| #pragma once |
| |
| #include <c10/macros/Macros.h> |
| #include <c10/util/bit_cast.h> |
| |
| #include <limits> |
| |
| C10_CLANG_DIAGNOSTIC_PUSH() |
| #if C10_CLANG_HAS_WARNING("-Wimplicit-int-float-conversion") |
| C10_CLANG_DIAGNOSTIC_IGNORE("-Wimplicit-int-float-conversion") |
| #endif |
| |
| #if defined(SYCL_EXT_ONEAPI_BFLOAT16_MATH_FUNCTIONS) |
| #if defined(CL_SYCL_LANGUAGE_VERSION) |
| #include <CL/sycl.hpp> // for SYCL 1.2.1 |
| #else |
| #include <sycl/sycl.hpp> // for SYCL 2020 |
| #endif |
| #include <ext/oneapi/bfloat16.hpp> |
| #endif |
| |
| namespace c10 { |
| |
| /// Constructors |
| inline C10_HOST_DEVICE BFloat16::BFloat16(float value) |
| : |
| #if defined(__CUDACC__) && !defined(USE_ROCM) && defined(__CUDA_ARCH__) && \ |
| __CUDA_ARCH__ >= 800 |
| x(__bfloat16_as_ushort(__float2bfloat16(value))) |
| #elif defined(__SYCL_DEVICE_ONLY__) && \ |
| defined(SYCL_EXT_ONEAPI_BFLOAT16_MATH_FUNCTIONS) |
| x(c10::bit_cast<uint16_t>(sycl::ext::oneapi::bfloat16(value))) |
| #else |
| // RNE by default |
| x(detail::round_to_nearest_even(value)) |
| #endif |
| { |
| } |
| |
| /// Implicit conversions |
| inline C10_HOST_DEVICE BFloat16::operator float() const { |
| #if defined(__CUDACC__) && !defined(USE_ROCM) |
| return __bfloat162float(*reinterpret_cast<const __nv_bfloat16*>(&x)); |
| #elif defined(__SYCL_DEVICE_ONLY__) && \ |
| defined(SYCL_EXT_ONEAPI_BFLOAT16_MATH_FUNCTIONS) |
| return float(*reinterpret_cast<const sycl::ext::oneapi::bfloat16*>(&x)); |
| #else |
| return detail::f32_from_bits(x); |
| #endif |
| } |
| |
| #if defined(__CUDACC__) && !defined(USE_ROCM) |
| inline C10_HOST_DEVICE BFloat16::BFloat16(const __nv_bfloat16& value) { |
| x = *reinterpret_cast<const unsigned short*>(&value); |
| } |
| inline C10_HOST_DEVICE BFloat16::operator __nv_bfloat16() const { |
| return *reinterpret_cast<const __nv_bfloat16*>(&x); |
| } |
| #endif |
| |
| #if defined(SYCL_EXT_ONEAPI_BFLOAT16_MATH_FUNCTIONS) |
| inline C10_HOST_DEVICE BFloat16::BFloat16( |
| const sycl::ext::oneapi::bfloat16& value) { |
| x = *reinterpret_cast<const unsigned short*>(&value); |
| } |
| inline C10_HOST_DEVICE BFloat16::operator sycl::ext::oneapi::bfloat16() const { |
| return *reinterpret_cast<const sycl::ext::oneapi::bfloat16*>(&x); |
| } |
| #endif |
| |
| // CUDA intrinsics |
| |
| #if defined(__CUDACC__) || defined(__HIPCC__) |
| inline C10_DEVICE BFloat16 __ldg(const BFloat16* ptr) { |
| #if !defined(USE_ROCM) && defined(__CUDA_ARCH__) && __CUDA_ARCH__ >= 800 |
| return __ldg(reinterpret_cast<const __nv_bfloat16*>(ptr)); |
| #else |
| return *ptr; |
| #endif |
| } |
| #endif |
| |
| /// Arithmetic |
| |
| inline C10_HOST_DEVICE BFloat16 |
| operator+(const BFloat16& a, const BFloat16& b) { |
| return static_cast<float>(a) + static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16 |
| operator-(const BFloat16& a, const BFloat16& b) { |
| return static_cast<float>(a) - static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16 |
| operator*(const BFloat16& a, const BFloat16& b) { |
| return static_cast<float>(a) * static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16 operator/(const BFloat16& a, const BFloat16& b) |
| __ubsan_ignore_float_divide_by_zero__ { |
| return static_cast<float>(a) / static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16 operator-(const BFloat16& a) { |
| return -static_cast<float>(a); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator+=(BFloat16& a, const BFloat16& b) { |
| a = a + b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator-=(BFloat16& a, const BFloat16& b) { |
