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paddlepaddle--paddle/paddle/phi/common/complex.h
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2026-07-13 12:40:42 +08:00

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// Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
//
// Licensed under the Apache License, Version 2.0 (the "License");
// you may not use this file except in compliance with the License.
// You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
#pragma once
#include <stdint.h>
#include <complex>
#include <cstring>
#include <iostream>
#include <limits>
#include "paddle/common/hostdevice.h"
#ifdef PADDLE_WITH_CUDA
#include <cuComplex.h>
#include <thrust/complex.h>
#endif // PADDLE_WITH_CUDA
#ifdef PADDLE_WITH_HIP
#include <hip/hip_complex.h>
// Include thrust complex only in HIP compilation mode.
// Avoid pulling rocThrust/rocprim headers in non-hipcc host compilation.
#if defined(__HIPCC__)
#include <thrust/complex.h> // NOLINT
#endif
#endif
#ifndef PADDLE_WITH_HIP
#if !defined(_WIN32)
#define PADDLE_ALIGN(x) __attribute__((aligned(x)))
#else
#define PADDLE_ALIGN(x) __declspec(align(x))
#endif
#else
#define PADDLE_ALIGN(x)
#endif
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
// todo
#define PADDLE_WITH_CUDA_OR_HIP_COMPLEX
#endif
namespace phi {
namespace dtype {
template <typename T>
struct PADDLE_ALIGN(sizeof(T) * 2) complex {
public:
T real;
T imag;
using value_type = T;
complex() = default;
complex(const complex<T>& o) = default;
complex& operator=(const complex<T>& o) = default;
complex(complex<T>&& o) = default;
complex& operator=(complex<T>&& o) = default;
~complex() = default;
HOSTDEVICE constexpr complex(T real, T imag) : real(real), imag(imag) {}
// thrust::complex interop: CUDA always, HIP only with hipcc
#if defined(PADDLE_WITH_CUDA) || \
(defined(PADDLE_WITH_HIP) && defined(__HIPCC__))
template <typename T1>
HOSTDEVICE inline explicit complex(const thrust::complex<T1>& c) {
real = c.real();
imag = c.imag();
}
#if defined(PADDLE_WITH_CCCL)
template <typename T1>
HOSTDEVICE inline explicit complex(const cuda::std::complex<T1>& c) {
real = c.real();
imag = c.imag();
}
#endif
template <typename T1>
HOSTDEVICE inline explicit operator thrust::complex<T1>() const {
return thrust::complex<T1>(real, imag);
}
#endif
#if defined(PADDLE_WITH_CUDA) || defined(PADDLE_WITH_HIP)
#ifdef PADDLE_WITH_HIP
HOSTDEVICE inline explicit operator hipFloatComplex() const {
return make_hipFloatComplex(real, imag);
}
HOSTDEVICE inline explicit operator hipDoubleComplex() const {
return make_hipDoubleComplex(real, imag);
}
#else
HOSTDEVICE inline explicit operator cuFloatComplex() const {
return make_cuFloatComplex(real, imag);
}
HOSTDEVICE inline explicit operator cuDoubleComplex() const {
return make_cuDoubleComplex(real, imag);
}
#endif
#endif
template <typename T1,
typename std::enable_if<std::is_floating_point<T1>::value ||
std::is_integral<T1>::value,
int>::type = 0>
HOSTDEVICE complex(const T1& val) {
real = static_cast<T>(val);
imag = static_cast<T>(0.0);
}
template <typename T1 = T>
HOSTDEVICE explicit complex(
const typename std::enable_if<std::is_same<T1, float>::value,
complex<double>>::type& val) {
real = val.real;
imag = val.imag;
}
template <typename T1 = T>
HOSTDEVICE explicit complex(
const typename std::enable_if<std::is_same<T1, double>::value,
complex<float>>::type& val) {
real = val.real;
imag = val.imag;
}
template <typename T1>
HOSTDEVICE inline explicit operator std::complex<T1>() const {
return static_cast<std::complex<T1>>(std::complex<T>(real, imag));
}
template <typename T1>
HOSTDEVICE complex(const std::complex<T1>& val)
: real(val.real()), imag(val.imag()) {}
