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moving Half headers from CUDA dir to GPU dir, removing the HIP versions
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// This file is part of Eigen, a lightweight C++ template library
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// for linear algebra.
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//
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// This Source Code Form is subject to the terms of the Mozilla
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// Public License v. 2.0. If a copy of the MPL was not distributed
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// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
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//
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// The conversion routines are Copyright (c) Fabian Giesen, 2016.
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// The original license follows:
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//
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// Copyright (c) Fabian Giesen, 2016
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// All rights reserved.
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// Redistribution and use in source and binary forms, with or without
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// modification, are permitted.
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// THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS
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// “AS IS” AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT
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// LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR
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// A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT
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// HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL,
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// SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT
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// LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE,
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// DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY
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// THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT
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// (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
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// OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
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// Standard 16-bit float type, mostly useful for GPUs. Defines a new
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// type Eigen::half (inheriting from HIP's __half struct) with
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// operator overloads such that it behaves basically as an arithmetic
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// type. It will be quite slow on CPUs (so it is recommended to stay
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// in fp32 for CPUs, except for simple parameter conversions, I/O
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// to disk and the likes), but fast on GPUs.
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#ifndef EIGEN_HALF_HIP_H
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#define EIGEN_HALF_HIP_H
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#if __cplusplus > 199711L
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#define EIGEN_EXPLICIT_CAST(tgt_type) explicit operator tgt_type()
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#else
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#define EIGEN_EXPLICIT_CAST(tgt_type) operator tgt_type()
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#endif
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namespace Eigen {
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struct half;
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namespace half_impl {
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#if !defined(EIGEN_HAS_HIP_FP16)
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// Make our own __half_raw definition that is similar to CUDA's.
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struct __half_raw {
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EIGEN_DEVICE_FUNC __half_raw() : x(0) {}
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explicit EIGEN_DEVICE_FUNC __half_raw(unsigned short raw) : x(raw) {}
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unsigned short x;
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};
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#elif defined(EIGEN_HAS_OLD_HIP_FP16)
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// Make a __half_raw definition that is
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// ++ compatible with that of Eigen and
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// ++ add a implcit conversion to the native __half of the old HIP implementation.
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//
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// Keeping ".x" as "unsigned short" keeps the interface the same between the Eigen and HIP implementation.
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//
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// In the old HIP implementation,
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// ++ __half is a typedef of __fp16
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// ++ the "__h*" routines take "__half" arguments
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// so we need to implicitly convert "__half_raw" to "__half" to avoid having to explicitly make
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// that conversiion in each call to a "__h*" routine...that is why we have "operator __half" routine
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struct __half_raw {
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EIGEN_DEVICE_FUNC __half_raw() : x(0) {}
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explicit EIGEN_DEVICE_FUNC __half_raw(unsigned short raw) : x(raw) {}
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union {
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unsigned short x;
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__half data;
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};
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operator __half(void) const { return data; }
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};
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#endif
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw raw_uint16_to_half(unsigned short x);
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw float_to_half_rtne(float ff);
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC float half_to_float(__half_raw h);
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struct half_base : public __half_raw {
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EIGEN_DEVICE_FUNC half_base() {}
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EIGEN_DEVICE_FUNC half_base(const half_base& h) : __half_raw(h) {}
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EIGEN_DEVICE_FUNC half_base(const __half_raw& h) : __half_raw(h) {}
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#if defined(EIGEN_HAS_HIP_FP16)
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#if defined(EIGEN_HAS_OLD_HIP_FP16)
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EIGEN_DEVICE_FUNC half_base(const __half& h) : __half_raw(__half_as_ushort(h)) {}
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#else
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EIGEN_DEVICE_FUNC half_base(const __half& h) : __half_raw(*(__half_raw*)&h) {}
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#endif
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#endif
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};
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} // namespace half_impl
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// Class definition.
