mirror of
https://github.com/NVIDIA/cutlass.git
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556 lines
16 KiB
C++
556 lines
16 KiB
C++
/***************************************************************************************************
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* Copyright (c) 2017 - 2022 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
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* SPDX-License-Identifier: BSD-3-Clause
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*
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* Redistribution and use in source and binary forms, with or without
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* modification, are permitted provided that the following conditions are met:
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*
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* 1. Redistributions of source code must retain the above copyright notice, this
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* list of conditions and the following disclaimer.
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*
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* 2. Redistributions in binary form must reproduce the above copyright notice,
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* this list of conditions and the following disclaimer in the documentation
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* and/or other materials provided with the distribution.
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*
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* 3. Neither the name of the copyright holder nor the names of its
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* contributors may be used to endorse or promote products derived from
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* this software without specific prior written permission.
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*
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* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
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* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
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* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
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* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
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* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
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* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
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* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
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* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
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* OR TORT (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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*
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**************************************************************************************************/
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#pragma once
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#if defined(__CUDACC_RTC__)
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#include <cuda/std/cstdint>
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#else
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#include <cstdint>
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#include <cuComplex.h>
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#endif
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#include "cutlass/cutlass.h"
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#include "cutlass/half.h"
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#include "cutlass/real.h"
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#include "cutlass/bfloat16.h"
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#include "cutlass/tfloat32.h"
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#include "cutlass/fast_math.h"
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#if !defined(__CUDACC_RTC__)
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#include <iosfwd>
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#endif
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namespace cutlass {
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//////////////////////////////////////////////////////////////////////////////////////////////////
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/// Enumeraed type describing a transformation on a complex value.
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enum class ComplexTransform {
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kNone,
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kConjugate
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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/// Defines ComplexTransform inversions
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template <ComplexTransform kTransform>
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struct InvertComplexTransform;
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/// Invert ComplexTransform from kNone to kConjugate
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template <>
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struct InvertComplexTransform<ComplexTransform::kNone> {
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static ComplexTransform const transform = ComplexTransform::kConjugate;
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};
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/// Invert ComplexTransform from kConjugate to kNone
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template <>
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struct InvertComplexTransform<ComplexTransform::kConjugate> {
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static ComplexTransform const transform = ComplexTransform::kNone;
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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//////////////////////////////////////////////////////////////////////////////////////////////////
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//
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// Accessors for CUDA complex types
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//
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#if !defined(__CUDACC_RTC__)
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/// Returns the real part of the complex number
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CUTLASS_HOST_DEVICE
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float const &real(cuFloatComplex const &z) { return z.x; }
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/// Returns the real part of the complex number
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CUTLASS_HOST_DEVICE
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float &real(cuFloatComplex &z) { return z.x; }
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/// Returns the real part of the complex number
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CUTLASS_HOST_DEVICE
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double const &real(cuDoubleComplex const &z) { return z.x; }
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/// Returns the real part of the complex number
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CUTLASS_HOST_DEVICE
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double &real(cuDoubleComplex &z) { return z.x; }
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/// Returns the imaginary part of the complex number
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CUTLASS_HOST_DEVICE
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float const &imag(cuFloatComplex const &z) { return z.y; }
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/// Returns the imaginary part of the complex number
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CUTLASS_HOST_DEVICE
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float &imag(cuFloatComplex &z) { return z.y; }
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/// Returns the imaginary part of the complex number
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CUTLASS_HOST_DEVICE
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double const &imag(cuDoubleComplex const &z) { return z.y; }
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/// Returns the imaginary part of the complex number
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CUTLASS_HOST_DEVICE
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double &imag(cuDoubleComplex &z) { return z.y; }
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#endif
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///////////////////////////////////////////////////////////////////////////////////////////////////
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/// Class for representing and manipulating complex numbers with conversions from built-in CUDA
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/// complex types.
