| 1 | // This file is part of Eigen, a lightweight C++ template library |
| 2 | // for linear algebra. |
| 3 | // |
| 4 | // Copyright (C) 2016 Benoit Steiner <benoit.steiner.goog@gmail.com> |
| 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_TYPE_CASTING_CUDA_H |
| 11 | #define EIGEN_TYPE_CASTING_CUDA_H |
| 12 | |
| 13 | namespace Eigen { |
| 14 | |
| 15 | namespace internal { |
| 16 | |
| 17 | template<> |
| 18 | struct scalar_cast_op<float, Eigen::half> { |
| 19 | EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op) |
| 20 | typedef Eigen::half result_type; |
| 21 | EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Eigen::half operator() (const float& a) const { |
| 22 | #if defined(EIGEN_HAS_CUDA_FP16) && defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 300 |
| 23 | return __float2half(a); |
| 24 | #else |
| 25 | return Eigen::half(a); |
| 26 | #endif |
| 27 | } |
| 28 | }; |
| 29 | |
| 30 | template<> |
| 31 | struct functor_traits<scalar_cast_op<float, Eigen::half> > |
| 32 | { enum { Cost = NumTraits<float>::AddCost, PacketAccess = false }; }; |
| 33 | |
| 34 | |
| 35 | template<> |
| 36 | struct scalar_cast_op<int, Eigen::half> { |
| 37 | EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op) |
| 38 | typedef Eigen::half result_type; |
| 39 | EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Eigen::half operator() (const int& a) const { |
| 40 | #if defined(EIGEN_HAS_CUDA_FP16) && defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 300 |
| 41 | return __float2half(static_cast<float>(a)); |
| 42 | #else |
| 43 | return Eigen::half(static_cast<float>(a)); |
| 44 | #endif |
| 45 | } |
| 46 | }; |
| 47 | |
| 48 | template<> |
| 49 | struct functor_traits<scalar_cast_op<int, Eigen::half> > |
| 50 | { enum { Cost = NumTraits<float>::AddCost, PacketAccess = false }; }; |
| 51 | |
| 52 | |
| 53 | template<> |
| 54 | struct scalar_cast_op<Eigen::half, float> { |
| 55 | EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op) |
| 56 | typedef float result_type; |
| 57 | EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE float operator() (const Eigen::half& a) const { |
| 58 | #if defined(EIGEN_HAS_CUDA_FP16) && defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 300 |
| 59 | return __half2float(a); |
| 60 | #else |
| 61 | return static_cast<float>(a); |
| 62 | #endif |
| 63 | } |
| 64 | }; |
| 65 | |
| 66 | template<> |
| 67 | struct functor_traits<scalar_cast_op<Eigen::half, float> > |
| 68 | { enum { Cost = NumTraits<float>::AddCost, PacketAccess = false }; }; |
| 69 | |
| 70 | |
| 71 | |
| 72 | #if defined(EIGEN_HAS_CUDA_FP16) && defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 300 |
| 73 | |
| 74 | template <> |
| 75 | struct type_casting_traits<Eigen::half, float> { |
| 76 | enum { |
| 77 | VectorizedCast = 1, |
| 78 | SrcCoeffRatio = 2, |
| 79 | TgtCoeffRatio = 1 |
| 80 | }; |
| 81 | }; |
| 82 | |
| 83 | template<> EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE float4 pcast<half2, float4>(const half2& a, const half2& b) { |
| 84 | float2 r1 = __half22float2(a); |
| 85 | float2 r2 = __half22float2(b); |
| 86 | return make_float4(r1.x, r1.y, r2.x, r2.y); |
| 87 | } |
| 88 | |
| 89 | template <> |
| 90 | struct type_casting_traits<float, Eigen::half> { |
| 91 | enum { |
| 92 | VectorizedCast = 1, |
| 93 | SrcCoeffRatio = 1, |
| 94 | TgtCoeffRatio = 2 |
| 95 | }; |
| 96 | }; |
| 97 | |
| 98 | template<> EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE half2 pcast<float4, half2>(const float4& a) { |
| 99 | // Simply discard the second half of the input |
