/* * Copyright 1993-2020 NVIDIA Corporation. All rights reserved. * * NOTICE TO LICENSEE: * * This source code and/or documentation ("Licensed Deliverables") are * subject to NVIDIA intellectual property rights under U.S. and * international Copyright laws. * * These Licensed Deliverables contained herein is PROPRIETARY and * CONFIDENTIAL to NVIDIA and is being provided under the terms and * conditions of a form of NVIDIA software license agreement by and * between NVIDIA and Licensee ("License Agreement") or electronically * accepted by Licensee. Notwithstanding any terms or conditions to * the contrary in the License Agreement, reproduction or disclosure * of the Licensed Deliverables to any third party without the express * written consent of NVIDIA is prohibited. * * NOTWITHSTANDING ANY TERMS OR CONDITIONS TO THE CONTRARY IN THE * LICENSE AGREEMENT, NVIDIA MAKES NO REPRESENTATION ABOUT THE * SUITABILITY OF THESE LICENSED DELIVERABLES FOR ANY PURPOSE. IT IS * PROVIDED "AS IS" WITHOUT EXPRESS OR IMPLIED WARRANTY OF ANY KIND. * NVIDIA DISCLAIMS ALL WARRANTIES WITH REGARD TO THESE LICENSED * DELIVERABLES, INCLUDING ALL IMPLIED WARRANTIES OF MERCHANTABILITY, * NONINFRINGEMENT, AND FITNESS FOR A PARTICULAR PURPOSE. * NOTWITHSTANDING ANY TERMS OR CONDITIONS TO THE CONTRARY IN THE * LICENSE AGREEMENT, IN NO EVENT SHALL NVIDIA BE LIABLE FOR ANY * SPECIAL, INDIRECT, INCIDENTAL, OR CONSEQUENTIAL DAMAGES, OR ANY * DAMAGES WHATSOEVER RESULTING FROM LOSS OF USE, DATA OR PROFITS, * WHETHER IN AN ACTION OF CONTRACT, NEGLIGENCE OR OTHER TORTIOUS * ACTION, ARISING OUT OF OR IN CONNECTION WITH THE USE OR PERFORMANCE * OF THESE LICENSED DELIVERABLES. * * U.S. Government End Users. These Licensed Deliverables are a * "commercial item" as that term is defined at 48 C.F.R. 2.101 (OCT * 1995), consisting of "commercial computer software" and "commercial * computer software documentation" as such terms are used in 48 * C.F.R. 12.212 (SEPT 1995) and is provided to the U.S. Government * only as a commercial end item. Consistent with 48 C.F.R.12.212 and * 48 C.F.R. 227.7202-1 through 227.7202-4 (JUNE 1995), all * U.S. Government End Users acquire the Licensed Deliverables with * only those rights set forth herein. * * Any use of the Licensed Deliverables in individual and commercial * software must include, in the user documentation and internal * comments to the code, the above Disclaimer and U.S. Government End * Users Notice. */ #if !defined(__CUDA_FP16_HPP__) #define __CUDA_FP16_HPP__ #if !defined(__CUDA_FP16_H__) #error "Do not include this file directly. Instead, include cuda_fp16.h." #endif #if !defined(_MSC_VER) && __cplusplus >= 201103L # define __CPP_VERSION_AT_LEAST_11_FP16 #elif _MSC_FULL_VER >= 190024210 && _MSVC_LANG >= 201103L # define __CPP_VERSION_AT_LEAST_11_FP16 #endif /* C++11 header for std::move. * In RTC mode, std::move is provided implicitly; don't include the header */ #if defined(__CPP_VERSION_AT_LEAST_11_FP16) && !defined(__CUDACC_RTC__) #include #endif /* __cplusplus >= 201103L && !defined(__CUDACC_RTC__) */ /* C++ header for std::memcpy (used for type punning in host-side implementations). * When compiling as a CUDA source file memcpy is provided implicitly. * !defined(__CUDACC__) implies !defined(__CUDACC_RTC__). */ #if defined(__cplusplus) && !defined(__CUDACC__) #include #endif /* defined(__cplusplus) && !defined(__CUDACC__) */ /* Set up function decorations */ #if defined(__CUDACC__) #define __CUDA_FP16_DECL__ static __device__ __inline__ #define __CUDA_HOSTDEVICE_FP16_DECL__ static __host__ __device__ __inline__ #define __VECTOR_FUNCTIONS_DECL__ static __inline__ __host__ __device__ #define __CUDA_HOSTDEVICE__ __host__ __device__ #else /* !defined(__CUDACC__) */ #if defined(__GNUC__) #define __CUDA_HOSTDEVICE_FP16_DECL__ static __attribute__ ((unused)) #else #define __CUDA_HOSTDEVICE_FP16_DECL__ static #endif /* defined(__GNUC__) */ #define __CUDA_HOSTDEVICE__ #endif /* defined(__CUDACC_) */ /* Set up structure-alignment attribute */ #if defined(__CUDACC__) #define __CUDA_ALIGN__(align) __align__(align) #else /* Define alignment macro based on compiler type (cannot assume C11 "_Alignas" is available) */ #if __cplusplus >= 201103L #define __CUDA_ALIGN__(n) alignas(n) /* C++11 kindly gives us a keyword for this */ #else /* !defined(__CPP_VERSION_AT_LEAST_11_FP16)*/ #if defined(__GNUC__) #define __CUDA_ALIGN__(n) __attribute__ ((aligned(n))) #elif defined(_MSC_VER) #define __CUDA_ALIGN__(n) __declspec(align(n)) #else #define __CUDA_ALIGN__(n) #endif /* defined(__GNUC__) */ #endif /* defined(__CPP_VERSION_AT_LEAST_11_FP16) */ #endif /* defined(__CUDACC__) */ /* Macros to allow half & half2 to be used by inline assembly */ #define __HALF_TO_US(var) *(reinterpret_cast(&(var))) #define __HALF_TO_CUS(var) *(reinterpret_cast(&(var))) #define __HALF2_TO_UI(var) *(reinterpret_cast(&(var))) #define __HALF2_TO_CUI(var) *(reinterpret_cast(&(var))) /* Macros for half & half2 binary arithmetic */ #define __BINARY_OP_HALF_MACRO(name) /* do */ {\ __half val; \ asm( "{"#name".f16 %0,%1,%2;\n}" \ :"=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a)),"h"(__HALF_TO_CUS(b))); \ return val; \ } /* while(0) */ #define __BINARY_OP_HALF2_MACRO(name) /* do */ {\ __half2 val; \ asm( "{"#name".f16x2 %0,%1,%2;\n}" \ :"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a)),"r"(__HALF2_TO_CUI(b))); \ return val; \ } /* while(0) */ #define __TERNARY_OP_HALF_MACRO(name) /* do */ {\ __half val; \ asm( "{"#name".f16 %0,%1,%2,%3;\n}" \ :"=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a)),"h"(__HALF_TO_CUS(b)),"h"(__HALF_TO_CUS(c))); \ return val; \ } /* while(0) */ #define __TERNARY_OP_HALF2_MACRO(name) /* do */ {\ __half2 val; \ asm( "{"#name".f16x2 %0,%1,%2,%3;\n}" \ :"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a)),"r"(__HALF2_TO_CUI(b)),"r"(__HALF2_TO_CUI(c))); \ return val; \ } /* while(0) */ /** * Types which allow static initialization of "half" and "half2" until * these become an actual builtin. Note this initialization is as a * bitfield representation of "half", and not a conversion from short->half. * Such a representation will be deprecated in a future version of CUDA. * (Note these are visible to non-nvcc compilers, including C-only compilation) */ typedef struct __CUDA_ALIGN__(2) { unsigned short x; } __half_raw; typedef struct __CUDA_ALIGN__(4) { unsigned short x; unsigned short y; } __half2_raw; /* All other definitions in this file are only visible to C++ compilers */ #if defined(__cplusplus) /* Hide GCC member initialization list warnings because of host/device in-function init requirement */ #if defined(__GNUC__) #if __GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6) #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Wstrict-aliasing" #pragma GCC diagnostic ignored "-Weffc++" #endif /* __GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6) */ #endif /* defined(__GNUC__) */ /* class' : multiple assignment operators specified The class has multiple assignment operators of a single type. This warning is informational */ #if defined(_MSC_VER) && _MSC_VER >= 1500 #pragma warning( push ) #pragma warning( disable:4522 ) #endif /* defined(__GNUC__) */ struct __CUDA_ALIGN__(2) __half { protected: unsigned short __x; public: #if defined(__CPP_VERSION_AT_LEAST_11_FP16) __half() = default; #else __CUDA_HOSTDEVICE__ __half() { } #endif /* defined(__CPP_VERSION_AT_LEAST_11_FP16) */ /* Convert to/from __half_raw */ __CUDA_HOSTDEVICE__ __half(const __half_raw &hr) : __x(hr.x) { } __CUDA_HOSTDEVICE__ __half &operator=(const __half_raw &hr) { __x = hr.x; return *this; } __CUDA_HOSTDEVICE__ volatile __half &operator=(const __half_raw &hr) volatile { __x = hr.x; return *this; } __CUDA_HOSTDEVICE__ volatile __half &operator=(const volatile __half_raw &hr) volatile { __x = hr.x; return *this; } __CUDA_HOSTDEVICE__ operator __half_raw() const { __half_raw ret; ret.x = __x; return ret; } __CUDA_HOSTDEVICE__ operator __half_raw() const volatile { __half_raw ret; ret.x = __x; return ret; } #if !defined(__CUDA_NO_HALF_CONVERSIONS__) /* Construct from float/double */ __CUDA_HOSTDEVICE__ __half(const float f) { __x = __float2half(f).__x; } __CUDA_HOSTDEVICE__ __half(const double f) { __x = __double2half(f).__x; } __CUDA_HOSTDEVICE__ operator float() const { return __half2float(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const float f) { __x = __float2half(f).__x; return *this; } /* We omit "cast to double" operator, so as to not be ambiguous about up-cast */ __CUDA_HOSTDEVICE__ __half &operator=(const double f) { __x = __double2half(f).__x; return *this; } /* Member functions only available to nvcc compilation so far */ #if defined(__CUDACC__) /* Allow automatic construction from types supported natively in hardware */ /* Note we do avoid constructor init-list because of special host/device compilation rules */ __CUDA_HOSTDEVICE__ __half(const short val) { __x = __short2half_rn(val).__x; } __CUDA_HOSTDEVICE__ __half(const unsigned short val) { __x = __ushort2half_rn(val).__x; } __CUDA_HOSTDEVICE__ __half(const int val) { __x = __int2half_rn(val).__x; } __CUDA_HOSTDEVICE__ __half(const unsigned int val) { __x = __uint2half_rn(val).__x; } __CUDA_HOSTDEVICE__ __half(const long long val) { __x = __ll2half_rn(val).__x; } __CUDA_HOSTDEVICE__ __half(const unsigned long long val) { __x = __ull2half_rn(val).