| a = a - b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator*=(BFloat16& a, const BFloat16& b) { |
| a = a * b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator/=(BFloat16& a, const BFloat16& b) { |
| a = a / b; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator|(BFloat16& a, const BFloat16& b) { |
| a.x = a.x | b.x; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator^(BFloat16& a, const BFloat16& b) { |
| a.x = a.x ^ b.x; |
| return a; |
| } |
| |
| inline C10_HOST_DEVICE BFloat16& operator&(BFloat16& a, const BFloat16& b) { |
| a.x = a.x & b.x; |
| return a; |
| } |
| |
| /// Arithmetic with floats |
| |
| inline C10_HOST_DEVICE float operator+(BFloat16 a, float b) { |
| return static_cast<float>(a) + b; |
| } |
| inline C10_HOST_DEVICE float operator-(BFloat16 a, float b) { |
| return static_cast<float>(a) - b; |
| } |
| inline C10_HOST_DEVICE float operator*(BFloat16 a, float b) { |
| return static_cast<float>(a) * b; |
| } |
| inline C10_HOST_DEVICE float operator/(BFloat16 a, float b) { |
| return static_cast<float>(a) / b; |
| } |
| |
| inline C10_HOST_DEVICE float operator+(float a, BFloat16 b) { |
| return a + static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float operator-(float a, BFloat16 b) { |
| return a - static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float operator*(float a, BFloat16 b) { |
| return a * static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float operator/(float a, BFloat16 b) { |
| return a / static_cast<float>(b); |
| } |
| |
| inline C10_HOST_DEVICE float& operator+=(float& a, const BFloat16& b) { |
| return a += static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float& operator-=(float& a, const BFloat16& b) { |
| return a -= static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float& operator*=(float& a, const BFloat16& b) { |
| return a *= static_cast<float>(b); |
| } |
| inline C10_HOST_DEVICE float& operator/=(float& a, const BFloat16& b) { |
| return a /= static_cast<float>(b); |
| } |
| |
| /// Arithmetic with doubles |
| |
| inline C10_HOST_DEVICE double operator+(BFloat16 a, double b) { |
| return static_cast<double>(a) + b; |
| } |
| inline C10_HOST_DEVICE double operator-(BFloat16 a, double b) { |
| return static_cast<double>(a) - b; |
| } |
| inline C10_HOST_DEVICE double operator*(BFloat16 a, double b) { |
| return static_cast<double>(a) * b; |
| } |
| inline C10_HOST_DEVICE double operator/(BFloat16 a, double b) { |
| return static_cast<double>(a) / b; |
| } |
| |
| inline C10_HOST_DEVICE double operator+(double a, BFloat16 b) { |
| return a + static_cast<double>(b); |
| } |
| inline C10_HOST_DEVICE double operator-(double a, BFloat16 b) { |
| return a - static_cast<double>(b); |
| } |
| inline C10_HOST_DEVICE double operator*(double a, BFloat16 b) { |
| return a * static_cast<double>(b); |
| } |
| inline C10_HOST_DEVICE double operator/(double a, BFloat16 b) { |
| return a / static_cast<double>(b); |
| } |
| |
| /// Arithmetic with ints |
| |
| inline C10_HOST_DEVICE BFloat16 operator+(BFloat16 a, int b) { |
| return a + static_cast<BFloat16>(b); |
| } |
| inline C10_HOST_DEVICE BFloat16 operator-(BFloat16 a, int b) { |
| return a - static_cast<BFloat16>(b); |
| } |
| inline C10_HOST_DEVICE BFloat16 operator*(BFloat16 a, int b) { |
| return a * static_cast<BFloat16>(b); |
| } |
| inline C10_HOST_DEVICE BFloat16 operator/(BFloat16 a, int b) { |
| return a / static_cast<BFloat16>(b); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16 operator+(int a, BFloat16 b) { |