| 100 | return __floats2half2_rn(a.x, a.y); |
| 101 | } |
| 102 | |
| 103 | #elif defined EIGEN_VECTORIZE_AVX512 |
| 104 | template <> |
| 105 | struct type_casting_traits<half, float> { |
| 106 | enum { |
| 107 | VectorizedCast = 1, |
| 108 | SrcCoeffRatio = 1, |
| 109 | TgtCoeffRatio = 1 |
| 110 | }; |
| 111 | }; |
| 112 | |
| 113 | template<> EIGEN_STRONG_INLINE Packet16f pcast<Packet16h, Packet16f>(const Packet16h& a) { |
| 114 | return half2float(a); |
| 115 | } |
| 116 | |
| 117 | template <> |
| 118 | struct type_casting_traits<float, half> { |
| 119 | enum { |
| 120 | VectorizedCast = 1, |
| 121 | SrcCoeffRatio = 1, |
| 122 | TgtCoeffRatio = 1 |
| 123 | }; |
| 124 | }; |
| 125 | |
| 126 | template<> EIGEN_STRONG_INLINE Packet16h pcast<Packet16f, Packet16h>(const Packet16f& a) { |
| 127 | return float2half(a); |
| 128 | } |
| 129 | |
| 130 | #elif defined EIGEN_VECTORIZE_AVX |
| 131 | |
| 132 | template <> |
| 133 | struct type_casting_traits<Eigen::half, float> { |
| 134 | enum { |
| 135 | VectorizedCast = 1, |
| 136 | SrcCoeffRatio = 1, |
| 137 | TgtCoeffRatio = 1 |
| 138 | }; |
| 139 | }; |
| 140 | |
| 141 | template<> EIGEN_STRONG_INLINE Packet8f pcast<Packet8h, Packet8f>(const Packet8h& a) { |
| 142 | return half2float(a); |
| 143 | } |
| 144 | |
| 145 | template <> |
| 146 | struct type_casting_traits<float, Eigen::half> { |
| 147 | enum { |
| 148 | VectorizedCast = 1, |
| 149 | SrcCoeffRatio = 1, |
| 150 | TgtCoeffRatio = 1 |
| 151 | }; |
| 152 | }; |
| 153 | |
| 154 | template<> EIGEN_STRONG_INLINE Packet8h pcast<Packet8f, Packet8h>(const Packet8f& a) { |
| 155 | return float2half(a); |
| 156 | } |
| 157 | |
| 158 | // Disable the following code since it's broken on too many platforms / compilers. |
| 159 | //#elif defined(EIGEN_VECTORIZE_SSE) && (!EIGEN_ARCH_x86_64) && (!EIGEN_COMP_MSVC) |
| 160 | #elif 0 |
| 161 | |
| 162 | template <> |
| 163 | struct type_casting_traits<Eigen::half, float> { |
| 164 | enum { |
| 165 | VectorizedCast = 1, |
| 166 | SrcCoeffRatio = 1, |
| 167 | TgtCoeffRatio = 1 |
| 168 | }; |
| 169 | }; |
| 170 | |
| 171 | template<> EIGEN_STRONG_INLINE Packet4f pcast<Packet4h, Packet4f>(const Packet4h& a) { |
| 172 | __int64_t a64 = _mm_cvtm64_si64(a.x); |
| 173 | Eigen::half h = raw_uint16_to_half(static_cast<unsigned short>(a64)); |
| 174 | float f1 = static_cast<float>(h); |
| 175 | h = raw_uint16_to_half(static_cast<unsigned short>(a64 >> 16)); |
| 176 | float f2 = static_cast<float>(h); |
| 177 | h = raw_uint16_to_half(static_cast<unsigned short>(a64 >> 32)); |
| 178 | float f3 = static_cast<float>(h); |
| 179 | h = raw_uint16_to_half(static_cast<unsigned short>(a64 >> 48)); |
| 180 | float f4 = static_cast<float>(h); |
| 181 | return _mm_set_ps(f4, f3, f2, f1); |
| 182 | } |
| 183 | |
| 184 | template <> |
| 185 | struct type_casting_traits<float, Eigen::half> { |
| 186 | enum { |
| 187 | VectorizedCast = 1, |
| 188 | SrcCoeffRatio = 1, |
| 189 | TgtCoeffRatio = 1 |
| 190 | }; |
| 191 | }; |
| 192 | |
| 193 | template<> EIGEN_STRONG_INLINE Packet4h pcast<Packet4f, Packet4h>(const Packet4f& a) { |
| 194 | EIGEN_ALIGN16 float aux[4]; |
| 195 | pstore(aux, a); |
| 196 | Eigen::half h0(aux[0]); |
| 197 | Eigen::half h1(aux[1]); |
| 198 | Eigen::half h2(aux[2]); |
| 199 | Eigen::half h3(aux[3]); |
| 200 | |
| 201 | Packet4h result; |
| 202 | result.x = _mm_set_pi16(h3.x, h2.x, h1.x, h0.x); |
| 203 | return result; |
| 204 | } |
| 205 | |
| 206 | #endif |
| 207 | |
| 208 | } // end namespace internal |
| 209 | |
| 210 | } // end namespace Eigen |
| 211 | |
| 212 | #endif // EIGEN_TYPE_CASTING_CUDA_H |
| 213 | |