__x; } /* Allow automatic casts to supported builtin types, matching all that are permitted with float */ __CUDA_HOSTDEVICE__ operator short() const { return __half2short_rz(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const short val) { __x = __short2half_rn(val).__x; return *this; } __CUDA_HOSTDEVICE__ operator unsigned short() const { return __half2ushort_rz(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const unsigned short val) { __x = __ushort2half_rn(val).__x; return *this; } __CUDA_HOSTDEVICE__ operator int() const { return __half2int_rz(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const int val) { __x = __int2half_rn(val).__x; return *this; } __CUDA_HOSTDEVICE__ operator unsigned int() const { return __half2uint_rz(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const unsigned int val) { __x = __uint2half_rn(val).__x; return *this; } __CUDA_HOSTDEVICE__ operator long long() const { return __half2ll_rz(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const long long val) { __x = __ll2half_rn(val).__x; return *this; } __CUDA_HOSTDEVICE__ operator unsigned long long() const { return __half2ull_rz(*this); } __CUDA_HOSTDEVICE__ __half &operator=(const unsigned long long val) { __x = __ull2half_rn(val).__x; return *this; } /* Boolean conversion - note both 0 and -0 must return false */ __CUDA_HOSTDEVICE__ operator bool() const { return (__x & 0x7FFFU) != 0U; } #endif /* defined(__CUDACC__) */ #endif /* !defined(__CUDA_NO_HALF_CONVERSIONS__) */ }; /* Global-space operator functions are only available to nvcc compilation */ #if defined(__CUDACC__) /* Arithmetic FP16 operations only supported on arch >= 5.3 */ #if __CUDA_ARCH__ >= 530 || !defined(__CUDA_ARCH__) #if !defined(__CUDA_NO_HALF_OPERATORS__) /* Some basic arithmetic operations expected of a builtin */ __device__ __forceinline__ __half operator+(const __half &lh, const __half &rh) { return __hadd(lh, rh); } __device__ __forceinline__ __half operator-(const __half &lh, const __half &rh) { return __hsub(lh, rh); } __device__ __forceinline__ __half operator*(const __half &lh, const __half &rh) { return __hmul(lh, rh); } __device__ __forceinline__ __half operator/(const __half &lh, const __half &rh) { return __hdiv(lh, rh); } __device__ __forceinline__ __half &operator+=(__half &lh, const __half &rh) { lh = __hadd(lh, rh); return lh; } __device__ __forceinline__ __half &operator-=(__half &lh, const __half &rh) { lh = __hsub(lh, rh); return lh; } __device__ __forceinline__ __half &operator*=(__half &lh, const __half &rh) { lh = __hmul(lh, rh); return lh; } __device__ __forceinline__ __half &operator/=(__half &lh, const __half &rh) { lh = __hdiv(lh, rh); return lh; } /* Note for increment and decrement we use the raw value 0x3C00U equating to half(1.0F), to avoid the extra conversion */ __device__ __forceinline__ __half &operator++(__half &h) { __half_raw one; one.x = 0x3C00U; h += one; return h; } __device__ __forceinline__ __half &operator--(__half &h) { __half_raw one; one.x = 0x3C00U; h -= one; return h; } __device__ __forceinline__ __half operator++(__half &h, const int ignored) { const __half ret = h; __half_raw one; one.x = 0x3C00U; h += one; return ret; } __device__ __forceinline__ __half operator--(__half &h, const int ignored) { const __half ret = h; __half_raw one; one.x = 0x3C00U; h -= one; return ret; } /* Unary plus and inverse operators */ __device__ __forceinline__ __half operator+(const __half &h) { return h; } __device__ __forceinline__ __half operator-(const __half &h) { return __hneg(h); } /* Some basic comparison operations to make it look like a builtin */ __device__ __forceinline__ bool operator==(const __half &lh, const __half &rh) { return __heq(lh, rh); } __device__ __forceinline__ bool operator!=(const __half &lh, const __half &rh) { return __hneu(lh, rh); } __device__ __forceinline__ bool operator> (const __half &lh, const __half &rh) { return __hgt(lh, rh); } __device__ __forceinline__ bool operator< (const __half &lh, const __half &rh) { return __hlt(lh, rh); } __device__ __forceinline__ bool operator>=(const __half &lh, const __half &rh) { return __hge(lh, rh); } __device__ __forceinline__ bool operator<=(const __half &lh, const __half &rh) { return __hle(lh, rh); } #endif /* !defined(__CUDA_NO_HALF_OPERATORS__) */ #endif /* __CUDA_ARCH__ >= 530 || !defined(__CUDA_ARCH__) */ #endif /* defined(__CUDACC__) */ /* __half2 is visible to non-nvcc host compilers */ struct __CUDA_ALIGN__(4) __half2 { __half x; __half y; // All construct/copy/assign/move public: #if defined(__CPP_VERSION_AT_LEAST_11_FP16) __half2() = default; __CUDA_HOSTDEVICE__ __half2(const __half2 &&src) { __HALF2_TO_UI(*this) = std::move(__HALF2_TO_CUI(src)); } __CUDA_HOSTDEVICE__ __half2 &operator=(const __half2 &&src) { __HALF2_TO_UI(*this) = std::move(__HALF2_TO_CUI(src)); return *this; } #else __CUDA_HOSTDEVICE__ __half2() { } #endif /* defined(__CPP_VERSION_AT_LEAST_11_FP16) */ __CUDA_HOSTDEVICE__ __half2(const __half &a, const __half &b) : x(a), y(b) { } __CUDA_HOSTDEVICE__ __half2(const __half2 &src) { __HALF2_TO_UI(*this) = __HALF2_TO_CUI(src); } __CUDA_HOSTDEVICE__ __half2 &operator=(const __half2 &src) { __HALF2_TO_UI(*this) = __HALF2_TO_CUI(src); return *this; } /* Convert to/from __half2_raw */ __CUDA_HOSTDEVICE__ __half2(const __half2_raw &h2r ) { __HALF2_TO_UI(*this) = __HALF2_TO_CUI(h2r); } __CUDA_HOSTDEVICE__ __half2 &operator=(const __half2_raw &h2r) { __HALF2_TO_UI(*this) = __HALF2_TO_CUI(h2r); return *this; } __CUDA_HOSTDEVICE__ operator __half2_raw() const { __half2_raw ret; ret.x = 0U; ret.y = 0U; __HALF2_TO_UI(ret) = __HALF2_TO_CUI(*this); return ret; } }; /* Global-space operator functions are only available to nvcc compilation */ #if defined(__CUDACC__) /* Arithmetic FP16x2 operations only supported on arch >= 5.3 */ #if (__CUDA_ARCH__ >= 530 || !defined(__CUDA_ARCH__)) && !defined(__CUDA_NO_HALF2_OPERATORS__) __device__ __forceinline__ __half2 operator+(const __half2 &lh, const __half2 &rh) { return __hadd2(lh, rh); } __device__ __forceinline__ __half2 operator-(const __half2 &lh, const __half2 &rh) { return __hsub2(lh, rh); } __device__ __forceinline__ __half2 operator*(const __half2 &lh, const __half2 &rh) { return __hmul2(lh, rh); } __device__ __forceinline__ __half2 operator/(const __half2 &lh, const __half2 &rh) { return __h2div(lh, rh); } __device__ __forceinline__ __half2& operator+=(__half2 &lh, const __half2 &rh) { lh = __hadd2(lh, rh); return lh; } __device__ __forceinline__ __half2& operator-=(__half2 &lh, const __half2 &rh) { lh = __hsub2(lh, rh); return lh; } __device__ __forceinline__ __half2& operator*=(__half2 &lh, const __half2 &rh) { lh = __hmul2(lh, rh); return lh; } __device__ __forceinline__ __half2& operator/=(__half2 &lh, const __half2 &rh) { lh = __h2div(lh, rh); return lh; } __device__ __forceinline__ __half2 &operator++(__half2 &h) { __half2_raw one; one.x = 0x3C00U; one.y = 0x3C00U; h = __hadd2(h, one); return h; } __device__ __forceinline__ __half2 &operator--(__half2 &h) { __half2_raw one; one.x = 0x3C00U; one.y = 0x3C00U; h = __hsub2(h, one); return h; } __device__ __forceinline__ __half2 operator++(__half2 &h, const int ignored) { const __half2 ret = h; __half2_raw one; one.x = 0x3C00U; one.y = 0x3C00U; h = __hadd2(h, one); return ret; } __device__ __forceinline__ __half2 operator--(__half2 &h, const int ignored) { const __half2 ret = h; __half2_raw one; one.x = 0x3C00U; one.y = 0x3C00U; h = __hsub2(h, one); return ret; } __device__ __forceinline__ __half2 operator+(const __half2 &h) { return h; } __device__ __forceinline__ __half2 operator-(const __half2 &h) { return __hneg2(h); } __device__ __forceinline__ bool operator==(const __half2 &lh, const __half2 &rh) { return __hbeq2(lh, rh); } __device__ __forceinline__ bool operator!=(const __half2 &lh, const __half2 &rh) { return __hbneu2(lh, rh); } __device__ __forceinline__ bool operator>(const __half2 &lh, const __half2 &rh) { return __hbgt2(lh, rh); } __device__ __forceinline__ bool operator<(const __half2 &lh, const __half2 &rh) { return __hblt2(lh, rh); } __device__ __forceinline__ bool operator>=(const __half2 &lh, const __half2 &rh) { return __hbge2(lh, rh); } __device__ __forceinline__ bool operator<=(const __half2 &lh, const __half2 &rh) { return __hble2(lh, rh); } #endif /* __CUDA_ARCH__ >= 530 || !defined(__CUDA_ARCH__) */ #endif /* defined(__CUDACC__) */ /* Restore warning for multiple assignment operators */ #if defined(_MSC_VER) && _MSC_VER >= 1500 #pragma warning( pop ) #endif /* defined(_MSC_VER) && _MSC_VER >= 1500 */ /* Restore -Weffc++ warnings from here on */ #if defined(__GNUC__) #if __GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6) #pragma GCC diagnostic pop #endif /* __GNUC__ > 4 || (__GNUC__ == 4 && __GNUC_MINOR__ >= 6) */ #endif /* defined(__GNUC__) */ #undef __CUDA_HOSTDEVICE__ #undef __CUDA_ALIGN__ #ifndef __CUDACC_RTC__ /* no host functions in NVRTC mode */ static inline unsigned short __internal_float2half(const float f, unsigned int &sign, unsigned int &remainder) { unsigned int x; unsigned int u; unsigned int result; #if defined(__CUDACC__) (void)memcpy(&x, &f, sizeof(f)); #else (void)std::memcpy(&x, &f, sizeof(f)); #endif u = (x & 0x7fffffffU); sign = ((x >> 16U) & 0x8000U); // NaN/+Inf/-Inf if (u >= 0x7f800000U) { remainder = 0U; result = ((u == 0x7f800000U) ? (sign | 0x7c00U) : 0x7fffU); } else if (u > 0x477fefffU) { // Overflows remainder = 0x80000000U; result = (sign | 0x7bffU); } else if (u >= 0x38800000U) { // Normal numbers remainder = u << 19U; u -= 0x38000000U; result = (sign | (u >> 13U)); } else if (u < 0x33000001U) { // +0/-0 remainder = u; result = sign; } else { // Denormal numbers const unsigned int exponent = u >> 23U; const unsigned int shift = 0x7eU - exponent; unsigned int mantissa = (u & 0x7fffffU); mantissa |= 0x800000U; remainder = mantissa << (32U - shift); result = (sign | (mantissa >> shift)); } return static_cast(result); } #endif /* #if !defined(__CUDACC_RTC__) */ __CUDA_HOSTDEVICE_FP16_DECL__ __half __double2half(const double a) { #if defined(__CUDA_ARCH__) __half val; asm("{ cvt.rn.f16.f64 %0, %1;}\n" : "=h"(__HALF_TO_US(val)) : "d"(a)); return val; #else __half result; // Perform rounding to 11 bits of precision, convert value // to float and call existing float to half conversion. // By pre-rounding to 11 bits we avoid additional rounding // in float to half conversion. unsigned long long int absa; unsigned long long int ua; #if defined(__CUDACC__) (void)memcpy(&ua, &a, sizeof(a)); #else (void)std::memcpy(&ua, &a, sizeof(a)); #endif absa = (ua & 0x7fffffffffffffffULL); if ((absa >= 0x40f0000000000000ULL) || (absa <= 0x3e60000000000000ULL)) { // |a| >= 2^16 or NaN or |a| <= 2^(-25) // double-rounding is not a problem result = __float2half(static_cast(a)); } else { // here 2^(-25) < |a| < 2^16 // prepare shifter value such that a + shifter // done in double precision performs round-to-nearest-even // and (a + shifter) - shifter results in a rounded to // 11 bits of precision. Shifter needs to have exponent of // a plus 53 - 11 = 42 and a leading bit in mantissa to guard // against negative values. // So need to have |a| capped to avoid overflow in exponent. // For inputs that are smaller than half precision minnorm // we prepare fixed shifter exponent. unsigned long long shifterBits; if (absa >= 0x3f10000000000000ULL) { // Here if |a| >= 2^(-14) // add 42 to exponent bits shifterBits = (ua & 0x7ff0000000000000ULL) + 0x02A0000000000000ULL; } else { // 2^(-25) < |a| < 2^(-14), potentially results in denormal // set exponent bits to 42 - 14 + bias shifterBits = 0x41B0000000000000ULL; } // set leading mantissa bit to protect against negative inputs shifterBits |= 0x0008000000000000ULL; double shifter; #if defined(__CUDACC__) (void)memcpy(&shifter, &shifterBits, sizeof(shifterBits)); #else (void)std::memcpy(&shifter, &shifterBits, sizeof(shifterBits)); #endif double aShiftRound = a + shifter; // Prevent the compiler from optimizing away a + shifter - shifter // by doing intermediate memcopy and harmless bitwize operation unsigned long long int aShiftRoundBits; #if defined(__CUDACC__) (void)memcpy(&aShiftRoundBits, &aShiftRound, sizeof(aShiftRound)); #else (void)std::memcpy(&aShiftRoundBits, &aShiftRound, sizeof(aShiftRound)); #endif // the value is positive, so this operation doesn't change anything aShiftRoundBits &= 0x7fffffffffffffffULL; #if defined(__CUDACC__) (void)memcpy(&aShiftRound, &aShiftRoundBits, sizeof(aShiftRound)); #else (void)std::memcpy(&aShiftRound, &aShiftRoundBits, sizeof(aShiftRound)); #endif result = __float2half(static_cast(aShiftRound - shifter)); } return result; #endif } __CUDA_HOSTDEVICE_FP16_DECL__ __half __float2half(const float a) { __half val; #if defined(__CUDA_ARCH__) asm("{ cvt.rn.f16.f32 %0, %1;}\n" : "=h"(__HALF_TO_US(val)) : "f"(a)); #else __half_raw r; unsigned int sign = 0U; unsigned int remainder = 0U; r.x = __internal_float2half(a, sign, remainder); if ((remainder > 0x80000000U) || ((remainder == 0x80000000U) && ((r.x & 0x1U) != 0U))) { r.x++; } val = r; #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __float2half_rn(const float a) { __half val; #if defined(__CUDA_ARCH__) asm("{ cvt.rn.f16.f32 %0, %1;}\n" : "=h"(__HALF_TO_US(val)) : "f"(a)); #else __half_raw r; unsigned int sign = 0U; unsigned int remainder = 0U; r.x = __internal_float2half(a, sign, remainder); if ((remainder > 0x80000000U) || ((remainder == 0x80000000U) && ((r.x & 0x1U) != 0U))) { r.x++; } val = r; #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __float2half_rz(const float a) { __half val; #if defined(__CUDA_ARCH__) asm("{ cvt.rz.f16.f32 %0, %1;}\n" : "=h"(__HALF_TO_US(val)) : "f"(a)); #else __half_raw r; unsigned int sign = 0U; unsigned int remainder = 0U; r.x = __internal_float2half(a, sign, remainder); val = r; #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __float2half_rd(const float a) { __half val; #if defined(__CUDA_ARCH__) asm("{ cvt.rm.f16.f32 %0, %1;}\n" : "=h"(__HALF_TO_US(val)) : "f"(a)); #else __half_raw r; unsigned int sign = 0U; unsigned int remainder = 0U; r.x = __internal_float2half(a, sign, remainder); if ((remainder != 0U) && (sign != 0U)) { r.x++; } val = r; #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __float2half_ru(const float a) { __half val; #if defined(__CUDA_ARCH__) asm("{ cvt.rp.f16.f32 %0, %1;}\n" : "=h"(__HALF_TO_US(val)) : "f"(a)); #else __half_raw r; unsigned int sign = 0U; unsigned int remainder = 0U; r.x = __internal_float2half(a, sign, remainder); if ((remainder != 0U) && (sign == 0U)) { r.x++; } val = r; #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ __half2 __float2half2_rn(const float a) { __half2 val; #if defined(__CUDA_ARCH__) asm("{.reg .f16 low;\n" " cvt.rn.f16.f32 low, %1;\n" " mov.b32 %0, {low,low};}\n" : "=r"(__HALF2_TO_UI(val)) : "f"(a)); #else val = __half2(__float2half_rn(a), __float2half_rn(a)); #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ __half2 __floats2half2_rn(const float a, const float b) { __half2 val; #if defined(__CUDA_ARCH__) asm("{.reg .f16 low,high;\n" " cvt.rn.f16.f32 low, %1;\n" " cvt.rn.f16.f32 high, %2;\n" " mov.b32 %0, {low,high};}\n" : "=r"(__HALF2_TO_UI(val)) : "f"(a), "f"(b)); #else val = __half2(__float2half_rn(a), __float2half_rn(b)); #endif return val; } #ifndef __CUDACC_RTC__ /* no host functions in NVRTC mode */ static inline float __internal_half2float(const unsigned short h) { unsigned int sign = ((static_cast(h) >> 15U) & 1U); unsigned int exponent = ((static_cast(h) >> 10U) & 0x1fU); unsigned int mantissa = ((static_cast(h) & 0x3ffU) << 13U); float f; if (exponent == 0x1fU) { /* NaN or Inf */ /* discard sign of a NaN */ sign = ((mantissa != 0U) ? (sign >> 1U) : sign); mantissa = ((mantissa != 0U) ? 0x7fffffU : 0U); exponent = 0xffU; } else if (exponent == 0U) { /* Denorm or Zero */ if (mantissa != 0U) { unsigned int msb; exponent = 0x71U; do { msb = (mantissa & 0x400000U); mantissa <<= 1U; /* normalize */ --exponent; } while (msb == 0U); mantissa &= 0x7fffffU; /* 1.mantissa is implicit */ } } else { exponent += 0x70U; } unsigned int u = ((sign << 31U) | (exponent << 23U) | mantissa); #if defined(__CUDACC__) (void)memcpy(&f, &u, sizeof(u)); #else (void)std::memcpy(&f, &u, sizeof(u)); #endif return f; } #endif /* !defined(__CUDACC_RTC__) */ __CUDA_HOSTDEVICE_FP16_DECL__ float __half2float(const __half a) { float val; #if defined(__CUDA_ARCH__) asm("{ cvt.f32.f16 %0, %1;}\n" : "=f"(val) : "h"(__HALF_TO_CUS(a))); #else val = __internal_half2float(static_cast<__half_raw>(a).x); #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ float __low2float(const __half2 a) { float val; #if defined(__CUDA_ARCH__) asm("{.reg .f16 low,high;\n" " mov.b32 {low,high},%1;\n" " cvt.f32.f16 %0, low;}\n" : "=f"(val) : "r"(__HALF2_TO_CUI(a))); #else val = __internal_half2float(static_cast<__half2_raw>(a).x); #endif return val; } __CUDA_HOSTDEVICE_FP16_DECL__ float __high2float(const __half2 a) { float val; #if defined(__CUDA_ARCH__) asm("{.reg .f16 low,high;\n" " mov.b32 {low,high},%1;\n" " cvt.f32.f16 %0, high;}\n" : "=f"(val) : "r"(__HALF2_TO_CUI(a))); #else val = __internal_half2float(static_cast<__half2_raw>(a).y); #endif return val; } /* Intrinsic functions only available to nvcc compilers */ #if defined(__CUDACC__) /* CUDA vector-types compatible vector creation function (note returns __half2, not half2) */ __VECTOR_FUNCTIONS_DECL__ __half2 make_half2(const __half x, const __half y) { __half2 t; t.x = x; t.y = y; return t; } #undef __VECTOR_FUNCTIONS_DECL__ /* Definitions of intrinsics */ __CUDA_HOSTDEVICE_FP16_DECL__ __half2 __float22half2_rn(const float2 a) { const __half2 val = __floats2half2_rn(a.x, a.y); return val; } __CUDA_HOSTDEVICE_FP16_DECL__ float2 __half22float2(const __half2 a) { float hi_float; float lo_float; #if defined(__CUDA_ARCH__) asm("{.reg .f16 low,high;\n" " mov.b32 {low,high},%1;\n" " cvt.f32.f16 %0, low;}\n" : "=f"(lo_float) : "r"(__HALF2_TO_CUI(a))); asm("{.reg .f16 low,high;\n" " mov.b32 {low,high},%1;\n" " cvt.f32.f16 %0, high;}\n" : "=f"(hi_float) : "r"(__HALF2_TO_CUI(a))); #else lo_float = __internal_half2float(((__half2_raw)a).x); hi_float = __internal_half2float(((__half2_raw)a).y); #endif return make_float2(lo_float, hi_float); } __CUDA_FP16_DECL__ int __half2int_rn(const __half h) { int i; asm("cvt.rni.s32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ int __half2int_rz(const __half h) { int i; #if defined __CUDA_ARCH__ asm("cvt.rzi.s32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); #else const float f = __half2float(h); i = static_cast(f); const int max_val = (int)0x7fffffffU; const int min_val = (int)0x80000000U; // saturation fixup if (f != f) { // NaN i = 0; } else if (f > static_cast(max_val)) { // saturate maximum i = max_val; } else if (f < static_cast(min_val)) { // saturate minimum i = min_val; } #endif return i; } __CUDA_FP16_DECL__ int __half2int_rd(const __half h) { int i; asm("cvt.rmi.s32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_FP16_DECL__ int __half2int_ru(const __half h) { int i; asm("cvt.rpi.s32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __int2half_rn(const