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template <typename T>
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class complex
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{
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public:
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/// Type alias for scalar type
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private:
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//
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// Data members
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//
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/// Real part
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T _real;
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/// Imaginary part
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T _imag;
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public:
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//
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// Methods
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//
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/// Constructor
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CUTLASS_HOST_DEVICE
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complex(T r = T(0)) : _real(r), _imag(T(0)) {}
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/// Constructor
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CUTLASS_HOST_DEVICE
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complex(T r, T i) : _real(r), _imag(i) {}
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//
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/// Constructor
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template<typename A>
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CUTLASS_HOST_DEVICE
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complex(complex<A> const &z) : _real(static_cast<T>(z.real())), _imag(static_cast<T>(z.imag())) {}
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#if !defined(__CUDACC_RTC__)
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/// Conversion from cuFloatComplex
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CUTLASS_HOST_DEVICE
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complex(cuFloatComplex const &z) : _real(static_cast<T>(cuCrealf(z))), _imag(static_cast<T>(cuCimagf(z))) {}
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/// Conversion from cuDoubleComplex
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CUTLASS_HOST_DEVICE
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complex(cuDoubleComplex const &z) : _real(static_cast<T>(cuCreal(z))), _imag(static_cast<T>(cuCimag(z))) {}
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#endif
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/// Assignment
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template<typename A>
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CUTLASS_HOST_DEVICE
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complex<T>& operator=(complex<A> const &z)
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{
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_real = static_cast<T>(z.real());
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_imag = static_cast<T>(z.imag());
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return *this;
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}
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/// Equality operator
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CUTLASS_HOST_DEVICE bool operator==(complex<T> const &rhs) const {
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return this->real() == rhs.real() && this->imag() == rhs.imag();
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}
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/// Inequality operator
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CUTLASS_HOST_DEVICE bool operator!=(complex<T> const &rhs) const {
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return !(*this == rhs);
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}
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/// Addition
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> operator+(complex<A> const &rhs) const {
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return complex<T>(this->real() + rhs.real(), this->imag() + rhs.imag());
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}
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/// Subtraction
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> operator-(complex<A> const &rhs) const {
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return complex<T>(this->real() - rhs.real(), this->imag() - rhs.imag());
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}
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/// Multiplication
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> operator*(complex<A> const &rhs) const {
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return complex<T>(this->real() * rhs.real() - this->imag() * rhs.imag(),
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this->real() * rhs.imag() + this->imag() * rhs.real());
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}
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/// Scalar Multiplication
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> operator*(A const &s) const {
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return complex<T>(this->real() * s, this->imag() * s);
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}
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/// Division
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> operator/(complex<A> const &rhs) const {
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T d = T(rhs.real() * rhs.real() + rhs.imag() * rhs.imag());
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return complex<T>(
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(real() * rhs.real() + imag() * rhs.imag()) / d,
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(imag() * rhs.real() - real() * rhs.imag()) / d
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);
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}
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/// Scalar Division
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> operator/(A const &s) const {
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return complex<T>(this->real() / s, this->imag() / s);
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}
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/// Addition
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> &operator+=(complex<A> const &rhs) {
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*this = *this + rhs;
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return *this;
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}
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/// Subtraction
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> &operator-=(complex<A> const &rhs) {
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*this = *this - rhs;
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return *this;
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}
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/// Multiplication
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> &operator*=(complex<A> const &rhs) {
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*this = *this * rhs;
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return *this;
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}
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/// Scalar multiplication
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> &operator*=(A s) {
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*this = *this * s;
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return *this;
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}
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/// Division
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template <typename A>
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CUTLASS_HOST_DEVICE complex<T> &operator/=(complex<A> const &rhs) {
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*this = *this / rhs;
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return *this;
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}
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/// Accesses the real part of the complex number
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CUTLASS_HOST_DEVICE
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T const &real() const { return _real; }
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/// Accesses the real part of the complex number
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CUTLASS_HOST_DEVICE
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T &real() { return _real; }
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/// Accesses the imaginary part of the complex number
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CUTLASS_HOST_DEVICE
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T const &imag() const { return _imag; }
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/// Accesses the imaginary part of the complex number
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CUTLASS_HOST_DEVICE
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T &imag() { return _imag; }
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#if !defined(__CUDACC_RTC__)
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/// Converts to cuFloatComplex
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CUTLASS_HOST_DEVICE
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explicit operator cuFloatComplex() const { return make_cuFloatComplex(float(real()), float(imag())); }
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/// Converts to cuDoubleComplex
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CUTLASS_HOST_DEVICE
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explicit operator cuDoubleComplex() const { return make_cuDoubleComplex(real(), imag()); }
