| #pragma once |
| |
| #include <c10/macros/Macros.h> |
| #include <c10/util/bit_cast.h> |
| |
| #include <cstring> |
| #include <limits> |
| |
| #ifdef __CUDACC__ |
| #include <cuda_fp16.h> |
| #endif |
| |
| #ifdef __HIPCC__ |
| #include <hip/hip_fp16.h> |
| #endif |
| |
| #if defined(CL_SYCL_LANGUAGE_VERSION) |
| #include <CL/sycl.hpp> // for SYCL 1.2.1 |
| #elif defined(SYCL_LANGUAGE_VERSION) |
| #include <sycl/sycl.hpp> // for SYCL 2020 |
| #endif |
| |
| #if (defined(CPU_CAPABILITY_AVX2) || defined(CPU_CAPABILITY_AVX512)) && \ |
| !defined(__APPLE__) |
| #include <ATen/cpu/vec/vec_half.h> |
| #endif |
| |
| C10_CLANG_DIAGNOSTIC_PUSH() |
| #if C10_CLANG_HAS_WARNING("-Wimplicit-int-float-conversion") |
| C10_CLANG_DIAGNOSTIC_IGNORE("-Wimplicit-int-float-conversion") |
| #endif |
| |
| namespace c10 { |
| |
| /// Constructors |
| |
| inline C10_HOST_DEVICE Half::Half(float value) |
| : |
| #if defined(__CUDA_ARCH__) || defined(__HIP_DEVICE_COMPILE__) |
| x(__half_as_short(__float2half(value))) |
| #elif defined(__SYCL_DEVICE_ONLY__) |
| x(c10::bit_cast<uint16_t>(sycl::half(value))) |
| #else |
| #if (defined(CPU_CAPABILITY_AVX2) || defined(CPU_CAPABILITY_AVX512)) && \ |
| !defined(__APPLE__) |
| x(at::vec::float2half_scalar(value)) |
| #else |
| x(detail::fp16_ieee_from_fp32_value(value)) |
| #endif |
| #endif |
| { |
| } |
| |
| /// Implicit conversions |
| |
| inline C10_HOST_DEVICE Half::operator float() const { |
| #if defined(__CUDA_ARCH__) || defined(__HIP_DEVICE_COMPILE__) |
| return __half2float(*reinterpret_cast<const __half*>(&x)); |
| #elif defined(__SYCL_DEVICE_ONLY__) |
| return float(c10::bit_cast<sycl::half>(x)); |
| #else |
| #if (defined(CPU_CAPABILITY_AVX2) || defined(CPU_CAPABILITY_AVX512)) && \ |
| !defined(__APPLE__) |
| return at::vec::half2float_scalar(x); |
| #else |
| return detail::fp16_ieee_to_fp32_value(x); |
| #endif |
| #endif |
| } |
| |
| #if defined(__CUDACC__) || defined(__HIPCC__) |
| inline C10_HOST_DEVICE Half::Half(const __half& value) { |
| x = *reinterpret_cast<const unsigned short*>(&value); |
| } |
| inline C10_HOST_DEVICE Half::operator __half() const { |
| return *reinterpret_cast<const __half*>(&x); |
| } |
| #endif |
| |
| #ifdef SYCL_LANGUAGE_VERSION |
| inline C10_HOST_DEVICE Half::Half(const sycl::half& value) { |
| x = *reinterpret_cast<const unsigned short*>(&value); |
| } |
| inline C10_HOST_DEVICE Half::operator sycl::half() const { |
| return *reinterpret_cast<const sycl::half*>(&x); |
| } |
| #endif |
| |
| // CUDA intrinsics |
| |
| #if (defined(__CUDA_ARCH__) && (__CUDA_ARCH__ >= 350)) || \ |
| (defined(__clang__) && defined(__CUDA__)) |
| inline __device__ Half __ldg(const Half* ptr) { |
| return __ldg(reinterpret_cast<const __half*>(ptr)); |
| } |
| #endif |
| |
| /// Arithmetic |
| |
| inline C10_HOST_DEVICE Half operator+(const Half& a, const Half& b) { |
| return static_cast<float>(a) + static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE Half operator-(const Half& a, const Half& b) { |
| return static_cast<float>(a) - static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE Half operator*(const Half& a, const Half& b) { |
| return static_cast<float>(a) * static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE Half operator/(const Half& a, const Half& b) |
| __ubsan_ignore_float_divide_by_zero__ { |
| return static_cast<float>(a) / static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE Half operator-(const Half& a) { |
| #if (defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 530) || \ |
| defined(__HIP_DEVICE_COMPILE__) |
| return __hneg(a); |