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struct half : public half_impl::half_base {
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#if !defined(EIGEN_HAS_HIP_FP16) || defined(EIGEN_HAS_OLD_HIP_FP16)
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typedef half_impl::__half_raw __half_raw;
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#endif
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EIGEN_DEVICE_FUNC half() {}
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EIGEN_DEVICE_FUNC half(const __half_raw& h) : half_impl::half_base(h) {}
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EIGEN_DEVICE_FUNC half(const half& h) : half_impl::half_base(h) {}
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#if defined(EIGEN_HAS_HIP_FP16)
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EIGEN_DEVICE_FUNC half(const __half& h) : half_impl::half_base(h) {}
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#endif
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explicit EIGEN_DEVICE_FUNC half(bool b)
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: half_impl::half_base(half_impl::raw_uint16_to_half(b ? 0x3c00 : 0)) {}
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template<class T>
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explicit EIGEN_DEVICE_FUNC half(const T& val)
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: half_impl::half_base(half_impl::float_to_half_rtne(static_cast<float>(val))) {}
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explicit EIGEN_DEVICE_FUNC half(float f)
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: half_impl::half_base(half_impl::float_to_half_rtne(f)) {}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(bool) const {
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// +0.0 and -0.0 become false, everything else becomes true.
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return (x & 0x7fff) != 0;
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(signed char) const {
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return static_cast<signed char>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(unsigned char) const {
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return static_cast<unsigned char>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(short) const {
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return static_cast<short>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(unsigned short) const {
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return static_cast<unsigned short>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(int) const {
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return static_cast<int>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(unsigned int) const {
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return static_cast<unsigned int>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(long) const {
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return static_cast<long>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(unsigned long) const {
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return static_cast<unsigned long>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(long long) const {
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return static_cast<long long>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(unsigned long long) const {
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return static_cast<unsigned long long>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(float) const {
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return half_impl::half_to_float(*this);
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}
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EIGEN_DEVICE_FUNC EIGEN_EXPLICIT_CAST(double) const {
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return static_cast<double>(half_impl::half_to_float(*this));
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}
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EIGEN_DEVICE_FUNC half& operator=(const half& other) {
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x = other.x;
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return *this;
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}
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};
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} // end namespace Eigen
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namespace std {
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template<>
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struct numeric_limits<Eigen::half> {
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static const bool is_specialized = true;
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static const bool is_signed = true;
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static const bool is_integer = false;
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static const bool is_exact = false;
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static const bool has_infinity = true;
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static const bool has_quiet_NaN = true;
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static const bool has_signaling_NaN = true;
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static const float_denorm_style has_denorm = denorm_present;
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static const bool has_denorm_loss = false;
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static const std::float_round_style round_style = std::round_to_nearest;
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static const bool is_iec559 = false;
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static const bool is_bounded = false;
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static const bool is_modulo = false;
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static const int digits = 11;
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static const int digits10 = 3; // according to http://half.sourceforge.net/structstd_1_1numeric__limits_3_01half__float_1_1half_01_4.html
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static const int max_digits10 = 5; // according to http://half.sourceforge.net/structstd_1_1numeric__limits_3_01half__float_1_1half_01_4.html
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static const int radix = 2;
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static const int min_exponent = -13;
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static const int min_exponent10 = -4;
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static const int max_exponent = 16;
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static const int max_exponent10 = 4;
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static const bool traps = true;
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static const bool tinyness_before = false;
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static Eigen::half (min)() { return Eigen::half_impl::raw_uint16_to_half(0x400); }
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static Eigen::half lowest() { return Eigen::half_impl::raw_uint16_to_half(0xfbff); }
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static Eigen::half (max)() { return Eigen::half_impl::raw_uint16_to_half(0x7bff); }
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static Eigen::half epsilon() { return Eigen::half_impl::raw_uint16_to_half(0x0800); }
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static Eigen::half round_error() { return Eigen::half(0.5); }
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static Eigen::half infinity() { return Eigen::half_impl::raw_uint16_to_half(0x7c00); }
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static Eigen::half quiet_NaN() { return Eigen::half_impl::raw_uint16_to_half(0x7e00); }
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static Eigen::half signaling_NaN() { return Eigen::half_impl::raw_uint16_to_half(0x7e00); }
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static Eigen::half denorm_min() { return Eigen::half_impl::raw_uint16_to_half(0x1); }
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};
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// If std::numeric_limits<T> is specialized, should also specialize
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// std::numeric_limits<const T>, std::numeric_limits<volatile T>, and
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// std::numeric_limits<const volatile T>
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// https://stackoverflow.com/a/16519653/
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template<>
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struct numeric_limits<const Eigen::half> : numeric_limits<Eigen::half> {};
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template<>
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struct numeric_limits<volatile Eigen::half> : numeric_limits<Eigen::half> {};
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template<>
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struct numeric_limits<const volatile Eigen::half> : numeric_limits<Eigen::half> {};
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} // end namespace std
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namespace Eigen {
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namespace half_impl {
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#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
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// Intrinsics for native fp16 support. Note that on current hardware,
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// these are no faster than fp32 arithmetic (you need to use the half2
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// versions to get the ALU speed increased), but you do save the
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// conversion steps back and forth.
