvtm64_si64(b.x); Eigen::half h[4]; Eigen::half ha = half_impl::raw_uint16_to_half(static_cast(a64)); Eigen::half hb = half_impl::raw_uint16_to_half(static_cast(b64)); h[0] = ha + hb; ha = half_impl::raw_uint16_to_half(static_cast(a64 >> 16)); hb = half_impl::raw_uint16_to_half(static_cast(b64 >> 16)); h[1] = ha + hb; ha = half_impl::raw_uint16_to_half(static_cast(a64 >> 32)); hb = half_impl::raw_uint16_to_half(static_cast(b64 >> 32)); h[2] = ha + hb; ha = half_impl::raw_uint16_to_half(static_cast(a64 >> 48)); hb = half_impl::raw_uint16_to_half(static_cast(b64 >> 48)); h[3] = ha + hb; Packet4h result; result.x = _mm_set_pi16(h[3].x, h[2].x, h[1].x, h[0].x); return result; } template<> EIGEN_STRONG_INLINE Packet4h pmul(const Packet4h& a, const Packet4h& b) { __int64_t a64 = _mm_cvtm64_si64(a.x); __int64_t b64 = _mm_cvtm64_si64(b.x); Eigen::half h[4]; Eigen::half ha = half_impl::raw_uint16_to_half(static_cast(a64)); Eigen::half hb = half_impl::raw_uint16_to_half(static_cast(b64)); h[0] = ha * hb; ha = half_impl::raw_uint16_to_half(static_cast(a64 >> 16)); hb = half_impl::raw_uint16_to_half(static_cast(b64 >> 16)); h[1] = ha * hb; ha = half_impl::raw_uint16_to_half(static_cast(a64 >> 32)); hb = half_impl::raw_uint16_to_half(static_cast(b64 >> 32)); h[2] = ha * hb; ha = half_impl::raw_uint16_to_half(static_cast(a64 >> 48)); hb = half_impl::raw_uint16_to_half(static_cast(b64 >> 48)); h[3] = ha * hb; Packet4h result; result.x = _mm_set_pi16(h[3].x, h[2].x, h[1].x, h[0].x); return result; } template<> EIGEN_STRONG_INLINE Packet4h pload(const Eigen::half* from) { Packet4h result; result.x = _mm_cvtsi64_m64(*reinterpret_cast(from)); return result; } template<> EIGEN_STRONG_INLINE Packet4h ploadu(const Eigen::half* from) { Packet4h result; result.x = _mm_cvtsi64_m64(*reinterpret_cast(from)); return result; } template<> EIGEN_STRONG_INLINE void pstore(Eigen::half* to, const Packet4h& from) { __int64_t r = _mm_cvtm64_si64(from.x); *(reinterpret_cast<__int64_t*>(to)) = r; } template<> EIGEN_STRONG_INLINE void pstoreu(Eigen::half* to, const Packet4h& from) { __int64_t r = _mm_cvtm64_si64(from.x); *(reinterpret_cast<__int64_t*>(to)) = r; } template<> EIGEN_STRONG_INLINE Packet4h ploadquad(const Eigen::half* from) { return pset1(*from); } template<> EIGEN_STRONG_INLINE Packet4h pgather(const Eigen::half* from, Index stride) { Packet4h result; result.x = _mm_set_pi16(from[3*stride].x, from[2*stride].x, from[1*stride].x, from[0*stride].x); return result; } template<> EIGEN_STRONG_INLINE void pscatter(Eigen::half* to, const Packet4h& from, Index stride) { __int64_t a = _mm_cvtm64_si64(from.x); to[stride*0].x = static_cast(a); to[stride*1].x = static_cast(a >> 16); to[stride*2].x = static_cast(a >> 32); to[stride*3].x = static_cast(a >> 48); } EIGEN_STRONG_INLINE void ptranspose(PacketBlock& kernel) { __m64 T0 = _mm_unpacklo_pi16(kernel.packet[0].x, kernel.packet[1].x); __m64 T1 = _mm_unpacklo_pi16(kernel.packet[2].x, kernel.packet[3].x); __m64 T2 = _mm_unpackhi_pi16(kernel.packet[0].x, kernel.packet[1].x); __m64 T3 = _mm_unpackhi_pi16(kernel.packet[2].x, kernel.packet[3].x); kernel.packet[0].x = _mm_unpacklo_pi32(T0, T1); kernel.packet[1].x = _mm_unpackhi_pi32(T0, T1); kernel.packet[2].x = _mm_unpacklo_pi32(T2, T3); kernel.packet[3].x = _mm_unpackhi_pi32(T2, T3); } #endif } } #endif // EIGEN_PACKET_MATH_HALF_CUDA_H