template <typename T1,
typename std::enable_if<std::is_floating_point<T1>::value ||
std::is_integral<T1>::value,
int>::type = 0>
HOSTDEVICE inline complex& operator=(const T1& val) {
real = static_cast<T>(val);
imag = static_cast<T>(0.0);
return *this;
}
HOSTDEVICE inline explicit operator bool() const {
return static_cast<bool>(this->real) || static_cast<bool>(this->imag);
}
HOSTDEVICE inline explicit operator int8_t() const {
return static_cast<int8_t>(this->real);
}
HOSTDEVICE inline explicit operator uint8_t() const {
return static_cast<uint8_t>(this->real);
}
HOSTDEVICE inline explicit operator int16_t() const {
return static_cast<int16_t>(this->real);
}
HOSTDEVICE inline explicit operator uint16_t() const {
return static_cast<uint16_t>(this->real);
}
HOSTDEVICE inline explicit operator int32_t() const {
return static_cast<int32_t>(this->real);
}
HOSTDEVICE inline explicit operator uint32_t() const {
return static_cast<uint32_t>(this->real);
}
HOSTDEVICE inline explicit operator int64_t() const {
return static_cast<int64_t>(this->real);
}
HOSTDEVICE inline explicit operator uint64_t() const {
return static_cast<uint64_t>(this->real);
}
HOSTDEVICE inline explicit operator float() const {
return static_cast<float>(this->real);
}
HOSTDEVICE inline explicit operator double() const {
return static_cast<double>(this->real);
}
};
template <typename T>
HOSTDEVICE inline complex<T> operator+(const complex<T>& a,
const complex<T>& b) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::complex<T>(a) + thrust::complex<T>(b));
#else
return complex<T>(a.real + b.real, a.imag + b.imag);
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> operator-(const complex<T>& a,
const complex<T>& b) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::complex<T>(a) - thrust::complex<T>(b));
#else
return complex<T>(a.real - b.real, a.imag - b.imag);
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> operator*(const complex<T>& a,
const complex<T>& b) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIP_DEVICE_COMPILE__))
if constexpr (std::is_same<T, double>::value) {
// real = a.real*b.real - a.imag*b.imag = fma(a.real, b.real,
// -(a.imag*b.imag)) imag = a.imag*b.real + b.imag*a.real = fma(b.imag,
// a.real, a.imag*b.real)
return complex<T>(__fma_rn(a.real, b.real, -__dmul_rn(a.imag, b.imag)),
__fma_rn(b.imag, a.real, __dmul_rn(a.imag, b.real)));
} else {
return complex<T>(__fmaf_rn(a.real, b.real, -__fmul_rn(a.imag, b.imag)),
__fmaf_rn(b.imag, a.real, __fmul_rn(a.imag, b.real)));
}
#else
return complex<T>(a.real * b.real - a.imag * b.imag,
a.imag * b.real + b.imag * a.real);
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> operator/(const complex<T>& x,
const complex<T>& y) {
T a = x.real;
T b = x.imag;
T c = y.real;
T d = y.imag;
// (a + bi) / (c + di) = (ac + bd)/(c^2 + d^2) + (bc - ad)/(c^2 + d^2) i
// the calculation below follows numpy's complex division
#if defined(__GNUC__) && !defined(__clang__)
// std::abs is already constexpr by gcc
auto abs_c = std::abs(c);
auto abs_d = std::abs(d);
#else
auto abs_c = c < 0 ? -c : c;
auto abs_d = d < 0 ? -d : d;
#endif
T real_, imag_;
auto rat = (abs_c >= abs_d) ? (d / c) : (c / d);
auto scl =
(abs_c >= abs_d) ? (T(1.0) / (c + d * rat)) : (T(1.0) / (d + c * rat));
if (abs_c >= abs_d) {
#if __cplusplus >= 201703L
if constexpr (std::is_same_v<T, float>) {
real_ = std::fmaf(b, rat, a) * scl;
imag_ = std::fmaf(-a, rat, b) * scl;
} else if constexpr (std::is_same_v<T, double>) {
real_ = std::fma(b, rat, a) * scl;
imag_ = std::fma(-a, rat, b) * scl;
} else {
real_ = (a + b * rat) * scl;
imag_ = (b - a * rat) * scl;
}
#else
real_ = (a + b * rat) * scl;