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EIGEN_STRONG_INLINE __device__ half operator + (const half& a, const half& b) {
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return __hadd(a, b);
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}
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EIGEN_STRONG_INLINE __device__ half operator * (const half& a, const half& b) {
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return __hmul(a, b);
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}
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EIGEN_STRONG_INLINE __device__ half operator - (const half& a, const half& b) {
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return __hsub(a, b);
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}
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EIGEN_STRONG_INLINE __device__ half operator / (const half& a, const half& b) {
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float num = __half2float(a);
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float denom = __half2float(b);
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return __float2half(num / denom);
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}
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EIGEN_STRONG_INLINE __device__ half operator - (const half& a) {
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return __hneg(a);
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}
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EIGEN_STRONG_INLINE __device__ half& operator += (half& a, const half& b) {
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a = a + b;
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return a;
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}
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EIGEN_STRONG_INLINE __device__ half& operator *= (half& a, const half& b) {
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a = a * b;
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return a;
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}
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EIGEN_STRONG_INLINE __device__ half& operator -= (half& a, const half& b) {
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a = a - b;
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return a;
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}
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EIGEN_STRONG_INLINE __device__ half& operator /= (half& a, const half& b) {
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a = a / b;
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return a;
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}
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EIGEN_STRONG_INLINE __device__ bool operator == (const half& a, const half& b) {
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return __heq(a, b);
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}
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EIGEN_STRONG_INLINE __device__ bool operator != (const half& a, const half& b) {
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return __hne(a, b);
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}
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EIGEN_STRONG_INLINE __device__ bool operator < (const half& a, const half& b) {
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return __hlt(a, b);
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}
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EIGEN_STRONG_INLINE __device__ bool operator <= (const half& a, const half& b) {
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return __hle(a, b);
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}
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EIGEN_STRONG_INLINE __device__ bool operator > (const half& a, const half& b) {
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return __hgt(a, b);
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}
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EIGEN_STRONG_INLINE __device__ bool operator >= (const half& a, const half& b) {
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return __hge(a, b);
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}
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#else // Emulate support for half floats
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// Definitions for CPUs mostly working through conversion to/from fp32.
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator + (const half& a, const half& b) {
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return half(float(a) + float(b));
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator * (const half& a, const half& b) {
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return half(float(a) * float(b));
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator - (const half& a, const half& b) {
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return half(float(a) - float(b));
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator / (const half& a, const half& b) {
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return half(float(a) / float(b));
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator - (const half& a) {
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half result;
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result.x = a.x ^ 0x8000;
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return result;
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator += (half& a, const half& b) {
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a = half(float(a) + float(b));
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return a;
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator *= (half& a, const half& b) {
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a = half(float(a) * float(b));
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return a;
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator -= (half& a, const half& b) {
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a = half(float(a) - float(b));
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return a;
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half& operator /= (half& a, const half& b) {
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a = half(float(a) / float(b));
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return a;
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool operator == (const half& a, const half& b) {
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return numext::equal_strict(float(a),float(b));
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool operator != (const half& a, const half& b) {
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return numext::not_equal_strict(float(a), float(b));
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool operator < (const half& a, const half& b) {
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return float(a) < float(b);
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool operator <= (const half& a, const half& b) {
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return float(a) <= float(b);
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool operator > (const half& a, const half& b) {
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return float(a) > float(b);
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}
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool operator >= (const half& a, const half& b) {
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return float(a) >= float(b);
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}
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#endif // Emulate support for half floats
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// Division by an index. Do it in full float precision to avoid accuracy
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// issues in converting the denominator to half.