int i) { __half h; #if defined(__CUDA_ARCH__) asm("cvt.rn.f16.s32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); #else // double-rounding is not a problem here: if integer // has more than 24 bits, it is already too large to // be represented in half precision, and result will // be infinity. const float f = static_cast(i); h = __float2half_rn(f); #endif return h; } __CUDA_FP16_DECL__ __half __int2half_rz(const int i) { __half h; asm("cvt.rz.f16.s32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); return h; } __CUDA_FP16_DECL__ __half __int2half_rd(const int i) { __half h; asm("cvt.rm.f16.s32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); return h; } __CUDA_FP16_DECL__ __half __int2half_ru(const int i) { __half h; asm("cvt.rp.f16.s32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); return h; } __CUDA_FP16_DECL__ short int __half2short_rn(const __half h) { short int i; asm("cvt.rni.s16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ short int __half2short_rz(const __half h) { short int i; #if defined __CUDA_ARCH__ asm("cvt.rzi.s16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); #else const float f = __half2float(h); i = static_cast(f); const short int max_val = (short int)0x7fffU; const short int min_val = (short int)0x8000U; // saturation fixup if (f != f) { // NaN i = 0; } else if (f > static_cast(max_val)) { // saturate maximum i = max_val; } else if (f < static_cast(min_val)) { // saturate minimum i = min_val; } #endif return i; } __CUDA_FP16_DECL__ short int __half2short_rd(const __half h) { short int i; asm("cvt.rmi.s16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_FP16_DECL__ short int __half2short_ru(const __half h) { short int i; asm("cvt.rpi.s16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __short2half_rn(const short int i) { __half h; #if defined __CUDA_ARCH__ asm("cvt.rn.f16.s16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); #else const float f = static_cast(i); h = __float2half_rn(f); #endif return h; } __CUDA_FP16_DECL__ __half __short2half_rz(const short int i) { __half h; asm("cvt.rz.f16.s16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); return h; } __CUDA_FP16_DECL__ __half __short2half_rd(const short int i) { __half h; asm("cvt.rm.f16.s16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); return h; } __CUDA_FP16_DECL__ __half __short2half_ru(const short int i) { __half h; asm("cvt.rp.f16.s16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); return h; } __CUDA_FP16_DECL__ unsigned int __half2uint_rn(const __half h) { unsigned int i; asm("cvt.rni.u32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ unsigned int __half2uint_rz(const __half h) { unsigned int i; #if defined __CUDA_ARCH__ asm("cvt.rzi.u32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); #else const float f = __half2float(h); i = static_cast(f); const unsigned int max_val = 0xffffffffU; const unsigned int min_val = 0U; // saturation fixup if (f != f) { // NaN i = 0U; } else if (f > static_cast(max_val)) { // saturate maximum i = max_val; } else if (f < static_cast(min_val)) { // saturate minimum i = min_val; } #endif return i; } __CUDA_FP16_DECL__ unsigned int __half2uint_rd(const __half h) { unsigned int i; asm("cvt.rmi.u32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_FP16_DECL__ unsigned int __half2uint_ru(const __half h) { unsigned int i; asm("cvt.rpi.u32.f16 %0, %1;" : "=r"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __uint2half_rn(const unsigned int i) { __half h; #if defined __CUDA_ARCH__ asm("cvt.rn.f16.u32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); #else // double-rounding is not a problem here: if integer // has more than 24 bits, it is already too large to // be represented in half precision, and result will // be infinity. const float f = static_cast(i); h = __float2half_rn(f); #endif return h; } __CUDA_FP16_DECL__ __half __uint2half_rz(const unsigned int i) { __half h; asm("cvt.rz.f16.u32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); return h; } __CUDA_FP16_DECL__ __half __uint2half_rd(const unsigned int i) { __half h; asm("cvt.rm.f16.u32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); return h; } __CUDA_FP16_DECL__ __half __uint2half_ru(const unsigned int i) { __half h; asm("cvt.rp.f16.u32 %0, %1;" : "=h"(__HALF_TO_US(h)) : "r"(i)); return h; } __CUDA_FP16_DECL__ unsigned short int __half2ushort_rn(const __half h) { unsigned short int i; asm("cvt.rni.u16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ unsigned short int __half2ushort_rz(const __half h) { unsigned short int i; #if defined __CUDA_ARCH__ asm("cvt.rzi.u16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); #else const float f = __half2float(h); i = static_cast(f); const unsigned short int max_val = 0xffffU; const unsigned short int min_val = 0U; // saturation fixup if (f != f) { // NaN i = 0U; } else if (f > static_cast(max_val)) { // saturate maximum i = max_val; } else if (f < static_cast(min_val)) { // saturate minimum i = min_val; } #endif return i; } __CUDA_FP16_DECL__ unsigned short int __half2ushort_rd(const __half h) { unsigned short int i; asm("cvt.rmi.u16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_FP16_DECL__ unsigned short int __half2ushort_ru(const __half h) { unsigned short int i; asm("cvt.rpi.u16.f16 %0, %1;" : "=h"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __ushort2half_rn(const unsigned short int i) { __half h; #if defined __CUDA_ARCH__ asm("cvt.rn.f16.u16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); #else const float f = static_cast(i); h = __float2half_rn(f); #endif return h; } __CUDA_FP16_DECL__ __half __ushort2half_rz(const unsigned short int i) { __half h; asm("cvt.rz.f16.u16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); return h; } __CUDA_FP16_DECL__ __half __ushort2half_rd(const unsigned short int i) { __half h; asm("cvt.rm.f16.u16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); return h; } __CUDA_FP16_DECL__ __half __ushort2half_ru(const unsigned short int i) { __half h; asm("cvt.rp.f16.u16 %0, %1;" : "=h"(__HALF_TO_US(h)) : "h"(i)); return h; } __CUDA_FP16_DECL__ unsigned long long int __half2ull_rn(const __half h) { unsigned long long int i; asm("cvt.rni.u64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ unsigned long long int __half2ull_rz(const __half h) { unsigned long long int i; #if defined __CUDA_ARCH__ asm("cvt.rzi.u64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); #else const float f = __half2float(h); i = static_cast(f); const unsigned long long int max_val = 0xffffffffffffffffULL; const unsigned long long int min_val = 0ULL; // saturation fixup if (f != f) { // NaN i = 0x8000000000000000ULL; } else if (f > static_cast(max_val)) { // saturate maximum i = max_val; } else if (f < static_cast(min_val)) { // saturate minimum i = min_val; } #endif return i; } __CUDA_FP16_DECL__ unsigned long long int __half2ull_rd(const __half h) { unsigned long long int i; asm("cvt.rmi.u64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_FP16_DECL__ unsigned long long int __half2ull_ru(const __half h) { unsigned long long int i; asm("cvt.rpi.u64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __ull2half_rn(const unsigned long long int i) { __half h; #if defined(__CUDA_ARCH__) asm("cvt.rn.f16.u64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); #else // double-rounding is not a problem here: if integer // has more than 24 bits, it is already too large to // be represented in half precision, and result will // be infinity. const float f = static_cast(i); h = __float2half_rn(f); #endif return h; } __CUDA_FP16_DECL__ __half __ull2half_rz(const unsigned long long int i) { __half h; asm("cvt.rz.f16.u64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); return h; } __CUDA_FP16_DECL__ __half __ull2half_rd(const unsigned long long int i) { __half h; asm("cvt.rm.f16.u64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); return h; } __CUDA_FP16_DECL__ __half __ull2half_ru(const unsigned long long int i) { __half h; asm("cvt.rp.f16.u64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); return h; } __CUDA_FP16_DECL__ long long int __half2ll_rn(const __half h) { long long int i; asm("cvt.rni.s64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ long long int __half2ll_rz(const __half h) { long long int i; #if defined __CUDA_ARCH__ asm("cvt.rzi.s64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); #else const float f = __half2float(h); i = static_cast(f); const long long int max_val = (long long int)0x7fffffffffffffffULL; const long long int min_val = (long long int)0x8000000000000000ULL; // saturation fixup if (f != f) { // NaN i = min_val; } else if (f > static_cast(max_val)) { // saturate maximum i = max_val; } else if (f < static_cast(min_val)) { // saturate minimum i = min_val; } #endif return i; } __CUDA_FP16_DECL__ long long int __half2ll_rd(const __half h) { long long int i; asm("cvt.rmi.s64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_FP16_DECL__ long long int __half2ll_ru(const __half h) { long long int i; asm("cvt.rpi.s64.f16 %0, %1;" : "=l"(i) : "h"(__HALF_TO_CUS(h))); return i; } __CUDA_HOSTDEVICE_FP16_DECL__ __half __ll2half_rn(const long long int i) { __half h; #if defined(__CUDA_ARCH__) asm("cvt.rn.f16.s64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); #else // double-rounding is not a problem here: if integer // has more than 24 bits, it is already too large to // be represented in half precision, and result will // be