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/***************************************************************************************************
* Copyright (c) 2017 - 2024 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
* SPDX-License-Identifier: BSD-3-Clause
*
* Redistribution and use in source and binary forms, with or without
* modification, are permitted provided that the following conditions are met:
*
* 1. Redistributions of source code must retain the above copyright notice, this
* list of conditions and the following disclaimer.
*
* 2. Redistributions in binary form must reproduce the above copyright notice,
* this list of conditions and the following disclaimer in the documentation
* and/or other materials provided with the distribution.
*
* 3. Neither the name of the copyright holder nor the names of its
* contributors may be used to endorse or promote products derived from
* this software without specific prior written permission.
*
* THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
* AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
* IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
* DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
* FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
* DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
* SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
* CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
* OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
* OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
*
**************************************************************************************************/
/*!
\file
\brief Defines a proxy class for storing non-standard 16-bit floating point values with
8 bits of exponent and 7 bit of mantissa.
*/
/*
Note: CUTLASS 3x increases the host compiler requirements to C++17. However, certain
existing integrations of CUTLASS require C++11 host compilers.
Until this requirement can be lifted, certain headers with this annotation are required
to be remain consistent with C++11 syntax.
C++11 compatibility is enforced by `cutlass_test_unit_core_cpp11`.
*/
#pragma once
#if defined(__CUDACC_RTC__)
#include "cutlass/floating_point_nvrtc.h"
#else
#include <cmath>
#include <limits>
#include <cstdint>
#include <cstring>
#endif
#include <cuda_bf16.h>
#include "cutlass/cutlass.h"
#include "cutlass/platform/platform.h"
namespace cutlass {
///////////////////////////////////////////////////////////////////////////////////////////////////
/// Floating-point type with 8 bits of exponent and 7 bits of mantissa.
struct alignas(2) bfloat16_t {
//
// Data members
//
/// Storage type
uint16_t storage;
//
// Methods
//
/// Constructs from an unsigned short
CUTLASS_HOST_DEVICE
static bfloat16_t bitcast(uint16_t x) {
bfloat16_t h;
h.storage = x;
return h;
}
private:
struct from_32_bit_integer_t {};
static constexpr from_32_bit_integer_t from_32_bit_integer{};
template<class T>
CUTLASS_HOST_DEVICE
explicit bfloat16_t(from_32_bit_integer_t, T x) {
static_assert(cutlass::platform::is_integral<T>::value && sizeof(T) == 4, "Requires 32-bit integer");
float flt = static_cast<float>(x);
uint32_t bits;
#if defined(__CUDA_ARCH__)
bits = reinterpret_cast<uint32_t &>(flt);
#else
std::memcpy(&bits, &flt, sizeof(bits));
#endif
storage = uint16_t(bits >> 16);
}
public:
/// Default constructor
bfloat16_t() = default;
/// Floating-point conversion - round toward nearest
CUTLASS_HOST_DEVICE
explicit bfloat16_t(float x) {
#if defined(__CUDA_ARCH__) && (__CUDA_ARCH__ >= 800) && (__CUDACC_VER_MAJOR__ >= 11)
asm("cvt.rn.bf16.f32 %0, %1;\n" : "=h"(storage) : "f"(x));
#else
uint32_t bits;
#if defined(__CUDA_ARCH__)
bits = reinterpret_cast<uint32_t &>(x);
#else
std::memcpy(&bits, &x, sizeof(bits));
#endif
if ((bits & 0x7f800000) != 0x7f800000) {
bool mantissa_bit = ((bits & (1 << 16)) != 0);
bool round_bit = ((bits & (1 << 15)) != 0);
bool sticky_bit = ((bits & ((1 << 15) - 1)) != 0);
if ((round_bit && sticky_bit) || (round_bit && mantissa_bit)) {
bits += uint32_t(1 << 16);
}
}
else if (bits & ~0xff800000) {
bits = 0x7fffffff;
}
storage = uint16_t((bits >> 16) & 0xffff);
#endif
}
/// Floating-point conversion - round toward nearest
CUTLASS_HOST_DEVICE
explicit bfloat16_t(double x): bfloat16_t(float(x)) {
}
/// Integer conversion - round toward nearest
CUTLASS_HOST_DEVICE
explicit bfloat16_t(int x) : bfloat16_t(from_32_bit_integer, x) {}