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half operator / (const half& a, Index b) {
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return half(static_cast<float>(a) / static_cast<float>(b));
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}
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// Conversion routines, including fallbacks for the host or older CUDA.
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// Note that newer Intel CPUs (Haswell or newer) have vectorized versions of
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// these in hardware. If we need more performance on older/other CPUs, they are
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// also possible to vectorize directly.
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw raw_uint16_to_half(unsigned short x) {
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__half_raw h;
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h.x = x;
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return h;
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}
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union FP32 {
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unsigned int u;
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float f;
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};
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EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC __half_raw float_to_half_rtne(float ff) {
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#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
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__half tmp_ff = __float2half(ff);
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#if defined(EIGEN_HAS_OLD_HIP_FP16)
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__half_raw h;
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h.data = tmp_ff;
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return h;
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#else
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return *(__half_raw*)&tmp_ff;
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#endif
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#elif defined(EIGEN_HAS_FP16_C)
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__half_raw h;
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h.x = _cvtss_sh(ff, 0);
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return h;
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#else
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FP32 f; f.f = ff;
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const FP32 f32infty = { 255 << 23 };
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const FP32 f16max = { (127 + 16) << 23 };
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const FP32 denorm_magic = { ((127 - 15) + (23 - 10) + 1) << 23 };
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unsigned int sign_mask = 0x80000000u;
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__half_raw o;
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o.x = static_cast<unsigned short>(0x0u);
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unsigned int sign = f.u & sign_mask;
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f.u ^= sign;
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// NOTE all the integer compares in this function can be safely
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// compiled into signed compares since all operands are below
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// 0x80000000. Important if you want fast straight SSE2 code
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// (since there's no unsigned PCMPGTD).
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if (f.u >= f16max.u) { // result is Inf or NaN (all exponent bits set)
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o.x = (f.u > f32infty.u) ? 0x7e00 : 0x7c00; // NaN->qNaN and Inf->Inf
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} else { // (De)normalized number or zero
|
||||
if (f.u < (113 << 23)) { // resulting FP16 is subnormal or zero
|
||||
// use a magic value to align our 10 mantissa bits at the bottom of
|
||||
// the float. as long as FP addition is round-to-nearest-even this
|
||||
// just works.
|
||||
f.f += denorm_magic.f;
|
||||
|
||||
// and one integer subtract of the bias later, we have our final float!
|
||||
o.x = static_cast<unsigned short>(f.u - denorm_magic.u);
|
||||
} else {
|
||||
unsigned int mant_odd = (f.u >> 13) & 1; // resulting mantissa is odd
|
||||
|
||||
// update exponent, rounding bias part 1
|
||||
f.u += ((unsigned int)(15 - 127) << 23) + 0xfff;
|
||||
// rounding bias part 2
|
||||
f.u += mant_odd;
|
||||
// take the bits!