imag_ = (b - a * rat) * scl;
#endif
} else {
#if __cplusplus >= 201703L
if constexpr (std::is_same_v<T, float>) {
real_ = std::fmaf(a, rat, b) * scl;
imag_ = std::fmaf(b, rat, -a) * scl;
} else if constexpr (std::is_same_v<T, double>) {
real_ = std::fma(a, rat, b) * scl;
imag_ = std::fma(b, rat, -a) * scl;
} else {
real_ = (a * rat + b) * scl;
imag_ = (b * rat - a) * scl;
}
#else
real_ = (a * rat + b) * scl;
imag_ = (b * rat - a) * scl;
#endif
}
return complex<T>(real_, imag_);
}
template <typename T>
HOSTDEVICE inline complex<T> operator-(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(-thrust::complex<T>(a.real, a.imag));
#else
complex<T> res;
res.real = -a.real;
res.imag = -a.imag;
return res;
#endif
}
template <typename T>
HOSTDEVICE inline complex<T>& operator+=(complex<T>& a, // NOLINT
const complex<T>& b) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
a = complex<T>(thrust::complex<T>(a.real, a.imag) +=
thrust::complex<T>(b.real, b.imag));
return a;
#else
a.real += b.real;
a.imag += b.imag;
return a;
#endif
}
template <typename T>
HOSTDEVICE inline complex<T>& operator-=(complex<T>& a, // NOLINT
const complex<T>& b) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
a = complex<T>(thrust::complex<T>(a.real, a.imag) -=
thrust::complex<T>(b.real, b.imag));
return a;
#else
a.real -= b.real;
a.imag -= b.imag;
return a;
#endif
}
template <typename T>
HOSTDEVICE inline complex<T>& operator*=(complex<T>& a, // NOLINT
const complex<T>& b) {
a = a * b;
return a;
}
template <typename T>
HOSTDEVICE inline complex<T>& operator/=(complex<T>& x, // NOLINT
const complex<T>& y) {
T a = x.real;
T b = x.imag;
T c = y.real;
T d = y.imag;
// (a + bi) / (c + di) = (ac + bd)/(c^2 + d^2) + (bc - ad)/(c^2 + d^2) i
// the calculation below follows numpy's complex division
#if defined(__GNUC__) && !defined(__clang__)
// std::abs is already constexpr by gcc
auto abs_c = std::abs(c);
auto abs_d = std::abs(d);
#else
auto abs_c = c < 0 ? -c : c;
auto abs_d = d < 0 ? -d : d;
#endif
T real_, imag_;
auto rat = (abs_c >= abs_d) ? (d / c) : (c / d);
auto scl =
(abs_c >= abs_d) ? (T(1.0) / (c + d * rat)) : (T(1.0) / (d + c * rat));
if (abs_c >= abs_d) {
#if __cplusplus >= 201703L
if constexpr (std::is_same_v<T, float>) {
real_ = std::fmaf(b, rat, a) * scl;
imag_ = std::fmaf(-a, rat, b) * scl;
} else if constexpr (std::is_same_v<T, double>) {
real_ = std::fma(b, rat, a) * scl;
imag_ = std::fma(-a, rat, b) * scl;
} else {
real_ = (a + b * rat) * scl;
imag_ = (b - a * rat) * scl;
}
#else
real_ = (a + b * rat) * scl;
imag_ = (b - a * rat) * scl;
#endif
} else {
#if __cplusplus >= 201703L
if constexpr (std::is_same_v<T, float>) {
real_ = std::fmaf(a, rat, b) * scl;
imag_ = std::fmaf(b, rat, -a) * scl;
} else if constexpr (std::is_same_v<T, double>) {
real_ = std::fma(a, rat, b) * scl;
imag_ = std::fma(b, rat, -a) * scl;
} else {
real_ = (a * rat + b) * scl;
imag_ = (b * rat - a) * scl;
}
#else
real_ = (a * rat + b) * scl;
imag_ = (b * rat - a) * scl;
#endif
}
x = complex<T>(real_, imag_);
return x;
}
template <typename T>
HOSTDEVICE inline complex<T> raw_uint16_to_complex64(uint16_t a) {
complex<T> res;
res.real = a;
res.imag = 0.0;
return res;
}
template <typename T>
HOSTDEVICE inline bool operator==(const complex<T>& a, const complex<T>& b) {
return a.real == b.real && a.imag == b.imag;
}
template <typename T>
HOSTDEVICE inline bool operator!=(const complex<T>& a, const complex<T>& b) {
return a.real != b.real || a.imag != b.imag;
}
template <typename T>
HOSTDEVICE inline bool operator<(const complex<T>& a, const complex<T>& b) {
return a.real < b.real;
}
template <typename T>
HOSTDEVICE inline bool operator<=(const complex<T>& a, const complex<T>& b) {