infinity. const float f = static_cast(i); h = __float2half_rn(f); #endif return h; } __CUDA_FP16_DECL__ __half __ll2half_rz(const long long int i) { __half h; asm("cvt.rz.f16.s64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); return h; } __CUDA_FP16_DECL__ __half __ll2half_rd(const long long int i) { __half h; asm("cvt.rm.f16.s64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); return h; } __CUDA_FP16_DECL__ __half __ll2half_ru(const long long int i) { __half h; asm("cvt.rp.f16.s64 %0, %1;" : "=h"(__HALF_TO_US(h)) : "l"(i)); return h; } __CUDA_FP16_DECL__ __half htrunc(const __half h) { __half r; asm("cvt.rzi.f16.f16 %0, %1;" : "=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(h))); return r; } __CUDA_FP16_DECL__ __half hceil(const __half h) { __half r; asm("cvt.rpi.f16.f16 %0, %1;" : "=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(h))); return r; } __CUDA_FP16_DECL__ __half hfloor(const __half h) { __half r; asm("cvt.rmi.f16.f16 %0, %1;" : "=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(h))); return r; } __CUDA_FP16_DECL__ __half hrint(const __half h) { __half r; asm("cvt.rni.f16.f16 %0, %1;" : "=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(h))); return r; } __CUDA_FP16_DECL__ __half2 h2trunc(const __half2 h) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " cvt.rzi.f16.f16 low, low;\n" " cvt.rzi.f16.f16 high, high;\n" " mov.b32 %0, {low,high};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(h))); return val; } __CUDA_FP16_DECL__ __half2 h2ceil(const __half2 h) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " cvt.rpi.f16.f16 low, low;\n" " cvt.rpi.f16.f16 high, high;\n" " mov.b32 %0, {low,high};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(h))); return val; } __CUDA_FP16_DECL__ __half2 h2floor(const __half2 h) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " cvt.rmi.f16.f16 low, low;\n" " cvt.rmi.f16.f16 high, high;\n" " mov.b32 %0, {low,high};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(h))); return val; } __CUDA_FP16_DECL__ __half2 h2rint(const __half2 h) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " cvt.rni.f16.f16 low, low;\n" " cvt.rni.f16.f16 high, high;\n" " mov.b32 %0, {low,high};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(h))); return val; } __CUDA_FP16_DECL__ __half2 __lows2half2(const __half2 a, const __half2 b) { __half2 val; asm("{.reg .f16 alow,ahigh,blow,bhigh;\n" " mov.b32 {alow,ahigh}, %1;\n" " mov.b32 {blow,bhigh}, %2;\n" " mov.b32 %0, {alow,blow};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a)), "r"(__HALF2_TO_CUI(b))); return val; } __CUDA_FP16_DECL__ __half2 __highs2half2(const __half2 a, const __half2 b) { __half2 val; asm("{.reg .f16 alow,ahigh,blow,bhigh;\n" " mov.b32 {alow,ahigh}, %1;\n" " mov.b32 {blow,bhigh}, %2;\n" " mov.b32 %0, {ahigh,bhigh};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a)), "r"(__HALF2_TO_CUI(b))); return val; } __CUDA_FP16_DECL__ __half __low2half(const __half2 a) { __half ret; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " mov.b16 %0, low;}" : "=h"(__HALF_TO_US(ret)) : "r"(__HALF2_TO_CUI(a))); return ret; } __CUDA_FP16_DECL__ int __hisinf(const __half a) { int retval; if (__HALF_TO_CUS(a) == 0xFC00U) { retval = -1; } else if (__HALF_TO_CUS(a) == 0x7C00U) { retval = 1; } else { retval = 0; } return retval; } __CUDA_FP16_DECL__ __half2 __low2half2(const __half2 a) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " mov.b32 %0, {low,low};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half2 __high2half2(const __half2 a) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " mov.b32 %0, {high,high};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half __high2half(const __half2 a) { __half ret; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " mov.b16 %0, high;}" : "=h"(__HALF_TO_US(ret)) : "r"(__HALF2_TO_CUI(a))); return ret; } __CUDA_FP16_DECL__ __half2 __halves2half2(const __half a, const __half b) { __half2 val; asm("{ mov.b32 %0, {%1,%2};}\n" : "=r"(__HALF2_TO_UI(val)) : "h"(__HALF_TO_CUS(a)), "h"(__HALF_TO_CUS(b))); return val; } __CUDA_FP16_DECL__ __half2 __half2half2(const __half a) { __half2 val; asm("{ mov.b32 %0, {%1,%1};}\n" : "=r"(__HALF2_TO_UI(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 __lowhigh2highlow(const __half2 a) { __half2 val; asm("{.reg .f16 low,high;\n" " mov.b32 {low,high}, %1;\n" " mov.b32 %0, {high,low};}\n" : "=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ short int __half_as_short(const __half h) { return static_cast(__HALF_TO_CUS(h)); } __CUDA_FP16_DECL__ unsigned short int __half_as_ushort(const __half h) { return __HALF_TO_CUS(h); } __CUDA_FP16_DECL__ __half __short_as_half(const short int i) { __half h; __HALF_TO_US(h) = static_cast(i); return h; } __CUDA_FP16_DECL__ __half __ushort_as_half(const unsigned short int i) { __half h; __HALF_TO_US(h) = i; return h; } #if __CUDA_ARCH__ >= 300 || !defined(__CUDA_ARCH__) /****************************************************************************** * __half, __half2 warp shuffle * ******************************************************************************/ #define __SHUFFLE_HALF2_MACRO(name) /* do */ {\ __half2 r; \ asm volatile ("{"#name" %0,%1,%2,%3;\n}" \ :"=r"(__HALF2_TO_UI(r)): "r"(__HALF2_TO_CUI(var)), "r"(delta), "r"(c)); \ return r; \ } /* while(0) */ #define __SHUFFLE_SYNC_HALF2_MACRO(name) /* do */ {\ __half2 r; \ asm volatile ("{"#name" %0,%1,%2,%3,%4;\n}" \ :"=r"(__HALF2_TO_UI(r)): "r"(__HALF2_TO_CUI(var)), "r"(delta), "r"(c), "r"(mask)); \ return r; \ } /* while(0) */ #if !defined(__CUDA_ARCH__) || __CUDA_ARCH__ < 700 __CUDA_FP16_DECL__ __half2 __shfl(const __half2 var, const int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = ((warp_size - static_cast(width)) << 8U) | 0x1fU; __SHUFFLE_HALF2_MACRO(shfl.idx.b32) } __CUDA_FP16_DECL__ __half2 __shfl_up(const __half2 var, const unsigned int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = (warp_size - static_cast(width)) << 8U; __SHUFFLE_HALF2_MACRO(shfl.up.b32) } __CUDA_FP16_DECL__ __half2 __shfl_down(const __half2 var, const unsigned int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = ((warp_size - static_cast(width)) << 8U) | 0x1fU; __SHUFFLE_HALF2_MACRO(shfl.down.b32) } __CUDA_FP16_DECL__ __half2 __shfl_xor(const __half2 var, const int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = ((warp_size - static_cast(width)) << 8U) | 0x1fU; __SHUFFLE_HALF2_MACRO(shfl.bfly.b32) } #endif /* !defined(__CUDA_ARCH__) || __CUDA_ARCH__ < 700 */ __CUDA_FP16_DECL__ __half2 __shfl_sync(const unsigned mask, const __half2 var, const int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = ((warp_size - static_cast(width)) << 8U) | 0x1fU; __SHUFFLE_SYNC_HALF2_MACRO(shfl.sync.idx.b32) } __CUDA_FP16_DECL__ __half2 __shfl_up_sync(const unsigned mask, const __half2 var, const unsigned int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = (warp_size - static_cast(width)) << 8U; __SHUFFLE_SYNC_HALF2_MACRO(shfl.sync.up.b32) } __CUDA_FP16_DECL__ __half2 __shfl_down_sync(const unsigned mask, const __half2 var, const unsigned int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = ((warp_size - static_cast(width)) << 8U) | 0x1fU; __SHUFFLE_SYNC_HALF2_MACRO(shfl.sync.down.b32) } __CUDA_FP16_DECL__ __half2 __shfl_xor_sync(const unsigned mask, const __half2 var, const int delta, const int width) { unsigned int warp_size; asm("{mov.u32 %0, WARP_SZ;\n}" : "=r"(warp_size)); const unsigned int c = ((warp_size - static_cast(width)) << 8U) | 0x1fU; __SHUFFLE_SYNC_HALF2_MACRO(shfl.sync.bfly.b32) } #undef __SHUFFLE_HALF2_MACRO #undef __SHUFFLE_SYNC_HALF2_MACRO #if !defined(__CUDA_ARCH__) || __CUDA_ARCH__ < 700 __CUDA_FP16_DECL__ __half __shfl(const __half var, const int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl(temp1, delta, width); return __low2half(temp2); } __CUDA_FP16_DECL__ __half __shfl_up(const __half var, const unsigned int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_up(temp1, delta, width); return __low2half(temp2); } __CUDA_FP16_DECL__ __half __shfl_down(const __half var, const unsigned int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_down(temp1, delta, width); return __low2half(temp2); } __CUDA_FP16_DECL__ __half __shfl_xor(const __half var, const int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_xor(temp1, delta, width); return __low2half(temp2); } #endif /* !defined(__CUDA_ARCH__) || __CUDA_ARCH__ < 700 */ __CUDA_FP16_DECL__ __half __shfl_sync(const unsigned mask, const __half var, const int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_sync(mask, temp1, delta, width); return __low2half(temp2); } __CUDA_FP16_DECL__ __half __shfl_up_sync(const unsigned mask, const __half var, const unsigned int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_up_sync(mask, temp1, delta, width); return __low2half(temp2); } __CUDA_FP16_DECL__ __half __shfl_down_sync(const unsigned mask, const __half var, const unsigned int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_down_sync(mask, temp1, delta, width); return __low2half(temp2); } __CUDA_FP16_DECL__ __half __shfl_xor_sync(const unsigned mask, const __half var, const int delta, const int width) { const __half2 temp1 = __halves2half2(var, var); const __half2 temp2 = __shfl_xor_sync(mask, temp1, delta, width); return __low2half(temp2); } #endif /*__CUDA_ARCH__ >= 300 || !defined(__CUDA_ARCH__)*/ /****************************************************************************** * __half and __half2 __ldg,__ldcg,__ldca,__ldcs * ******************************************************************************/ #if defined(__cplusplus) && (__CUDA_ARCH__ >= 320 || !defined(__CUDA_ARCH__)) #if (defined(_MSC_VER) && defined(_WIN64)) || defined(__LP64__) || defined(__CUDACC_RTC__) #define __LDG_PTR "l" #else #define __LDG_PTR "r" #endif /*(defined(_MSC_VER) && defined(_WIN64)) || defined(__LP64__) || defined(__CUDACC_RTC__)*/ __CUDA_FP16_DECL__ __half2 __ldg(const __half2 *const ptr) { __half2 ret; asm ("ld.global.nc.b32 %0, [%1];" : "=r"(__HALF2_TO_UI(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half __ldg(const __half *const ptr) { __half ret; asm ("ld.global.nc.b16 %0, [%1];" : "=h"(__HALF_TO_US(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half2 __ldcg(const __half2 *const ptr) { __half2 ret; asm ("ld.global.cg.b32 %0, [%1];" : "=r"(__HALF2_TO_UI(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half __ldcg(const __half *const ptr) { __half ret; asm ("ld.global.cg.b16 %0, [%1];" : "=h"(__HALF_TO_US(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half2 __ldca(const __half2 *const ptr) { __half2 ret; asm ("ld.global.ca.b32 %0, [%1];" : "=r"(__HALF2_TO_UI(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half __ldca(const __half *const ptr) { __half ret; asm ("ld.global.ca.b16 %0, [%1];" : "=h"(__HALF_TO_US(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half2 __ldcs(const __half2 *const ptr) { __half2 ret; asm ("ld.global.cs.b32 %0, [%1];" : "=r"(__HALF2_TO_UI(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half __ldcs(const __half *const ptr) { __half ret; asm ("ld.global.cs.b16 %0, [%1];" : "=h"(__HALF_TO_US(ret)) : __LDG_PTR(ptr)); return ret; } __CUDA_FP16_DECL__ __half2 __ldlu(const __half2 *const ptr) { __half2 ret; asm ("ld.global.lu.b32 %0, [%1];" : "=r"(__HALF2_TO_UI(ret)) : __LDG_PTR(ptr) : "memory"); return ret; } __CUDA_FP16_DECL__ __half __ldlu(const __half *const ptr) { __half ret; asm ("ld.global.lu.b16 %0, [%1];" : "=h"(__HALF_TO_US(ret)) : __LDG_PTR(ptr) : "memory"); return ret; } __CUDA_FP16_DECL__ __half2 __ldcv(const __half2 *const ptr) { __half2 ret; asm ("ld.global.cv.b32 %0, [%1];" : "=r"(__HALF2_TO_UI(ret)) : __LDG_PTR(ptr) : "memory"); return ret; } __CUDA_FP16_DECL__ __half __ldcv(const __half *const ptr) { __half ret; asm ("ld.global.cv.b16 %0, [%1];" : "=h"(__HALF_TO_US(ret)) : __LDG_PTR(ptr) : "memory"); return ret; } __CUDA_FP16_DECL__ void __stwb(__half2 *const ptr, const __half2 value) { asm ("st.global.wb.b32 [%0], %1;" :: __LDG_PTR(ptr), "r"(__HALF2_TO_CUI(value)) : "memory"); } __CUDA_FP16_DECL__ void __stwb(__half *const ptr, const __half value) { asm ("st.global.wb.b16 [%0], %1;" :: __LDG_PTR(ptr), "h"(__HALF_TO_CUS(value)) : "memory"); } __CUDA_FP16_DECL__ void __stcg(__half2 *const ptr, const __half2 value) { asm ("st.global.cg.b32 [%0], %1;" :: __LDG_PTR(ptr), "r"(__HALF2_TO_CUI(value)) : "memory"); } __CUDA_FP16_DECL__ void __stcg(__half *const ptr, const __half value) { asm ("st.global.cg.b16 [%0], %1;" :: __LDG_PTR(ptr), "h"(__HALF_TO_CUS(value)) : "memory"); } __CUDA_FP16_DECL__ void __stcs(__half2 *const ptr, const __half2 value) { asm ("st.global.cs.b32 [%0], %1;" :: __LDG_PTR(ptr), "r"(__HALF2_TO_CUI(value)) : "memory"); } __CUDA_FP16_DECL__ void __stcs(__half *const ptr, const __half value) { asm ("st.global.cs.b16 [%0], %1;" :: __LDG_PTR(ptr), "h"(__HALF_TO_CUS(value)) : "memory"); } __CUDA_FP16_DECL__ void __stwt(__half2 *const ptr, const __half2 value) { asm ("st.global.wt.b32 [%0], %1;" :: __LDG_PTR(ptr), "r"(__HALF2_TO_CUI(value)) : "memory"); } __CUDA_FP16_DECL__ void __stwt(__half *const ptr, const __half value) { asm ("st.global.wt.b16 [%0], %1;" :: __LDG_PTR(ptr), "h"(__HALF_TO_CUS(value)) : "memory"); } #undef __LDG_PTR #endif /*defined(__cplusplus) && (__CUDA_ARCH__ >= 320 || !defined(__CUDA_ARCH__))*/ #if __CUDA_ARCH__ >= 530 || !defined(__CUDA_ARCH__) /****************************************************************************** * __half2 comparison * ******************************************************************************/ #define __COMPARISON_OP_HALF2_MACRO(name) /* do */ {\ __half2 val; \ asm( "{ "#name".f16x2.f16x2 %0,%1,%2;\n}" \ :"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a)),"r"(__HALF2_TO_CUI(b))); \ return val; \ } /* while(0) */ __CUDA_FP16_DECL__ __half2 __heq2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.eq) } __CUDA_FP16_DECL__ __half2 __hne2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.ne) } __CUDA_FP16_DECL__ __half2 __hle2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.le) } __CUDA_FP16_DECL__ __half2 __hge2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.ge) } __CUDA_FP16_DECL__ __half2 __hlt2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.lt) } __CUDA_FP16_DECL__ __half2 __hgt2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.gt) } __CUDA_FP16_DECL__ __half2 __hequ2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.equ) } __CUDA_FP16_DECL__ __half2 __hneu2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.neu) } __CUDA_FP16_DECL__ __half2 __hleu2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.leu) } __CUDA_FP16_DECL__ __half2 __hgeu2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.geu) } __CUDA_FP16_DECL__ __half2 __hltu2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.ltu) } __CUDA_FP16_DECL__ __half2 __hgtu2(const __half2 a, const __half2 b) { __COMPARISON_OP_HALF2_MACRO(set.gtu) } #undef __COMPARISON_OP_HALF2_MACRO #define __BOOL_COMPARISON_OP_HALF2_MACRO(name) /* do */ {\ __half2 val; \ bool retval; \ asm( "{ "#name".f16x2.f16x2 %0,%1,%2;\n}" \ :"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a)),"r"(__HALF2_TO_CUI(b))); \ if (__HALF2_TO_CUI(val) == 0x3C003C00U) {\ retval = true; \ } else { \ retval = false; \ }\ return retval;\ } /* while(0) */ __CUDA_FP16_DECL__ bool __hbeq2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.eq) } __CUDA_FP16_DECL__ bool __hbne2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.ne) } __CUDA_FP16_DECL__ bool __hble2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.le) } __CUDA_FP16_DECL__ bool __hbge2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.ge) } __CUDA_FP16_DECL__ bool __hblt2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.lt) } __CUDA_FP16_DECL__ bool __hbgt2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.gt) } __CUDA_FP16_DECL__ bool __hbequ2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.equ) } __CUDA_FP16_DECL__ bool __hbneu2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.neu) } __CUDA_FP16_DECL__ bool __hbleu2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.leu) } __CUDA_FP16_DECL__ bool __hbgeu2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.geu) } __CUDA_FP16_DECL__ bool __hbltu2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.ltu) } __CUDA_FP16_DECL__ bool __hbgtu2(const __half2 a, const __half2 b) { __BOOL_COMPARISON_OP_HALF2_MACRO(set.gtu) } #undef __BOOL_COMPARISON_OP_HALF2_MACRO /****************************************************************************** * __half comparison * ******************************************************************************/ #define __COMPARISON_OP_HALF_MACRO(name) /* do */ {\ unsigned short val; \ asm( "{ .reg .pred __$temp3;\n" \ " setp."#name".f16 __$temp3, %1, %2;\n" \ " selp.u16 %0, 1, 0, __$temp3;}" \ : "=h"(val) : "h"(__HALF_TO_CUS(a)), "h"(__HALF_TO_CUS(b))); \ return (val != 0U) ? true : false; \ } /* while(0) */ __CUDA_FP16_DECL__ bool __heq(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(eq) } __CUDA_FP16_DECL__ bool __hne(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(ne) } __CUDA_FP16_DECL__ bool __hle(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(le) } __CUDA_FP16_DECL__ bool __hge(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(ge) } __CUDA_FP16_DECL__ bool __hlt(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(lt) } __CUDA_FP16_DECL__ bool __hgt(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(gt) } __CUDA_FP16_DECL__ bool __hequ(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(equ) } __CUDA_FP16_DECL__ bool __hneu(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(neu) } __CUDA_FP16_DECL__ bool __hleu(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(leu) } __CUDA_FP16_DECL__ bool __hgeu(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(geu) } __CUDA_FP16_DECL__ bool __hltu(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(ltu) } __CUDA_FP16_DECL__ bool __hgtu(const __half a, const __half b) { __COMPARISON_OP_HALF_MACRO(gtu) } #undef __COMPARISON_OP_HALF_MACRO /****************************************************************************** * __half2 arithmetic * ******************************************************************************/ __CUDA_FP16_DECL__ __half2 __hadd2(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(add) } __CUDA_FP16_DECL__ __half2 __hsub2(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(sub) } __CUDA_FP16_DECL__ __half2 __hmul2(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(mul) } __CUDA_FP16_DECL__ __half2 __hadd2_sat(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(add.sat) } __CUDA_FP16_DECL__ __half2 __hsub2_sat(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(sub.sat) } __CUDA_FP16_DECL__ __half2 __hmul2_sat(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(mul.sat) } __CUDA_FP16_DECL__ __half2 __hfma2(const __half2 a, const __half2 b, const __half2 c) { __TERNARY_OP_HALF2_MACRO(fma.rn) } __CUDA_FP16_DECL__ __half2 __hfma2_sat(const __half2 a, const __half2 b, const __half2 c) { __TERNARY_OP_HALF2_MACRO(fma.rn.sat) } __CUDA_FP16_DECL__ __half2 __h2div(const __half2 a, const __half2 b) { __half ha = __low2half(a); __half hb = __low2half(b); const __half v1 = __hdiv(ha, hb); ha = __high2half(a); hb = __high2half(b); const __half v2 = __hdiv(ha, hb); return __halves2half2(v1, v2); } /****************************************************************************** * __half arithmetic * ******************************************************************************/ __CUDA_FP16_DECL__ __half __hadd(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(add) } __CUDA_FP16_DECL__ __half __hsub(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(sub) } __CUDA_FP16_DECL__ __half __hmul(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(mul) } __CUDA_FP16_DECL__ __half __hadd_sat(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(add.sat) } __CUDA_FP16_DECL__ __half __hsub_sat(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(sub.sat) } __CUDA_FP16_DECL__ __half __hmul_sat(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(mul.sat) } __CUDA_FP16_DECL__ __half __hfma(const __half a, const __half b, const __half c) { __TERNARY_OP_HALF_MACRO(fma.rn) } __CUDA_FP16_DECL__ __half __hfma_sat(const __half a, const __half b, const __half c) { __TERNARY_OP_HALF_MACRO(fma.rn.sat) } __CUDA_FP16_DECL__ __half __hdiv(const __half a, const __half b) { __half v; __half abs; __half den; __HALF_TO_US(den) = 0x008FU; float rcp; const float fa = __half2float(a); const float fb = __half2float(b); asm("{rcp.approx.ftz.f32 %0, %1;\n}" :"=f"(rcp) : "f"(fb)); float fv = rcp * fa; v = __float2half(fv); __HALF_TO_US(abs) = static_cast(static_cast(__HALF_TO_CUS(v)) & 0x00007FFFU); if (__hlt(abs, den) && (!(__HALF_TO_CUS(abs) == 0x0000U))) { const float err = __fmaf_rn(-fb, fv, fa); fv = __fmaf_rn(rcp, err, fv); v = __float2half(fv); } return v; } /****************************************************************************** * __half2 functions * ******************************************************************************/ #define __SPEC_CASE2(i,r, spc, ulp) \ "{.reg.b32 spc, ulp, p;\n"\ " mov.b32 spc,"#spc";\n"\ " mov.b32 ulp,"#ulp";\n"\ " set.eq.f16x2.f16x2 p,"#i", spc;\n"\ " fma.rn.f16x2 "#r",p,ulp,"#r";\n}\n" #define __SPEC_CASE(i,r, spc, ulp) \ "{.reg.b16 spc, ulp, p;\n"\ " mov.b16 spc,"#spc";\n"\ " mov.b16 ulp,"#ulp";\n"\ " set.eq.f16.f16 p,"#i", spc;\n"\ " fma.rn.f16 "#r",p,ulp,"#r";\n}\n" #define __APPROX_FCAST(fun) /* do */ {\ __half val;\ asm("{.reg.b32 f; \n"\ " .reg.b16 r; \n"\ " mov.b16 r,%1; \n"\ " cvt.f32.f16 f,r; \n"\ " "#fun".approx.f32 f,f; \n"\ " cvt.rn.f16.f32 r,f; \n"\ " mov.b16 %0,r; \n"\ "}": "=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a)));\ return val;\ } /* while(0) */ #define __APPROX_FCAST2(fun) /* do */ {\ __half2 val;\ asm("{.reg.b16 hl, hu; \n"\ " .reg.b32 fl, fu; \n"\ " mov.b32 {hl, hu}, %1; \n"\ " cvt.f32.f16 fl, hl; \n"\ " cvt.f32.f16 fu, hu; \n"\ " "#fun".approx.f32 fl, fl; \n"\ " "#fun".approx.f32 fu, fu; \n"\ " cvt.rn.f16.f32 hl, fl; \n"\ " cvt.rn.f16.f32 hu, fu; \n"\ " mov.b32 %0, {hl, hu}; \n"\ "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); \ return val;\ } /* while(0) */ static __device__ __forceinline__ float __float_simpl_sinf(float a); static __device__ __forceinline__ float __float_simpl_cosf(float a); __CUDA_FP16_DECL__ __half __hsin_internal(const __half a) { float f = __half2float(a); f = __float_simpl_sinf(f); return __float2half_rn(f); } __CUDA_FP16_DECL__ __half hsin(const __half a) { __half r = __hsin_internal(a); asm("{\n\t" " .reg.b16 i,r,t; \n\t" " mov.b16 r, %0; \n\t" " mov.b16 i, %1; \n\t" " mov.b16 t, 0x8000U; \n\t" " and.b16 t,r,t; \n\t" __SPEC_CASE(i, r, 0X32B3U, 0x0800U) __SPEC_CASE(i, r, 0X5CB0U, 0x1000U) __SPEC_CASE(i, r, 0XB2B3U, 0x8800U) __SPEC_CASE(i, r, 0XDCB0U, 0x9000U) " or.b16 r,r,t; \n\t" " mov.b16 %0, r; \n" "}\n" : "+h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(a))); return r; } __CUDA_FP16_DECL__ __half2 h2sin(const __half2 a) { const __half l = __low2half(a); const __half h = __high2half(a); const __half sl = __hsin_internal(l); const __half sh = __hsin_internal(h); __half2 r = __halves2half2(sl, sh); asm("{\n\t" " .reg.b32 i,r,t; \n\t" " mov.b32 r, %0; \n\t" " mov.b32 i, %1; \n\t" " and.b32 t, r, 0x80008000U; \n\t" __SPEC_CASE2(i, r, 0X32B332B3U, 0x08000800U) __SPEC_CASE2(i, r, 0X5CB05CB0U, 0x10001000U) __SPEC_CASE2(i, r, 0XB2B3B2B3U, 0x88008800U) __SPEC_CASE2(i, r, 0XDCB0DCB0U, 0x90009000U) " or.b32 r, r, t; \n\t" " mov.b32 %0, r; \n" "}\n" : "+r"(__HALF2_TO_UI(r)) : "r"(__HALF2_TO_CUI(a))); return r; } __CUDA_FP16_DECL__ __half __hcos_internal(const __half a) { float f = __half2float(a); f = __float_simpl_cosf(f); return __float2half_rn(f); } __CUDA_FP16_DECL__ __half hcos(const __half a) { __half r = __hcos_internal(a); asm("{\n\t" " .reg.b16 i,r; \n\t" " mov.b16 r, %0; \n\t" " mov.b16 i, %1; \n\t" __SPEC_CASE(i, r, 0X2B7CU, 0x1000U) __SPEC_CASE(i, r, 0XAB7CU, 0x1000U) " mov.b16 %0, r; \n" "}\n" : "+h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(a))); return r; } __CUDA_FP16_DECL__ __half2 h2cos(const __half2 a) { const __half l = __low2half(a); const __half h = __high2half(a); const __half cl = __hcos_internal(l); const __half ch = __hcos_internal(h); __half2 r = __halves2half2(cl, ch); asm("{\n\t" " .reg.b32 i,r; \n\t" " mov.b32 r, %0; \n\t" " mov.b32 i, %1; \n\t" __SPEC_CASE2(i, r, 0X2B7C2B7CU, 0x10001000U) __SPEC_CASE2(i, r, 0XAB7CAB7CU, 0x10001000U) " mov.b32 %0, r; \n" "}\n" : "+r"(__HALF2_TO_UI(r)) : "r"(__HALF2_TO_CUI(a))); return r; } static __device__ __forceinline__ float __internal_trig_reduction_kernel(const float a, int *quadrant) { const int q = __float2int_rn(a * 0.636619772F); const float j = static_cast(q); float t = __fmaf_rn(-j, 1.5707962512969971e+000F, a); t = __fmaf_rn(-j, 7.5497894158615964e-008F, t); *quadrant = q; return t; } static __device__ __forceinline__ float __internal_sin_cos_kernel(float x, const int i) { float z; const float x2 = x*x; if ((static_cast(i) & 1U) != 0U) { z = 2.44331571e-5F; z = __fmaf_rn(z, x2, -1.38873163e-3F); } else { z = -1.95152959e-4F; z = __fmaf_rn(z, x2, 8.33216087e-3F); } if ((static_cast(i) & 1U) != 0U) { z = __fmaf_rn(z, x2, 4.16666457e-2F); z = __fmaf_rn(z, x2, -5.00000000e-1F); } else { z = __fmaf_rn(z, x2, -1.66666546e-1F); z = __fmaf_rn(z, x2, 0.0F); } if ((static_cast(i) & 1U) != 0U) { x = __fmaf_rn(z, x2, 1.0F); } else { x = __fmaf_rn(z, x, x); } if ((static_cast(i) & 2U) != 0U) { x = __fmaf_rn(x, -1.0F, 0.0F); } return x; } static __device__ __forceinline__ float __float_simpl_sinf(float a) { float z; int i; if (::isinf(a)) { a = a * 0.0F; } a = __internal_trig_reduction_kernel(a, &i); z = __internal_sin_cos_kernel(a, i); return z; } static __device__ __forceinline__ float __float_simpl_cosf(float a) { float z; int i; if (::isinf(a)) { a = a * 0.0F; } a = __internal_trig_reduction_kernel(a, &i); i++; z = __internal_sin_cos_kernel(a, i); return z; } __CUDA_FP16_DECL__ __half hexp(const __half a) { __half val; asm("{.reg.b32 f, C; \n" " .reg.b16 h,r; \n" " mov.b16 h,%1; \n" " cvt.f32.f16 f,h; \n" " mov.b32 C, 0x3fb8aa3bU; \n" " mul.f32 f,f,C; \n" " ex2.approx.f32 f,f; \n" " cvt.rn.f16.f32 r,f; \n" __SPEC_CASE(h, r, 0X1F79U, 0x9400U) __SPEC_CASE(h, r, 0X25CFU, 0x9400U) __SPEC_CASE(h, r, 0XC13BU, 0x0400U) __SPEC_CASE(h, r, 0XC1EFU, 0x0200U) " mov.b16 %0,r; \n" "}": "=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 h2exp(const __half2 a) { __half2 val; asm("{.reg.b16 hl, hu; \n" " .reg.b32 h,r,fl,fu, C; \n" " mov.b32 {hl, hu}, %1; \n" " mov.b32 h, %1; \n" " cvt.f32.f16 fl, hl; \n" " cvt.f32.f16 fu, hu; \n" " mov.b32 C, 0x3fb8aa3bU; \n" " mul.f32 fl,fl,C; \n" " mul.f32 fu,fu,C; \n" " ex2.approx.f32 fl, fl; \n" " ex2.approx.f32 fu, fu; \n" " cvt.rn.f16.f32 hl, fl; \n" " cvt.rn.f16.f32 hu, fu; \n" " mov.b32 r, {hl, hu}; \n" __SPEC_CASE2(h, r, 0X1F791F79U, 0x94009400U) __SPEC_CASE2(h, r, 0X25CF25CFU, 0x94009400U) __SPEC_CASE2(h, r, 0XC13BC13BU, 0x04000400U) __SPEC_CASE2(h, r, 0XC1EFC1EFU, 0x02000200U) " mov.b32 %0, r; \n" "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half hexp2(const __half a) { __half val; asm("{.reg.b32 f, ULP; \n" " .reg.b16 r; \n" " mov.b16 r,%1; \n" " cvt.f32.f16 f,r; \n" " ex2.approx.f32 f,f; \n" " mov.b32 ULP, 0x33800000U;\n" " fma.rn.f32 f,f,ULP,f; \n" " cvt.rn.f16.f32 r,f; \n" " mov.b16 %0,r; \n" "}": "=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 h2exp2(const __half2 a) { __half2 val; asm("{.reg.b16 hl, hu; \n" " .reg.b32 fl, fu, ULP; \n" " mov.b32 {hl, hu}, %1; \n" " cvt.f32.f16 fl, hl; \n" " cvt.f32.f16 fu, hu; \n" " ex2.approx.f32 fl, fl; \n" " ex2.approx.f32 fu, fu; \n" " mov.b32 ULP, 0x33800000U;\n" " fma.rn.f32 fl,fl,ULP,fl; \n" " fma.rn.f32 fu,fu,ULP,fu; \n" " cvt.rn.f16.f32 hl, fl; \n" " cvt.rn.f16.f32 hu, fu; \n" " mov.b32 %0, {hl, hu}; \n" "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half hexp10(const __half a) { __half val; asm("{.reg.b16 h,r; \n" " .reg.b32 f, C; \n" " mov.b16 h, %1; \n" " cvt.f32.f16 f, h; \n" " mov.b32 C, 0x40549A78U; \n" " mul.f32 f,f,C; \n" " ex2.approx.f32 f, f; \n" " cvt.rn.f16.f32 r, f; \n" __SPEC_CASE(h, r, 0x34DEU, 0x9800U) __SPEC_CASE(h, r, 0x9766U, 0x9000U) __SPEC_CASE(h, r, 0x9972U, 0x1000U) __SPEC_CASE(h, r, 0xA5C4U, 0x1000U) __SPEC_CASE(h, r, 0xBF0AU, 0x8100U) " mov.b16 %0, r; \n" "}":"=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 h2exp10(const __half2 a) { __half2 