|
||||
o.x = static_cast<unsigned short>(f.u >> 13);
|
||||
}
|
||||
}
|
||||
|
||||
o.x |= static_cast<unsigned short>(sign >> 16);
|
||||
return o;
|
||||
#endif
|
||||
}
|
||||
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC float half_to_float(__half_raw h) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __half2float(h);
|
||||
|
||||
#elif defined(EIGEN_HAS_FP16_C)
|
||||
return _cvtsh_ss(h.x);
|
||||
|
||||
#else
|
||||
const FP32 magic = { 113 << 23 };
|
||||
const unsigned int shifted_exp = 0x7c00 << 13; // exponent mask after shift
|
||||
FP32 o;
|
||||
|
||||
o.u = (h.x & 0x7fff) << 13; // exponent/mantissa bits
|
||||
unsigned int exp = shifted_exp & o.u; // just the exponent
|
||||
o.u += (127 - 15) << 23; // exponent adjust
|
||||
|
||||
// handle exponent special cases
|
||||
if (exp == shifted_exp) { // Inf/NaN?
|
||||
o.u += (128 - 16) << 23; // extra exp adjust
|
||||
} else if (exp == 0) { // Zero/Denormal?
|
||||
o.u += 1 << 23; // extra exp adjust
|
||||
o.f -= magic.f; // renormalize
|
||||
}
|
||||
|
||||
o.u |= (h.x & 0x8000) << 16; // sign bit
|
||||
return o.f;
|
||||
#endif
|
||||
}
|
||||
|
||||
// --- standard functions ---
|
||||
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool (isinf)(const half& a) {
|
||||
return (a.x & 0x7fff) == 0x7c00;
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool (isnan)(const half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __hisnan(a);
|
||||
#else
|
||||
return (a.x & 0x7fff) > 0x7c00;
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC bool (isfinite)(const half& a) {
|
||||
return !(isinf EIGEN_NOT_A_MACRO (a)) && !(isnan EIGEN_NOT_A_MACRO (a));
|
||||
}
|
||||
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half abs(const half& a) {
|
||||
half result;
|
||||
result.x = a.x & 0x7FFF;
|
||||
return result;
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half exp(const half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return half(hexp(a));
|
||||
#else
|
||||
return half(::expf(float(a)));
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half expm1(const half& a) {
|
||||
return half(numext::expm1(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half log(const half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return half(hlog(a));
|
||||
#else
|
||||
return half(::logf(float(a)));
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half log1p(const half& a) {
|
||||
return half(numext::log1p(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half log10(const half& a) {
|
||||
return half(::log10f(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half sqrt(const half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return half(hsqrt(a));
|
||||
#else
|
||||
return half(::sqrtf(float(a)));
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half pow(const half& a, const half& b) {
|
||||
return half(::powf(float(a), float(b)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half sin(const half& a) {
|
||||
return half(::sinf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half cos(const half& a) {
|
||||
return half(::cosf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half tan(const half& a) {
|
||||
return half(::tanf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half tanh(const half& a) {
|
||||
return half(::tanhf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half floor(const half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return half(hfloor(a));
|
||||
#else
|
||||
return half(::floorf(float(a)));
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half ceil(const half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return half(hceil(a));
|
||||
#else
|
||||
return half(::ceilf(float(a)));
|
||||
#endif
|
||||
}
|
||||
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half (min)(const half& a, const half& b) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __hlt(b, a) ? b : a;
|
||||
#else
|
||||
const float f1 = static_cast<float>(a);
|
||||
const float f2 = static_cast<float>(b);
|
||||
return f2 < f1 ? b : a;
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC half (max)(const half& a, const half& b) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __hlt(a, b) ? b : a;