| #elif defined(__SYCL_DEVICE_ONLY__) |
| return -c10::bit_cast<sycl::half>(a); |
| #else |
| return -static_cast<float>(a); |
| #endif |
| } |
| |
| inline C10_HOST_DEVICE Half& operator+=(Half& a, const Half& b) { |
| a = a + b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE Half& operator-=(Half& a, const Half& b) { |
| a = a - b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE Half& operator*=(Half& a, const Half& b) { |
| a = a * b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE Half& operator/=(Half& a, const Half& b) { |
| a = a / b; |
| return a; |
| } |
| |
| /// Arithmetic with floats |
| |
| inline C10_HOST_DEVICE float operator+(Half a, float b) { |
| return static_cast<float>(a) + b; |
| } |
| inline C10_HOST_DEVICE float operator-(Half a, float b) { |
| return static_cast<float>(a) - b; |
| } |
| inline C10_HOST_DEVICE float operator*(Half a, float b) { |
| return static_cast<float>(a) * b; |
| } |
| inline C10_HOST_DEVICE float operator/(Half a, float b) |
| __ubsan_ignore_float_divide_by_zero__ { |
| return static_cast<float>(a) / b; |
| } |
| |
| inline C10_HOST_DEVICE float operator+(float a, Half b) { |
| return a + static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float operator-(float a, Half b) { |
| return a - static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float operator*(float a, Half b) { |
| return a * static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float operator/(float a, Half b) |
| __ubsan_ignore_float_divide_by_zero__ { |
| return a / static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE float& operator+=(float& a, const Half& b) { |
| return a += static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float& operator-=(float& a, const Half& b) { |
| return a -= static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float& operator*=(float& a, const Half& b) { |
| return a *= static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float& operator/=(float& a, const Half& b) { |
| return a /= static_cast<float>(b); |
| } |
| |
| /// Arithmetic with doubles |
| |
| inline C10_HOST_DEVICE double operator+(Half a, double b) { |
| return static_cast<double>(a) + b; |
| } |
| inline C10_HOST_DEVICE double operator-(Half a, double b) { |
| return static_cast<double>(a) - b; |
| } |
| inline C10_HOST_DEVICE double operator*(Half a, double b) { |
| return static_cast<double>(a) * b; |
| } |
| inline C10_HOST_DEVICE double operator/(Half a, double b) |
| __ubsan_ignore_float_divide_by_zero__ { |
| return static_cast<double>(a) / b; |
| } |
| |
| inline C10_HOST_DEVICE double operator+(double a, Half b) { |
| return a + static_cast<double>(b); |
| } |
| inline C10_HOST_DEVICE double operator-(double a, Half b) { |
| return a - static_cast<double>(b); |
| } |
| inline C10_HOST_DEVICE double operator*(double a, Half b) { |
| return a * static_cast<double>(b); |
| } |
| inline C10_HOST_DEVICE double operator/(double a, Half b) |
| __ubsan_ignore_float_divide_by_zero__ { |
| return a / static_cast<double>(b); |
| } |
| |
| /// Arithmetic with ints |
| |
| inline C10_HOST_DEVICE Half operator+(Half a, int b) { |
| return a + static_cast<Half>(b); |
| } |
| inline C10_HOST_DEVICE Half operator-(Half a, int b) { |
| return a - static_cast<Half>(b); |
| } |
| inline C10_HOST_DEVICE Half operator*(Half a, int b) { |
| return a * static_cast<Half>(b); |
| } |
| inline C10_HOST_DEVICE Half operator/(Half a, int b) { |
| return a / static_cast<Half>(b); |
| } |
| |
| inline C10_HOST_DEVICE Half operator+(int a, Half b) { |
| return static_cast<Half>(a) + b; |
| } |