CUTLASS_HOST_DEVICE
explicit bfloat16_t(uint32_t x) : bfloat16_t(from_32_bit_integer, x) {}
/// Converts to float
CUTLASS_HOST_DEVICE
operator float() const {
unsigned bits = (unsigned(storage) << 16);
#if defined(__CUDA_ARCH__)
return reinterpret_cast<float const &>(bits);
#else
float flt;
std::memcpy(&flt, &bits, sizeof(flt));
return flt;
#endif
}
/// Converts to float
CUTLASS_HOST_DEVICE
explicit operator double() const {
return double(float(*this));
}
/// Converts to int
CUTLASS_HOST_DEVICE
explicit operator int() const {
return int(float(*this));
}
/// Casts to bool
CUTLASS_HOST_DEVICE
explicit operator bool() const {
return (float(*this) != 0.0f);
}
/// Obtains raw bits
CUTLASS_HOST_DEVICE
uint16_t raw() const {
return storage;
}
/// Returns the sign bit
CUTLASS_HOST_DEVICE
bool signbit() const {
return ((raw() & 0x8000) != 0);
}
/// Returns the biased exponent
CUTLASS_HOST_DEVICE
int exponent_biased() const {
return int((raw() >> 7) & 0x0ff);
}
/// Returns the unbiased exponent
CUTLASS_HOST_DEVICE
int exponent() const {
return exponent_biased() - 127;
}
/// Returns the mantissa
CUTLASS_HOST_DEVICE
int mantissa() const {
return int(raw() & 0x7f);
}
};
///////////////////////////////////////////////////////////////////////////////////////////////////
CUTLASS_HOST_DEVICE
bool signbit(cutlass::bfloat16_t const& h) {
return h.signbit();
}
CUTLASS_HOST_DEVICE
cutlass::bfloat16_t abs(cutlass::bfloat16_t const& h) {
return cutlass::bfloat16_t::bitcast(h.raw() & 0x7fff);
}
CUTLASS_HOST_DEVICE
bool isnan(cutlass::bfloat16_t const& h) {
return (h.exponent_biased() == 0x0ff) && h.mantissa();
}
CUTLASS_HOST_DEVICE
bool isfinite(cutlass::bfloat16_t const& h) {
return (h.exponent_biased() != 0x0ff);
}
CUTLASS_HOST_DEVICE
cutlass::bfloat16_t nan_bf16(const char*) {
// NVIDIA canonical NaN
return cutlass::bfloat16_t::bitcast(0x7fff);
}
CUTLASS_HOST_DEVICE
bool isinf(cutlass::bfloat16_t const& h) {
return (h.exponent_biased() == 0x0ff) && !h.mantissa();
}
CUTLASS_HOST_DEVICE
bool isnormal(cutlass::bfloat16_t const& h) {
return h.exponent_biased() && h.exponent_biased() != 0x0ff;
}
CUTLASS_HOST_DEVICE
int fpclassify(cutlass::bfloat16_t const& h) {
int exp = h.exponent_biased();
int mantissa = h.mantissa();
if (exp == 0x0ff) {
if (mantissa) {
return FP_NAN;
}
else {
return FP_INFINITE;
}
}
else if (!exp) {
if (mantissa) {
return FP_SUBNORMAL;
}
else {
return FP_ZERO;
}
}
return FP_NORMAL;
}
CUTLASS_HOST_DEVICE
cutlass::bfloat16_t sqrt(cutlass::bfloat16_t const& h) {
#if defined(__CUDACC_RTC__)
return cutlass::bfloat16_t(sqrtf(float(h)));
#else
return cutlass::bfloat16_t(std::sqrt(float(h)));
#endif
}
CUTLASS_HOST_DEVICE
bfloat16_t copysign(bfloat16_t const& a, bfloat16_t const& b) {
uint16_t a_bits;
uint16_t b_bits;
#if defined(__CUDA_ARCH__)
a_bits = reinterpret_cast<uint16_t const &>(a);
b_bits = reinterpret_cast<uint16_t const &>(b);
#else
std::memcpy(&a_bits, &a, sizeof(a_bits));
std::memcpy(&b_bits, &b, sizeof(b_bits));
#endif
uint16_t a_mag = (a_bits & 0x7fff);
uint16_t b_sign = (b_bits & 0x8000);
uint16_t result = (a_mag | b_sign);
return bfloat16_t::bitcast(result);
}
///////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace cutlass
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Standard Library operations and definitions
//
///////////////////////////////////////////////////////////////////////////////////////////////////
namespace std {
#if !defined(__CUDACC_RTC__)
/// Numeric limits
template <>
struct numeric_limits<cutlass::bfloat16_t> {
static bool const is_specialized = true;
static bool const is_signed = true;
static bool const is_integer = false;
static bool const is_exact = false;
static bool const has_infinity = true;
static bool const has_quiet_NaN = true;
static bool const has_signaling_NaN = false;
static std::float_denorm_style const has_denorm = std::denorm_present;
static bool const has_denorm_loss = true;
static std::float_round_style const round_style = std::round_to_nearest;
static bool const is_iec559 = false;
static bool const is_bounded = true;
static bool const is_modulo = false;
static int const digits = 7;
/// Least positive value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t min() { return cutlass::bfloat16_t::bitcast(0x01); }
/// Minimum finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t lowest() { return cutlass::bfloat16_t::bitcast(0xff7f); }