| return static_cast<BFloat16>(a) + b; |
| } |
| inline C10_HOST_DEVICE BFloat16 operator-(int a, BFloat16 b) { |
| return static_cast<BFloat16>(a) - b; |
| } |
| inline C10_HOST_DEVICE BFloat16 operator*(int a, BFloat16 b) { |
| return static_cast<BFloat16>(a) * b; |
| } |
| inline C10_HOST_DEVICE BFloat16 operator/(int a, BFloat16 b) { |
| return static_cast<BFloat16>(a) / b; |
| } |
| |
| //// Arithmetic with int64_t |
| |
| inline C10_HOST_DEVICE BFloat16 operator+(BFloat16 a, int64_t b) { |
| return a + static_cast<BFloat16>(b); |
| } |
| inline C10_HOST_DEVICE BFloat16 operator-(BFloat16 a, int64_t b) { |
| return a - static_cast<BFloat16>(b); |
| } |
| inline C10_HOST_DEVICE BFloat16 operator*(BFloat16 a, int64_t b) { |
| return a * static_cast<BFloat16>(b); |
| } |
| inline C10_HOST_DEVICE BFloat16 operator/(BFloat16 a, int64_t b) { |
| return a / static_cast<BFloat16>(b); |
| } |
| |
| inline C10_HOST_DEVICE BFloat16 operator+(int64_t a, BFloat16 b) { |
| return static_cast<BFloat16>(a) + b; |
| } |
| inline C10_HOST_DEVICE BFloat16 operator-(int64_t a, BFloat16 b) { |
| return static_cast<BFloat16>(a) - b; |
| } |
| inline C10_HOST_DEVICE BFloat16 operator*(int64_t a, BFloat16 b) { |
| return static_cast<BFloat16>(a) * b; |
| } |
| inline C10_HOST_DEVICE BFloat16 operator/(int64_t a, BFloat16 b) { |
| return static_cast<BFloat16>(a) / b; |
| } |
| |
| // Overloading < and > operators, because std::max and std::min use them. |
| |
| inline C10_HOST_DEVICE bool operator>(BFloat16& lhs, BFloat16& rhs) { |
| return float(lhs) > float(rhs); |
| } |
| |
| inline C10_HOST_DEVICE bool operator<(BFloat16& lhs, BFloat16& rhs) { |
| return float(lhs) < float(rhs); |
| } |
| |
| } // namespace c10 |
| |
| namespace std { |
| |
| template <> |
| class numeric_limits<c10::BFloat16> { |
| public: |
| static constexpr bool is_signed = true; |
| static constexpr bool is_specialized = 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 = false; |
| static constexpr bool is_bounded = true; |
| static constexpr bool is_modulo = false; |
| static constexpr int digits = 8; |
| static constexpr int digits10 = 2; |
| static constexpr int max_digits10 = 4; |
| static constexpr int radix = 2; |
| static constexpr int min_exponent = -125; |
| static constexpr int min_exponent10 = -37; |
| static constexpr int max_exponent = 128; |
| static constexpr int max_exponent10 = 38; |
| static constexpr auto traps = numeric_limits<float>::traps; |
| static constexpr auto tinyness_before = |
| numeric_limits<float>::tinyness_before; |
| |
| static constexpr c10::BFloat16 min() { |
| return c10::BFloat16(0x0080, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 lowest() { |
| return c10::BFloat16(0xFF7F, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 max() { |
| return c10::BFloat16(0x7F7F, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 epsilon() { |
| return c10::BFloat16(0x3C00, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 round_error() { |
| return c10::BFloat16(0x3F00, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 infinity() { |
| return c10::BFloat16(0x7F80, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 quiet_NaN() { |
| return c10::BFloat16(0x7FC0, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 signaling_NaN() { |
| return c10::BFloat16(0x7F80, c10::BFloat16::from_bits()); |
| } |
| static constexpr c10::BFloat16 denorm_min() { |
| return c10::BFloat16(0x0001, c10::BFloat16::from_bits()); |
| } |
| }; |
| |
| } // namespace std |
| |
| C10_CLANG_DIAGNOSTIC_POP() |