val; asm("{.reg.b16 hl, hu; \n" " .reg.b32 h,r,fl,fu, C; \n" " mov.b32 {hl, hu}, %1; \n" " mov.b32 h, %1; \n" " cvt.f32.f16 fl, hl; \n" " cvt.f32.f16 fu, hu; \n" " mov.b32 C, 0x40549A78U; \n" " mul.f32 fl,fl,C; \n" " mul.f32 fu,fu,C; \n" " ex2.approx.f32 fl, fl; \n" " ex2.approx.f32 fu, fu; \n" " cvt.rn.f16.f32 hl, fl; \n" " cvt.rn.f16.f32 hu, fu; \n" " mov.b32 r, {hl, hu}; \n" __SPEC_CASE2(h, r, 0x34DE34DEU, 0x98009800U) __SPEC_CASE2(h, r, 0x97669766U, 0x90009000U) __SPEC_CASE2(h, r, 0x99729972U, 0x10001000U) __SPEC_CASE2(h, r, 0xA5C4A5C4U, 0x10001000U) __SPEC_CASE2(h, r, 0xBF0ABF0AU, 0x81008100U) " mov.b32 %0, r; \n" "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half hlog2(const __half a) { __half val; asm("{.reg.b16 h, r; \n" " .reg.b32 f; \n" " mov.b16 h, %1; \n" " cvt.f32.f16 f, h; \n" " lg2.approx.f32 f, f; \n" " cvt.rn.f16.f32 r, f; \n" __SPEC_CASE(r, r, 0xA2E2U, 0x8080U) __SPEC_CASE(r, r, 0xBF46U, 0x9400U) " mov.b16 %0, r; \n" "}":"=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 h2log2(const __half2 a) { __half2 val; asm("{.reg.b16 hl, hu; \n" " .reg.b32 fl, fu, r, p; \n" " mov.b32 {hl, hu}, %1; \n" " cvt.f32.f16 fl, hl; \n" " cvt.f32.f16 fu, hu; \n" " lg2.approx.f32 fl, fl; \n" " lg2.approx.f32 fu, fu; \n" " cvt.rn.f16.f32 hl, fl; \n" " cvt.rn.f16.f32 hu, fu; \n" " mov.b32 r, {hl, hu}; \n" __SPEC_CASE2(r, r, 0xA2E2A2E2U, 0x80808080U) __SPEC_CASE2(r, r, 0xBF46BF46U, 0x94009400U) " mov.b32 %0, r; \n" "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half hlog(const __half a) { __half val; asm("{.reg.b32 f, C; \n" " .reg.b16 r,h; \n" " mov.b16 h,%1; \n" " cvt.f32.f16 f,h; \n" " lg2.approx.f32 f,f; \n" " mov.b32 C, 0x3f317218U; \n" " mul.f32 f,f,C; \n" " cvt.rn.f16.f32 r,f; \n" __SPEC_CASE(h, r, 0X160DU, 0x9C00U) __SPEC_CASE(h, r, 0X3BFEU, 0x8010U) __SPEC_CASE(h, r, 0X3C0BU, 0x8080U) __SPEC_CASE(h, r, 0X6051U, 0x1C00U) " mov.b16 %0,r; \n" "}": "=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 h2log(const __half2 a) { __half2 val; asm("{.reg.b16 hl, hu; \n" " .reg.b32 r, fl, fu, C, h; \n" " mov.b32 {hl, hu}, %1; \n" " mov.b32 h, %1; \n" " cvt.f32.f16 fl, hl; \n" " cvt.f32.f16 fu, hu; \n" " lg2.approx.f32 fl, fl; \n" " lg2.approx.f32 fu, fu; \n" " mov.b32 C, 0x3f317218U; \n" " mul.f32 fl,fl,C; \n" " mul.f32 fu,fu,C; \n" " cvt.rn.f16.f32 hl, fl; \n" " cvt.rn.f16.f32 hu, fu; \n" " mov.b32 r, {hl, hu}; \n" __SPEC_CASE2(h, r, 0X160D160DU, 0x9C009C00U) __SPEC_CASE2(h, r, 0X3BFE3BFEU, 0x80108010U) __SPEC_CASE2(h, r, 0X3C0B3C0BU, 0x80808080U) __SPEC_CASE2(h, r, 0X60516051U, 0x1C001C00U) " mov.b32 %0, r; \n" "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } __CUDA_FP16_DECL__ __half hlog10(const __half a) { __half val; asm("{.reg.b16 h, r; \n" " .reg.b32 f, C; \n" " mov.b16 h, %1; \n" " cvt.f32.f16 f, h; \n" " lg2.approx.f32 f, f; \n" " mov.b32 C, 0x3E9A209BU; \n" " mul.f32 f,f,C; \n" " cvt.rn.f16.f32 r, f; \n" __SPEC_CASE(h, r, 0x338FU, 0x1000U) __SPEC_CASE(h, r, 0x33F8U, 0x9000U) __SPEC_CASE(h, r, 0x57E1U, 0x9800U) __SPEC_CASE(h, r, 0x719DU, 0x9C00U) " mov.b16 %0, r; \n" "}":"=h"(__HALF_TO_US(val)) : "h"(__HALF_TO_CUS(a))); return val; } __CUDA_FP16_DECL__ __half2 h2log10(const __half2 a) { __half2 val; asm("{.reg.b16 hl, hu; \n" " .reg.b32 r, fl, fu, C, h; \n" " mov.b32 {hl, hu}, %1; \n" " mov.b32 h, %1; \n" " cvt.f32.f16 fl, hl; \n" " cvt.f32.f16 fu, hu; \n" " lg2.approx.f32 fl, fl; \n" " lg2.approx.f32 fu, fu; \n" " mov.b32 C, 0x3E9A209BU; \n" " mul.f32 fl,fl,C; \n" " mul.f32 fu,fu,C; \n" " cvt.rn.f16.f32 hl, fl; \n" " cvt.rn.f16.f32 hu, fu; \n" " mov.b32 r, {hl, hu}; \n" __SPEC_CASE2(h, r, 0x338F338FU, 0x10001000U) __SPEC_CASE2(h, r, 0x33F833F8U, 0x90009000U) __SPEC_CASE2(h, r, 0x57E157E1U, 0x98009800U) __SPEC_CASE2(h, r, 0x719D719DU, 0x9C009C00U) " mov.b32 %0, r; \n" "}":"=r"(__HALF2_TO_UI(val)) : "r"(__HALF2_TO_CUI(a))); return val; } #undef __SPEC_CASE2 #undef __SPEC_CASE __CUDA_FP16_DECL__ __half2 h2rcp(const __half2 a) { __APPROX_FCAST2(rcp) } __CUDA_FP16_DECL__ __half hrcp(const __half a) { __APPROX_FCAST(rcp) } __CUDA_FP16_DECL__ __half2 h2rsqrt(const __half2 a) { __APPROX_FCAST2(rsqrt) } __CUDA_FP16_DECL__ __half hrsqrt(const __half a) { __APPROX_FCAST(rsqrt) } __CUDA_FP16_DECL__ __half2 h2sqrt(const __half2 a) { __APPROX_FCAST2(sqrt) } __CUDA_FP16_DECL__ __half hsqrt(const __half a) { __APPROX_FCAST(sqrt) } #undef __APPROX_FCAST #undef __APPROX_FCAST2 __CUDA_FP16_DECL__ __half2 __hisnan2(const __half2 a) { __half2 r; asm("{set.nan.f16x2.f16x2 %0,%1,%2;\n}" :"=r"(__HALF2_TO_UI(r)) : "r"(__HALF2_TO_CUI(a)), "r"(__HALF2_TO_CUI(a))); return r; } __CUDA_FP16_DECL__ bool __hisnan(const __half a) { __half r; asm("{set.nan.f16.f16 %0,%1,%2;\n}" :"=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(a)), "h"(__HALF_TO_CUS(a))); return __HALF_TO_CUS(r) != 0U; } __CUDA_FP16_DECL__ __half2 __hneg2(const __half2 a) { __half2 r; asm("{neg.f16x2 %0,%1;\n}" :"=r"(__HALF2_TO_UI(r)) : "r"(__HALF2_TO_CUI(a))); return r; } __CUDA_FP16_DECL__ __half __hneg(const __half a) { __half r; asm("{neg.f16 %0,%1;\n}" :"=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(a))); return r; } __CUDA_FP16_DECL__ __half2 __habs2(const __half2 a) { __half2 r; asm("{abs.f16x2 %0,%1;\n}" :"=r"(__HALF2_TO_UI(r)) : "r"(__HALF2_TO_CUI(a))); return r; } __CUDA_FP16_DECL__ __half __habs(const __half a) { __half r; asm("{abs.f16 %0,%1;\n}" :"=h"(__HALF_TO_US(r)) : "h"(__HALF_TO_CUS(a))); return r; } __CUDA_FP16_DECL__ __half2 __hcmadd(const __half2 a, const __half2 b, const __half2 c) { // fast version of complex multiply-accumulate // (a.re, a.im) * (b.re, b.im) + (c.re, c.im) // acc.re = (c.re + a.re*b.re) - a.im*b.im // acc.im = (c.im + a.re*b.im) + a.im*b.re const __half2 a_re = __half2half2(a.x); __half2 acc = __hfma2(a_re, b, c); const __half2 a_im = __half2half2(a.y); const __half2 ib = __halves2half2(__hneg(b.y), b.x); acc = __hfma2(a_im, ib, acc); return acc; } #endif /*__CUDA_ARCH__ >= 530 || !defined(__CUDA_ARCH__)*/ #if __CUDA_ARCH__ >= 800 || !defined(__CUDA_ARCH__) /****************************************************************************** * __half arithmetic * ******************************************************************************/ __CUDA_FP16_DECL__ __half __hmax(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(max) } __CUDA_FP16_DECL__ __half __hmin(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(min) } __CUDA_FP16_DECL__ __half __hmax_nan(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(max.NaN) } __CUDA_FP16_DECL__ __half __hmin_nan(const __half a, const __half b) { __BINARY_OP_HALF_MACRO(min.NaN) } __CUDA_FP16_DECL__ __half __hfma_relu(const __half a, const __half b, const __half c) { __TERNARY_OP_HALF_MACRO(fma.rn.relu) } /****************************************************************************** * __half2 arithmetic * ******************************************************************************/ __CUDA_FP16_DECL__ __half2 __hmax2(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(max) } __CUDA_FP16_DECL__ __half2 __hmin2(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(min) } __CUDA_FP16_DECL__ __half2 __hmax2_nan(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(max.NaN) } __CUDA_FP16_DECL__ __half2 __hmin2_nan(const __half2 a, const __half2 b) { __BINARY_OP_HALF2_MACRO(min.NaN) } __CUDA_FP16_DECL__ __half2 __hfma2_relu(const __half2 a, const __half2 b, const __half2 c) { __TERNARY_OP_HALF2_MACRO(fma.rn.relu) } #endif /*__CUDA_ARCH__ >= 800 || !defined(__CUDA_ARCH__)*/ /* Define __PTR for atomicAdd prototypes below, undef after done */ #if (defined(_MSC_VER) && defined(_WIN64)) || defined(__LP64__) || defined(__CUDACC_RTC__) #define __PTR "l" #else #define __PTR "r" #endif /*(defined(_MSC_VER) && defined(_WIN64)) || defined(__LP64__) || defined(__CUDACC_RTC__)*/ #if !defined(__CUDA_ARCH__) || __CUDA_ARCH__ >= 600 __CUDA_FP16_DECL__ __half2 atomicAdd(__half2 *const address, const __half2 val) { __half2 r; asm volatile ("{ atom.add.noftz.f16x2 %0,[%1],%2; }\n" : "=r"(__HALF2_TO_UI(r)) : __PTR(address), "r"(__HALF2_TO_CUI(val)) : "memory"); return r; } #endif /*!defined(__CUDA_ARCH__) || __CUDA_ARCH__ >= 600*/ #if !defined(__CUDA_ARCH__) || __CUDA_ARCH__ >= 700 __CUDA_FP16_DECL__ __half atomicAdd(__half *const address, const __half val) { __half r; asm volatile ("{ atom.add.noftz.f16 %0,[%1],%2; }\n" : "=h"(__HALF_TO_US(r)) : __PTR(address), "h"(__HALF_TO_CUS(val)) : "memory"); return r; } #endif /*!defined(__CUDA_ARCH__) || __CUDA_ARCH__ >= 700*/ #undef __PTR #undef __CUDA_FP16_DECL__ #endif /* defined(__CUDACC__) */ #endif /* defined(__cplusplus) */ #undef __TERNARY_OP_HALF2_MACRO #undef __TERNARY_OP_HALF_MACRO #undef __BINARY_OP_HALF2_MACRO #undef __BINARY_OP_HALF_MACRO #undef __CUDA_HOSTDEVICE_FP16_DECL__ #undef __CUDA_FP16_DECL__ /* Define first-class types "half" and "half2", unless user specifies otherwise via "#define CUDA_NO_HALF" */ /* C cannot ever have these types defined here, because __half and __half2 are C++ classes */ #if defined(__cplusplus) && !defined(CUDA_NO_HALF) typedef __half half; typedef __half2 half2; // for consistency with __nv_bfloat16 typedef __half __nv_half; typedef __half2 __nv_half2; typedef __half_raw __nv_half_raw; typedef __half2_raw __nv_half2_raw; typedef __half nv_half; typedef __half2 nv_half2; #endif /* defined(__cplusplus) && !defined(CUDA_NO_HALF) */ #if defined(__CPP_VERSION_AT_LEAST_11_FP16) #undef __CPP_VERSION_AT_LEAST_11_FP16 #endif /* defined(__CPP_VERSION_AT_LEAST_11_FP16) */ #endif /* end of include guard: __CUDA_FP16_HPP__ */