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#endif
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};
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///////////////////////////////////////////////////////////////////////////////////////////////////
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//
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// Accessors for complex template
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//
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/// Returns the real part of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T const &real(complex<T> const &z) {
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return z.real();
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}
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/// Returns the real part of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T &real(complex<T> &z) {
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return z.real();
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}
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/// Returns the imaginary part of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T const &imag(complex<T> const &z) {
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return z.imag();
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}
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/// Returns the imaginary part of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T &imag(complex<T> &z) {
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return z.imag();
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}
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/// Returns the real part of the real number
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template <typename T>
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CUTLASS_HOST_DEVICE T const &real(T const &r) {
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return r;
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}
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/// Returns the real part of the real number
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template <typename T>
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CUTLASS_HOST_DEVICE T &real(T &r) {
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return r;
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}
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/// Returns the imaginary part of the real number
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template <typename T>
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CUTLASS_HOST_DEVICE T const &imag(T const &r) {
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return T();
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}
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/// Returns the imaginary part of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T &imag(T &r) {
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return T();
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}
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//
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// Output operators
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//
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#if !defined(__CUDACC_RTC__)
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template <typename T>
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std::ostream &operator<<(std::ostream &out, complex<T> const &z) {
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T _r = real(z);
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T _i = imag(z);
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if (bool(_i)) {
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return out << _r << "+i" << _i;
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}
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return out << _r;
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}
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#endif
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//
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// Non-member operators defined for complex types
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//
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//
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// Non-member functions defined for complex numbers
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//
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/// Returns the magnitude of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T abs(complex<T> const &z) {
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return sqrt(norm(z));
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}
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/// Returns the magnitude of the complex number
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template <typename T>
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CUTLASS_HOST_DEVICE T arg(complex<T> const &z) {
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return atan2(imag(z), real(z));
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}
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/// Returns the squared magnitude of a real number
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template <typename T>
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CUTLASS_HOST_DEVICE T norm(T const &z) {
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return z * z;
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}
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/// Returns the squared magnitude of a real number
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template <>
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CUTLASS_HOST_DEVICE int8_t norm(int8_t const &z) {
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return static_cast<int8_t>(z * z);
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}
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/// Returns the squared magnitude of a complex number
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template <typename T>
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CUTLASS_HOST_DEVICE double norm(complex<T> const &z) {
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return real(z) * real(z) + imag(z) * imag(z);
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}
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/// Norm-accumulate calculation
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template <typename T, typename R>
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CUTLASS_HOST_DEVICE R norm_accumulate(T const &x, R const & accumulator) {
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return accumulator + static_cast<R>(x) * static_cast<R>(x);
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}
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/// Norm accumulate specialized for complex types
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template <typename T, typename R>
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CUTLASS_HOST_DEVICE R norm_accumulate(complex<T> const &z, R const &accumulator) {
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return accumulator + static_cast<R>(real(z)) * static_cast<R>(real(z)) +
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static_cast<R>(imag(z)) * static_cast<R>(imag(z));
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}
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/// Returns the complex conjugate
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CUTLASS_HOST_DEVICE float conj(float const &z) {
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return z;
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}
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/// Returns the complex conjugate
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CUTLASS_HOST_DEVICE double conj(double const &z) {
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return z;
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}
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/// Returns the complex conjugate
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> conj(complex<T> const &z) {
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return complex<T>(real(z), -imag(z));
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}
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/// Indentity transform for non-complex types
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template <typename T>
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CUTLASS_HOST_DEVICE T conj(T const &z) {
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static_assert( !std::is_same<T, cuComplex>::value &&
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!std::is_same<T, cuDoubleComplex>::value &&
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!std::is_same<T, cutlass::complex<double>>::value &&
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!std::is_same<T, cutlass::complex<float>>::value, "May not be a complex data type");
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return z;
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}
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/// Projects the complex number z onto the Riemann sphere
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> proj(complex<T> const &z) {
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T d = real(z) * real(z) + imag(z) * imag(z) + T(1);
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return complex<T>((T(2) * real(z)) / d, (T(2) * imag(z)) / d);
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}
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/// Returns a complex number with magnitude r and phase theta
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> polar(T const &r, T const &theta = T()) {
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return complex<T>(r * cos(theta), r * sin(theta));
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}
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/// Computes the complex exponential of z.