|
||||
#else
|
||||
const float f1 = static_cast<float>(a);
|
||||
const float f2 = static_cast<float>(b);
|
||||
return f1 < f2 ? b : a;
|
||||
#endif
|
||||
}
|
||||
|
||||
EIGEN_ALWAYS_INLINE std::ostream& operator << (std::ostream& os, const half& v) {
|
||||
os << static_cast<float>(v);
|
||||
return os;
|
||||
}
|
||||
|
||||
} // end namespace half_impl
|
||||
|
||||
// import Eigen::half_impl::half into Eigen namespace
|
||||
// using half_impl::half;
|
||||
|
||||
namespace internal {
|
||||
|
||||
template<>
|
||||
struct random_default_impl<half, false, false>
|
||||
{
|
||||
static inline half run(const half& x, const half& y)
|
||||
{
|
||||
return x + (y-x) * half(float(std::rand()) / float(RAND_MAX));
|
||||
}
|
||||
static inline half run()
|
||||
{
|
||||
return run(half(-1.f), half(1.f));
|
||||
}
|
||||
};
|
||||
|
||||
template<> struct is_arithmetic<half> { enum { value = true }; };
|
||||
|
||||
} // end namespace internal
|
||||
|
||||
template<> struct NumTraits<Eigen::half>
|
||||
: GenericNumTraits<Eigen::half>
|
||||
{
|
||||
enum {
|
||||
IsSigned = true,
|
||||
IsInteger = false,
|
||||
IsComplex = false,
|
||||
RequireInitialization = false
|
||||
};
|
||||
|
||||
EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Eigen::half epsilon() {
|
||||
return half_impl::raw_uint16_to_half(0x0800);
|
||||
}
|
||||
EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Eigen::half dummy_precision() { return Eigen::half(1e-2f); }
|
||||
EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Eigen::half highest() {
|
||||
return half_impl::raw_uint16_to_half(0x7bff);
|
||||
}
|
||||
EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Eigen::half lowest() {
|
||||
return half_impl::raw_uint16_to_half(0xfbff);
|
||||
}
|
||||
EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Eigen::half infinity() {
|
||||
return half_impl::raw_uint16_to_half(0x7c00);
|
||||
}
|
||||
EIGEN_DEVICE_FUNC static EIGEN_STRONG_INLINE Eigen::half quiet_NaN() {
|
||||
return half_impl::raw_uint16_to_half(0x7c01);
|
||||
}
|
||||
};
|
||||
|
||||
} // end namespace Eigen
|
||||
|
||||
// C-like standard mathematical functions and trancendentals.
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half fabsh(const Eigen::half& a) {
|
||||
Eigen::half result;
|
||||
result.x = a.x & 0x7FFF;
|
||||
return result;
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half exph(const Eigen::half& a) {
|
||||
return Eigen::half(::expf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half logh(const Eigen::half& a) {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return Eigen::half(hlog(a));
|
||||
#else
|
||||
return Eigen::half(::logf(float(a)));
|
||||
#endif
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half sqrth(const Eigen::half& a) {
|
||||
return Eigen::half(::sqrtf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half powh(const Eigen::half& a, const Eigen::half& b) {
|
||||
return Eigen::half(::powf(float(a), float(b)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half floorh(const Eigen::half& a) {
|
||||
return Eigen::half(::floorf(float(a)));
|
||||
}
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half ceilh(const Eigen::half& a) {
|
||||
return Eigen::half(::ceilf(float(a)));
|
||||
}
|
||||
|
||||
namespace std {
|
||||
|
||||
#if __cplusplus > 199711L
|
||||
template <>
|
||||
struct hash<Eigen::half> {
|
||||
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE std::size_t operator()(const Eigen::half& a) const {
|
||||
return static_cast<std::size_t>(a.x);
|
||||
}
|
||||
};
|
||||
#endif
|
||||
|
||||
} // end namespace std
|
||||
|
||||
|
||||
// Add the missing shfl_xor intrinsic
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(__HIP_ARCH_HAS_WARP_SHUFFLE__)
|
||||
__device__ EIGEN_STRONG_INLINE Eigen::half __shfl_xor(Eigen::half var, int laneMask, int width=warpSize) {
|
||||
// FIXME
|
||||
//return static_cast<Eigen::half>(__shfl_xor(static_cast<float>(var), laneMask, width));
|
||||
return var;
|
||||
}
|
||||
#endif
|
||||
|
||||
// ldg() has an overload for __half, but we also need one for Eigen::half.