return a.real <= b.real;
}
template <typename T>
HOSTDEVICE inline bool operator>(const complex<T>& a, const complex<T>& b) {
return a.real > b.real;
}
template <typename T>
HOSTDEVICE inline bool operator>=(const complex<T>& a, const complex<T>& b) {
return a.real >= b.real;
}
template <typename T>
HOSTDEVICE inline complex<T>(max)(const complex<T>& a, const complex<T>& b) {
return (a.real >= b.real) ? a : b;
}
template <typename T>
HOSTDEVICE inline complex<T>(min)(const complex<T>& a, const complex<T>& b) {
return (a.real < b.real) ? a : b;
}
template <typename T>
HOSTDEVICE inline bool(isnan)(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return ::isnan(a.real) || ::isnan(a.imag);
#else
return std::isnan(a.real) || std::isnan(a.imag);
#endif
}
template <typename T>
HOSTDEVICE inline bool isinf(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return ::isinf(a.real) || ::isinf(a.imag);
#else
return std::isinf(a.real) || std::isinf(a.imag);
#endif
}
template <typename T>
HOSTDEVICE inline bool isfinite(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return ::isfinite(a.real) || ::isfinite(a.imag);
#else
return std::isfinite(a.real) || std::isfinite(a.imag);
#endif
}
template <typename T>
HOSTDEVICE inline T abs(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return thrust::abs(thrust::complex<T>(a));
#else
return std::abs(std::complex<T>(a));
#endif
}
template <typename T>
HOSTDEVICE inline T arg(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return thrust::arg(thrust::complex<T>(a));
#else
return std::arg(std::complex<T>(a));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> pow(const complex<T>& a, const complex<T>& b) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::pow(thrust::complex<T>(a), thrust::complex<T>(b)));
#else
return complex<T>(std::pow(std::complex<T>(a), std::complex<T>(b)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> sqrt(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::sqrt(thrust::complex<T>(a)));
#else
return complex<T>(std::sqrt(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> sin(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::sin(thrust::complex<T>(a)));
#else
return complex<T>(std::sin(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> cos(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::cos(thrust::complex<T>(a)));
#else
return complex<T>(std::cos(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> tan(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::tan(thrust::complex<T>(a)));
#else
return complex<T>(std::tan(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> sinh(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::sinh(thrust::complex<T>(a)));
#else
return complex<T>(std::sinh(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> cosh(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::cosh(thrust::complex<T>(a)));
#else
return complex<T>(std::cosh(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> tanh(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::tanh(thrust::complex<T>(a)));
#else
return complex<T>(std::tanh(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> asin(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::asin(thrust::complex<T>(a)));
#else
return complex<T>(std::asin(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> acos(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::acos(thrust::complex<T>(a)));
#else
return complex<T>(std::acos(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> atan(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::atan(thrust::complex<T>(a)));
#else
