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composable_kernel/include/ck/utility/f8_utils.hpp
Rostyslav Geyyer f17af2e9ed Add native conversions fp8<->fp32 (#908)
* Add native conversions

* Add bf8 conversions
2023-09-17 20:56:27 -05:00

249 lines
7.4 KiB
C++

// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include "ck/utility/data_type.hpp"
// these conversions are disabled if native conversions available
#if !defined(__gfx940__) && !defined(__gfx941__) && !defined(__gfx942__)
#if defined CK_ENABLE_FP8 || defined CK_ENABLE_BF8
namespace ck {
// fp8 rounding modes
// use standard for rounding to nearest, the faster one
// use stochastic for stochastic rounding, helps to avoid error accumulation
enum class f8_rounding_mode
{
standard,
stochastic
};
} // namespace ck
namespace ck::utils {
namespace {
template <typename X, typename Y, bool negative_zero_nan, bool clip, bool stoch>
__host__ __device__ Y run_cast_to_f8(X x, uint32_t rng)
{
// fp8/bf8 exponent/mantissa layout
constexpr int out_exp = NumericUtils<Y>::exp;
constexpr int out_mant = NumericUtils<Y>::mant;
// original type exponent/mantissa layout
constexpr int in_exp = NumericUtils<X>::exp;
constexpr int in_mant = NumericUtils<X>::mant;
int exponent;
uint32_t head, mantissa, sign;
// nan code is same for float and half
constexpr Y nan_code = 0x80;
constexpr uint32_t nan_mask = NumericUtils<X>::nan_mask;
// convert to bitwise
using T_bitwise = typename NumericUtils<X>::bitwise_type;
T_bitwise x_bitwise = *(reinterpret_cast<T_bitwise*>(&x));
// unpack the input, depends on datatype
head = x_bitwise & NumericUtils<X>::head_mask;
mantissa = x_bitwise & NumericUtils<X>::mant_mask;
exponent = (head >> in_mant) & NumericUtils<X>::exp_mask;
sign = head >> (in_exp + in_mant);
uint32_t signed_inf = (sign << (in_exp + in_mant)) + (((1 << in_exp) - 1) << in_mant);
uint32_t drop_mask = (1 << (in_mant - out_mant)) - 1;
constexpr int max_exp = (1 << out_exp) - (negative_zero_nan ? 1 : 2);
constexpr int exp_low_cutoff =
(1 << (in_exp - 1)) - (1 << (out_exp - 1)) + 1 - (negative_zero_nan ? 1 : 0);
if constexpr(negative_zero_nan)
{
if((x_bitwise & nan_mask) == nan_mask)
return nan_code;
}
else
{
if((x_bitwise & nan_mask) == nan_mask)
return signed_inf + (mantissa != 0 ? 1 : 0);
}
// if input is half and output is bf8
if((NumericUtils<X>::mant == 10) && (NumericUtils<Y>::mant == 2) && negative_zero_nan &&
exponent == 0)
{
exponent += 1;
while(mantissa < (1 << in_mant))
{
mantissa <<= 1;
exponent -= 1;
}
mantissa &= ~(1 << in_mant);
}
// check if x is 0.0
if(x_bitwise == 0)
return 0;
exponent -= exp_low_cutoff - 1;
if(exponent <= 0)
drop_mask = (1 << (in_mant - out_mant + 1 - exponent)) - 1;
mantissa += 1 << in_mant;
// apply random number if needed
mantissa += (stoch ? rng : mantissa) & drop_mask;
if(mantissa >= (2 << in_mant))
{
mantissa >>= 1;
exponent++;
}
mantissa >>= (in_mant - out_mant);
// check negative exponent
if(exponent <= 0)
{
if(x_bitwise == 0)
return 0;
else
{
// subnormal range; represented by a subnormal float8 (exponent 0)
// and involves loss of accuracy
mantissa >>= 1 - exponent;
exponent = 0;
}
}
// above range: quantize to maximum possible float of the same sign
else if(exponent > max_exp)
{
if(clip)
{
mantissa = (1 << out_mant) - 1;
exponent = max_exp;
}
else
{
return signed_inf;
}
}
// check if x is 0.0 or -0.0