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && \
|
||||
defined(__HIP_ARCH_HAS_WARP_FUNNEL_SHIFT__) && defined(__HIP_ARCH_HAS_DYNAMIC_PARALLEL__)
|
||||
EIGEN_STRONG_INLINE EIGEN_DEVICE_FUNC Eigen::half __ldg(const Eigen::half* ptr) {
|
||||
// FIXME
|
||||
//return Eigen::half_impl::raw_uint16_to_half(
|
||||
// __ldg(reinterpret_cast<const unsigned short*>(ptr)));
|
||||
return *ptr;
|
||||
}
|
||||
#endif
|
||||
|
||||
|
||||
#if defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
namespace Eigen {
|
||||
namespace numext {
|
||||
|
||||
template<>
|
||||
EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE
|
||||
bool (isnan)(const Eigen::half& h) {
|
||||
return (half_impl::isnan)(h);
|
||||
}
|
||||
|
||||
template<>
|
||||
EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE
|
||||
bool (isinf)(const Eigen::half& h) {
|
||||
return (half_impl::isinf)(h);
|
||||
}
|
||||
|
||||
template<>
|
||||
EIGEN_DEVICE_FUNC EIGEN_ALWAYS_INLINE
|
||||
bool (isfinite)(const Eigen::half& h) {
|
||||
return (half_impl::isfinite)(h);
|
||||
}
|
||||
|
||||
} // namespace Eigen
|
||||
} // namespace numext
|
||||
#endif
|
||||
|
||||
#endif // EIGEN_HALF_HIP_H
|
File diff suppressed because it is too large
Load Diff
@ -1,212 +0,0 @@
|
||||
// This file is part of Eigen, a lightweight C++ template library
|
||||
// for linear algebra.
|
||||
//
|
||||
// Copyright (C) 2016 Benoit Steiner <benoit.steiner.goog@gmail.com>
|
||||
//
|
||||
// This Source Code Form is subject to the terms of the Mozilla
|
||||
// Public License v. 2.0. If a copy of the MPL was not distributed
|
||||
// with this file, You can obtain one at http://mozilla.org/MPL/2.0/.
|
||||
|
||||
#ifndef EIGEN_TYPE_CASTING_HIP_H
|
||||
#define EIGEN_TYPE_CASTING_HIP_H
|
||||
|
||||
namespace Eigen {
|
||||
|
||||
namespace internal {
|
||||
|
||||
template<>
|
||||
struct scalar_cast_op<float, Eigen::half> {
|
||||
EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op)
|
||||
typedef Eigen::half result_type;
|
||||
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Eigen::half operator() (const float& a) const {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __float2half(a);
|
||||
#else
|
||||
return Eigen::half(a);
|
||||
#endif
|
||||
}
|
||||
};
|
||||
|
||||
template<>
|
||||
struct functor_traits<scalar_cast_op<float, Eigen::half> >
|
||||
{ enum { Cost = NumTraits<float>::AddCost, PacketAccess = false }; };
|
||||
|
||||
|
||||
template<>
|
||||
struct scalar_cast_op<int, Eigen::half> {
|
||||
EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op)
|
||||
typedef Eigen::half result_type;
|
||||
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE Eigen::half operator() (const int& a) const {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __float2half(static_cast<float>(a));
|
||||
#else
|
||||
return Eigen::half(static_cast<float>(a));
|
||||
#endif
|
||||
}
|
||||
};
|
||||
|
||||
template<>
|
||||
struct functor_traits<scalar_cast_op<int, Eigen::half> >
|
||||
{ enum { Cost = NumTraits<float>::AddCost, PacketAccess = false }; };
|
||||
|
||||
|
||||
template<>
|
||||
struct scalar_cast_op<Eigen::half, float> {
|
||||
EIGEN_EMPTY_STRUCT_CTOR(scalar_cast_op)
|
||||
typedef float result_type;
|
||||
EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE float operator() (const Eigen::half& a) const {
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
return __half2float(a);
|
||||
#else
|
||||
return static_cast<float>(a);
|
||||
#endif
|
||||
}
|
||||
};
|
||||
|
||||
template<>
|
||||
struct functor_traits<scalar_cast_op<Eigen::half, float> >