/// Maximum finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t max() { return cutlass::bfloat16_t::bitcast(0x7f7f); }
/// Returns smallest finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t epsilon() { return cutlass::bfloat16_t::bitcast(0x1000); }
/// Returns smallest finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t round_error() { return cutlass::bfloat16_t(0.5f); }
/// Returns smallest finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t infinity() { return cutlass::bfloat16_t::bitcast(0x7f80); }
/// Returns smallest finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t quiet_NaN() { return cutlass::bfloat16_t::bitcast(0x7fff); }
/// Returns smallest finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t signaling_NaN() { return cutlass::bfloat16_t::bitcast(0x7fff); }
/// Returns smallest finite value
CUTLASS_HOST_DEVICE
static cutlass::bfloat16_t denorm_min() { return cutlass::bfloat16_t::bitcast(0x1); }
};
#endif
} // namespace std
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// Arithmetic operators
//
///////////////////////////////////////////////////////////////////////////////////////////////////
namespace cutlass {
///////////////////////////////////////////////////////////////////////////////////////////////////
CUTLASS_HOST_DEVICE
bool operator==(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return float(lhs) == float(rhs);
}
CUTLASS_HOST_DEVICE
bool operator!=(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return float(lhs) != float(rhs);
}
CUTLASS_HOST_DEVICE
bool operator<(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return float(lhs) < float(rhs);
}
CUTLASS_HOST_DEVICE
bool operator<=(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return float(lhs) <= float(rhs);
}
CUTLASS_HOST_DEVICE
bool operator>(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return float(lhs) > float(rhs);
}
CUTLASS_HOST_DEVICE
bool operator>=(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return float(lhs) >= float(rhs);
}
CUTLASS_HOST_DEVICE
bfloat16_t operator+(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return bfloat16_t(float(lhs) + float(rhs));
}
CUTLASS_HOST_DEVICE
bfloat16_t operator-(bfloat16_t const& lhs) {
return bfloat16_t(-float(lhs));
}
CUTLASS_HOST_DEVICE
bfloat16_t operator-(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return bfloat16_t(float(lhs) - float(rhs));
}
CUTLASS_HOST_DEVICE
bfloat16_t operator*(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return bfloat16_t(float(lhs) * float(rhs));
}
CUTLASS_HOST_DEVICE
bfloat16_t operator/(bfloat16_t const& lhs, bfloat16_t const& rhs) {
return bfloat16_t(float(lhs) / float(rhs));
}
CUTLASS_HOST_DEVICE
bfloat16_t& operator+=(bfloat16_t & lhs, bfloat16_t const& rhs) {
lhs = bfloat16_t(float(lhs) + float(rhs));
return lhs;
}
CUTLASS_HOST_DEVICE
bfloat16_t& operator-=(bfloat16_t & lhs, bfloat16_t const& rhs) {
lhs = bfloat16_t(float(lhs) - float(rhs));
return lhs;
}
CUTLASS_HOST_DEVICE
bfloat16_t& operator*=(bfloat16_t & lhs, bfloat16_t const& rhs) {
lhs = bfloat16_t(float(lhs) * float(rhs));
return lhs;
}
CUTLASS_HOST_DEVICE
bfloat16_t& operator/=(bfloat16_t & lhs, bfloat16_t const& rhs) {
lhs = bfloat16_t(float(lhs) / float(rhs));
return lhs;
}
CUTLASS_HOST_DEVICE
bfloat16_t& operator++(bfloat16_t & lhs) {
float tmp(lhs);
++tmp;
lhs = bfloat16_t(tmp);
return lhs;
}
CUTLASS_HOST_DEVICE
bfloat16_t& operator--(bfloat16_t & lhs) {
float tmp(lhs);
--tmp;
lhs = bfloat16_t(tmp);
return lhs;
}
CUTLASS_HOST_DEVICE
bfloat16_t operator++(bfloat16_t & lhs, int) {
bfloat16_t ret(lhs);
float tmp(lhs);
tmp++;
lhs = bfloat16_t(tmp);
return ret;
}
CUTLASS_HOST_DEVICE
bfloat16_t operator--(bfloat16_t & lhs, int) {
bfloat16_t ret(lhs);
float tmp(lhs);
tmp--;
lhs = bfloat16_t(tmp);
return ret;
}
///////////////////////////////////////////////////////////////////////////////////////////////////
} // namespace cutlass
///////////////////////////////////////////////////////////////////////////////////////////////////
//
// User-defined literals
//
CUTLASS_HOST_DEVICE
cutlass::bfloat16_t operator "" _bf16(long double x) {
return cutlass::bfloat16_t(float(x));
}
CUTLASS_HOST_DEVICE
cutlass::bfloat16_t operator "" _bf16(unsigned long long int x) {
return cutlass::bfloat16_t(int(x));
}
/////////////////////////////////////////////////////////////////////////////////////////////////
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