| inline C10_HOST_DEVICE Half operator-(int a, Half b) { |
| return static_cast<Half>(a) - b; |
| } |
| inline C10_HOST_DEVICE Half operator*(int a, Half b) { |
| return static_cast<Half>(a) * b; |
| } |
| inline C10_HOST_DEVICE Half operator/(int a, Half b) { |
| return static_cast<Half>(a) / b; |
| } |
| |
| //// Arithmetic with int64_t |
| |
| inline C10_HOST_DEVICE Half operator+(Half a, int64_t b) { |
| return a + static_cast<Half>(b); |
| } |
| inline C10_HOST_DEVICE Half operator-(Half a, int64_t b) { |
| return a - static_cast<Half>(b); |
| } |
| inline C10_HOST_DEVICE Half operator*(Half a, int64_t b) { |
| return a * static_cast<Half>(b); |
| } |
| inline C10_HOST_DEVICE Half operator/(Half a, int64_t b) { |
| return a / static_cast<Half>(b); |
| } |
| |
| inline C10_HOST_DEVICE Half operator+(int64_t a, Half b) { |
| return static_cast<Half>(a) + b; |
| } |
| inline C10_HOST_DEVICE Half operator-(int64_t a, Half b) { |
| return static_cast<Half>(a) - b; |
| } |
| inline C10_HOST_DEVICE Half operator*(int64_t a, Half b) { |
| return static_cast<Half>(a) * b; |
| } |
| inline C10_HOST_DEVICE Half operator/(int64_t a, Half b) { |
| return static_cast<Half>(a) / b; |
| } |
| |
| /// NOTE: we do not define comparisons directly and instead rely on the implicit |
| /// conversion from c10::Half to float. |
| |
| } // namespace c10 |
| |
| namespace std { |
| |
| template <> |
| class numeric_limits<c10::Half> { |
| public: |
| static constexpr bool is_specialized = true; |
| static constexpr bool is_signed = true; |
| static constexpr bool is_integer = false; |
| static constexpr bool is_exact = false; |
| static constexpr bool has_infinity = true; |
| static constexpr bool has_quiet_NaN = true; |
| static constexpr bool has_signaling_NaN = true; |
| static constexpr auto has_denorm = numeric_limits<float>::has_denorm; |
| static constexpr auto has_denorm_loss = |
| numeric_limits<float>::has_denorm_loss; |
| static constexpr auto round_style = numeric_limits<float>::round_style; |
| static constexpr bool is_iec559 = true; |
| static constexpr bool is_bounded = true; |
| static constexpr bool is_modulo = false; |
| static constexpr int digits = 11; |
| static constexpr int digits10 = 3; |
| static constexpr int max_digits10 = 5; |
| static constexpr int radix = 2; |
| static constexpr int min_exponent = -13; |
| static constexpr int min_exponent10 = -4; |
| static constexpr int max_exponent = 16; |
| static constexpr int max_exponent10 = 4; |
| static constexpr auto traps = numeric_limits<float>::traps; |
| static constexpr auto tinyness_before = |
| numeric_limits<float>::tinyness_before; |
| static constexpr c10::Half min() { |
| return c10::Half(0x0400, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half lowest() { |
| return c10::Half(0xFBFF, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half max() { |
| return c10::Half(0x7BFF, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half epsilon() { |
| return c10::Half(0x1400, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half round_error() { |
| return c10::Half(0x3800, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half infinity() { |
| return c10::Half(0x7C00, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half quiet_NaN() { |
| return c10::Half(0x7E00, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half signaling_NaN() { |
| return c10::Half(0x7D00, c10::Half::from_bits()); |
| } |
| static constexpr c10::Half denorm_min() { |
| return c10::Half(0x0001, c10::Half::from_bits()); |
| } |
| }; |
| |
| } // namespace std |
| |
| C10_CLANG_DIAGNOSTIC_POP() |