|
||||
{ enum { Cost = NumTraits<float>::AddCost, PacketAccess = false }; };
|
||||
|
||||
|
||||
|
||||
#if defined(EIGEN_HAS_HIP_FP16) && defined(EIGEN_HIP_DEVICE_COMPILE)
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<Eigen::half, float> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 2,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE float4 pcast<half2, float4>(const half2& a, const half2& b) {
|
||||
float2 r1 = __half22float2(a);
|
||||
float2 r2 = __half22float2(b);
|
||||
return make_float4(r1.x, r1.y, r2.x, r2.y);
|
||||
}
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<float, Eigen::half> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 2
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_DEVICE_FUNC EIGEN_STRONG_INLINE half2 pcast<float4, half2>(const float4& a) {
|
||||
// Simply discard the second half of the input
|
||||
return __floats2half2_rn(a.x, a.y);
|
||||
}
|
||||
|
||||
#elif defined EIGEN_VECTORIZE_AVX512
|
||||
template <>
|
||||
struct type_casting_traits<half, float> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_STRONG_INLINE Packet16f pcast<Packet16h, Packet16f>(const Packet16h& a) {
|
||||
return half2float(a);
|
||||
}
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<float, half> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_STRONG_INLINE Packet16h pcast<Packet16f, Packet16h>(const Packet16f& a) {
|
||||
return float2half(a);
|
||||
}
|
||||
|
||||
#elif defined EIGEN_VECTORIZE_AVX
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<Eigen::half, float> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_STRONG_INLINE Packet8f pcast<Packet8h, Packet8f>(const Packet8h& a) {
|
||||
return half2float(a);
|
||||
}
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<float, Eigen::half> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_STRONG_INLINE Packet8h pcast<Packet8f, Packet8h>(const Packet8f& a) {
|
||||
return float2half(a);
|
||||
}
|
||||
|
||||
// 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
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<Eigen::half, float> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_STRONG_INLINE Packet4f pcast<Packet4h, Packet4f>(const Packet4h& a) {
|
||||
__int64_t a64 = _mm_cvtm64_si64(a.x);
|
||||
Eigen::half h = raw_uint16_to_half(static_cast<unsigned short>(a64));
|
||||
float f1 = static_cast<float>(h);
|
||||
h = raw_uint16_to_half(static_cast<unsigned short>(a64 >> 16));
|
||||
float f2 = static_cast<float>(h);
|
||||
h = raw_uint16_to_half(static_cast<unsigned short>(a64 >> 32));
|
||||
float f3 = static_cast<float>(h);
|
||||
h = raw_uint16_to_half(static_cast<unsigned short>(a64 >> 48));
|
||||
float f4 = static_cast<float>(h);
|
||||
return _mm_set_ps(f4, f3, f2, f1);
|
||||
}
|
||||
|
||||
template <>
|
||||
struct type_casting_traits<float, Eigen::half> {
|
||||
enum {
|
||||
VectorizedCast = 1,
|
||||
SrcCoeffRatio = 1,
|
||||
TgtCoeffRatio = 1
|
||||
};
|
||||
};
|
||||
|
||||
template<> EIGEN_STRONG_INLINE Packet4h pcast<Packet4f, Packet4h>(const Packet4f& a) {
|
||||
EIGEN_ALIGN16 float aux[4];
|
||||
pstore(aux, a);
|
||||
Eigen::half h0(aux[0]);
|
||||
Eigen::half h1(aux[1]);
|
||||
Eigen::half h2(aux[2]);
|
||||
Eigen::half h3(aux[3]);
|
||||
|
||||
Packet4h result;
|
||||
result.x = _mm_set_pi16(h3.x, h2.x, h1.x, h0.x);
|
||||
return result;
|
||||
}
|
||||
|
||||
#endif
|
||||
|
||||
} // end namespace internal
|
||||
|
||||
} // end namespace Eigen
|
||||
|
||||
#endif // EIGEN_TYPE_CASTING_HIP_H
|
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Reference in New Issue
Block a user