return complex<T>(std::atan(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> asinh(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::asinh(thrust::complex<T>(a)));
#else
return complex<T>(std::asinh(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> acosh(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::acosh(thrust::complex<T>(a)));
#else
return complex<T>(std::acosh(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> atanh(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::atanh(thrust::complex<T>(a)));
#else
return complex<T>(std::atanh(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> conj(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::conj(thrust::complex<T>(a)));
#else
return complex<T>(std::conj(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> exp(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::exp(thrust::complex<T>(a)));
#else
return complex<T>(std::exp(std::complex<T>(a)));
#endif
}
template <typename T>
HOSTDEVICE inline complex<T> log(const complex<T>& a) {
#if defined(PADDLE_WITH_CUDA_OR_HIP_COMPLEX) && \
(defined(__CUDA_ARCH__) || defined(__HIPCC__))
return complex<T>(thrust::log(thrust::complex<T>(a)));
#else
return complex<T>(std::log(std::complex<T>(a)));
#endif
}
template <typename T>
inline std::ostream& operator<<(std::ostream& os, const complex<T>& a) {
os << "real:" << a.real << " imag:" << a.imag;
return os;
}
} // namespace dtype
} // namespace phi
namespace std {
template <typename T>
struct is_pod<phi::dtype::complex<T>> {
static const bool value = true;
};
template <typename T>
struct is_floating_point<phi::dtype::complex<T>>
: std::integral_constant<bool, false> {};
template <typename T>
struct is_signed<phi::dtype::complex<T>> {
static const bool value = false;
};
template <typename T>
struct is_unsigned<phi::dtype::complex<T>> {
static const bool value = false;
};
template <typename T>
inline bool isnan(const phi::dtype::complex<T>& a) {
return phi::dtype::isnan(a);
}
template <typename T>
inline bool isinf(const phi::dtype::complex<T>& a) {
return phi::dtype::isinf(a);
}
template <typename T>
struct numeric_limits<phi::dtype::complex<T>> {
static const bool is_specialized = false;
static const bool is_signed = false;
static const bool is_integer = false;
static const bool is_exact = false;
static const bool has_infinity = false;
static const bool has_quiet_NaN = false;
static const bool has_signaling_NaN = false;
static const float_denorm_style has_denorm = denorm_absent;
static const bool has_denorm_loss = false;
static const std::float_round_style round_style = std::round_toward_zero;
static const bool is_iec559 = false;
static const bool is_bounded = false;
static const bool is_modulo = false;
static const int digits = 0;
static const int digits10 = 0;
static const int max_digits10 = 0;
static const int radix = 0;
static const int min_exponent = 0;
static const int min_exponent10 = 0;
static const int max_exponent = 0;
static const int max_exponent10 = 0;
static const bool traps = false;
static const bool tinyness_before = false;
static phi::dtype::complex<T>(min)() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> lowest() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T>(max)() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> epsilon() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> round_error() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> infinity() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> quiet_NaN() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> signaling_NaN() {
return phi::dtype::complex<T>(0.0, 0.0);
}
static phi::dtype::complex<T> denorm_min() {
return phi::dtype::complex<T>(0.0, 0.0);
}
};
} // namespace std