if(exponent == 0 && mantissa == 0)
return negative_zero_nan ? 0 : (sign << (out_exp + out_mant));
mantissa &= (1 << out_mant) - 1;
return (sign << (out_exp + out_mant)) | (exponent << out_mant) | mantissa;
}
template <typename X, typename Y, bool negative_zero_nan>
__host__ __device__ Y run_cast_from_f8(X x)
{
// fp8/bf8 exponent/mantissa layout
constexpr int in_exp = NumericUtils<X>::exp;
constexpr int in_mant = NumericUtils<X>::mant;
// resulting type exponent/mantissa layout
constexpr int out_exp = NumericUtils<Y>::exp;
constexpr int out_mant = NumericUtils<Y>::mant;
// prepare the codes
constexpr X nan_code = 0x80;
Y Inf, NegInf, NaN, Neg0;
using T_bitwise = typename NumericUtils<Y>::bitwise_type;
constexpr T_bitwise Inf_bitwise = NumericUtils<Y>::Inf;
constexpr T_bitwise NegInf_bitwise = NumericUtils<Y>::NegInf;
constexpr T_bitwise NaN_bitwise = NumericUtils<Y>::NaN;
constexpr T_bitwise Neg0_bitwise = NumericUtils<Y>::Neg0;
Inf = *(reinterpret_cast<const Y*>(&Inf_bitwise));
NegInf = *(reinterpret_cast<const Y*>(&NegInf_bitwise));
NaN = *(reinterpret_cast<const Y*>(&NaN_bitwise));
Neg0 = *(reinterpret_cast<const Y*>(&Neg0_bitwise));
// check if x is 0.0
if(x == 0)
return static_cast<Y>(0);
// unpack the input
uint32_t sign = x >> (in_exp + in_mant);
uint32_t mantissa = x & ((1 << in_mant) - 1);
int exponent = (x & 0x7F) >> in_mant;
constexpr int exp_low_cutoff =
(1 << (out_exp - 1)) - (1 << (in_exp - 1)) + 1 - (negative_zero_nan ? 1 : 0);
T_bitwise retval;
if constexpr(negative_zero_nan)
{
if(x == nan_code)
return NaN;
}
else
{
if(x == nan_code)
return Neg0;
if(exponent == ((1 << in_exp) - 1))
return (mantissa == 0) ? (sign ? NegInf : Inf) : NaN;
}
if((NumericUtils<Y>::mant == 10) && (NumericUtils<X>::mant == 2) && !negative_zero_nan)
{
retval = x;
retval <<= 8;
return *(reinterpret_cast<const Y*>(&retval));
}
// subnormal input
if(exponent == 0)
{
// guaranteed mantissa!=0 since cases 0x0 and 0x80 are handled above
exponent++;
while(mantissa < (1 << in_mant))
{
mantissa <<= 1;
exponent--;
}
mantissa &= ((1 << in_mant) - 1);
}
exponent += exp_low_cutoff - 1;
mantissa <<= out_mant - in_mant;
// subnormal output (occurs when T=half, we=5, negative_zero_nan=true)
if(exponent <= 0)
{
mantissa |= 1 << out_mant;
mantissa >>= 1 - exponent;
exponent = 0;
}
retval = (sign << (out_exp + out_mant)) | (exponent << out_mant) | mantissa;
return *(reinterpret_cast<const Y*>(&retval));
}
} // namespace
template <typename X, typename Y, bool negative_zero_nan, bool clip, bool stoch>
__host__ __device__ Y cast_to_f8(X x, uint32_t rng)
{
// check datatypes
constexpr bool is_half = std::is_same<X, half_t>::value;
constexpr bool is_float = std::is_same<X, float>::value;
static_assert(is_half || is_float, "Only half and float can be casted.");
return run_cast_to_f8<X, Y, negative_zero_nan, clip, stoch>(x, rng);
}
template <typename X, typename Y, bool negative_zero_nan>
__host__ __device__ Y cast_from_f8(X x)
{
// check datatype
constexpr bool is_half = std::is_same<Y, half_t>::value;
constexpr bool is_float = std::is_same<Y, float>::value;
static_assert(is_half || is_float, "only half and float are supported.");
return run_cast_from_f8<X, Y, negative_zero_nan>(x);
}
} // namespace ck::utils
#endif // #if defined CK_ENABLE_FP8 || defined CK_ENABLE_BF8
#endif // #if !defined(__gfx940__) && !defined(__gfx941__) && !defined(__gfx942__)