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> exp(complex<T> const &z) {
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return complex<T>(fast_exp(real(z)) * fast_cos(imag(z)), fast_exp(real(z)) * fast_sin(imag(z)));
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}
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/// Computes the log of z
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> log(complex<T> const &z) {
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return complex<T>(log(abs(z)), arg(z));
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}
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/// Computes the log base 10 of z
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> log10(complex<T> const &z) {
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return log(z) / T(log(T(10)));
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}
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/// Computes the square root of complex number z
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> sqrt(complex<T> const &z) {
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return sqrt(T(2)) / T(2) *
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complex<T>(sqrt(sqrt(norm(z)) + real(z)),
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(imag(z) < 0 ? T(-1) : T(1)) * sqrt(sqrt(norm(z)) - real(z)));
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}
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/// Computes the cosine of complex z.
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> cos(complex<T> const &z) {
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return (exp(z) + exp(-z)) / T(2);
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}
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/// Computes the sin of complex z.
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template <typename T>
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CUTLASS_HOST_DEVICE complex<T> sin(complex<T> const &z) {
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return (exp(-z) - exp(z)) * complex<T>(T(0), T(1) / T(2));
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}
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/// Comparison
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template <typename T>
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CUTLASS_HOST_DEVICE bool operator<(complex<T> const &lhs, complex<T> const &rhs) {
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//TODO
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return true;
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}
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//////////////////////////////////////////////////////////////////////////////////////////////////
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/// Partial specialization for complex-valued type.
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template <typename T>
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struct RealType< complex<T> > {
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using Type = T;
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/// Number of elements
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static int const kExtent = 2;
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CUTLASS_HOST_DEVICE
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static complex<T> from_real(double x) {
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return complex<T>(static_cast<T>(x));
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}
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};
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/////////////////////////////////////////////////////////////////////////////////////////////////
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template <>
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CUTLASS_HOST_DEVICE
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cutlass::complex<half_t> from_real<cutlass::complex<half_t> >(double r) {
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return cutlass::complex<half_t>(half_t(r));
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}
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template <>
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CUTLASS_HOST_DEVICE
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cutlass::complex<float> from_real<cutlass::complex<float> >(double r) {
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return cutlass::complex<float>(float(r));
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}
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template <>
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CUTLASS_HOST_DEVICE
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cutlass::complex<double> from_real<cutlass::complex<double> >(double r) {
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return cutlass::complex<double>(r);
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}
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//////////////////////////////////////////////////////////////////////////////////////////////////
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template <typename T>
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struct is_complex {
|
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static bool const value = false;
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|
};
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template <typename T>
|
|
struct is_complex<complex<T>> {
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|
static bool const value = true;
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|
};
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|
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//////////////////////////////////////////////////////////////////////////////////////////////////
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} // namespace cutlass
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|
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//////////////////////////////////////////////////////////////////////////////////////////////////
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